2022-05-10 17:43:07,770 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] CUDA available: True GPU 0: TITAN Xp CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 10.2, V10.2.89 GCC: gcc (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 PyTorch: 1.10.2 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=10.2, CUDNN_VERSION=7.6.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.11.3 OpenCV: 4.5.5 MMCV: 1.4.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 10.2 MMDetection: 2.20.0+19a2eff ------------------------------------------------------------ 2022-05-10 17:43:10,705 - mmdet - INFO - Distributed training: False 2022-05-10 17:43:13,697 - mmdet - INFO - Config: model = dict( type='MaskRCNN', backbone=dict( type='SwinTransformer', embed_dims=96, depths=[2, 2, 6, 2], num_heads=[3, 6, 12, 24], window_size=7, mlp_ratio=4, qkv_bias=True, qk_scale=None, drop_rate=0.0, attn_drop_rate=0.0, drop_path_rate=0.2, patch_norm=True, out_indices=(0, 1, 2, 3), with_cp=False, convert_weights=True), neck=dict( type='FPN', in_channels=[96, 192, 384, 768], out_channels=256, num_outs=5), rpn_head=dict( type='RPNHead', in_channels=256, feat_channels=256, anchor_generator=dict( type='AnchorGenerator', scales=[8], ratios=[0.5, 1.0, 2.0], strides=[4, 8, 16, 32, 64]), bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[1.0, 1.0, 1.0, 1.0]), loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), roi_head=dict( type='StandardRoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), bbox_head=dict( type='Shared2FCBBoxHead', in_channels=256, fc_out_channels=1024, roi_feat_size=7, num_classes=80, bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[0.1, 0.1, 0.2, 0.2]), reg_class_agnostic=False, loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), mask_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), mask_head=dict( type='FCNMaskHead', num_convs=4, in_channels=256, conv_out_channels=256, num_classes=80, loss_mask=dict( type='CrossEntropyLoss', use_mask=True, loss_weight=0.0))), train_cfg=dict( rpn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.7, neg_iou_thr=0.3, min_pos_iou=0.3, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=256, pos_fraction=0.5, neg_pos_ub=-1, add_gt_as_proposals=False), allowed_border=-1, pos_weight=-1, debug=False), rpn_proposal=dict( nms_pre=2000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.5, neg_iou_thr=0.5, min_pos_iou=0.5, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=512, pos_fraction=0.25, neg_pos_ub=-1, add_gt_as_proposals=True), mask_size=28, pos_weight=-1, debug=False)), test_cfg=dict( rpn=dict( nms_pre=1000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( score_thr=0.05, nms=dict(type='nms', iou_threshold=0.5), max_per_img=100, mask_thr_binary=0.5))) dataset_type = 'CocoDataset' data_root = '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=2, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/train/gts/raw_gts/det_train_rgb_and_dhs_with_chess1.json', img_prefix= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/train/rgbdhs_chess1/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True, with_mask=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='DefaultFormatBundle'), dict( type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ]), val=dict( type='CocoDataset', ann_file= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/val/gts/raw_gts/det_val.json', img_prefix= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/val/dhs/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/val/gts/raw_gts/det_val.json', img_prefix= '/data/sophia/a/Xiaoke.Shen54/DATASET/sunrgbd_DO_NOT_DELETE/val/dhs/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(classwise=True, metric=['bbox', 'segm']) optimizer = dict( type='AdamW', lr=0.0001, betas=(0.9, 0.999), weight_decay=0.05, paramwise_cfg=dict( custom_keys=dict( absolute_pos_embed=dict(decay_mult=0.0), relative_position_bias_table=dict(decay_mult=0.0), norm=dict(decay_mult=0.0)))) optimizer_config = dict(grad_clip=None) lr_config = dict( policy='step', warmup='linear', warmup_iters=1000, warmup_ratio=0.001, step=[27, 33]) runner = dict(type='EpochBasedRunner', max_epochs=200) checkpoint_config = dict(interval=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [dict(type='NumClassCheckHook')] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = 'checkpoints/mask_rcnn_swin-t-p4-w7_fpn_fp16_ms-crop-3x_coco_20210908_165006-90a4008c.pth' resume_from = None workflow = [('train', 1)] work_dir = './work_dirs/mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1' gpu_ids = range(0, 1) 2022-05-10 17:43:26,322 - mmdet - INFO - load checkpoint from local path: checkpoints/mask_rcnn_swin-t-p4-w7_fpn_fp16_ms-crop-3x_coco_20210908_165006-90a4008c.pth 2022-05-10 17:43:27,559 - mmdet - INFO - Start running, host: Xiaoke.Shen54@sophia, work_dir: /data/sophia/a/Xiaoke.Shen54/repos/SwinTransFusion/work_dirs/mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1 2022-05-10 17:43:27,559 - mmdet - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (LOW ) EvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (LOW ) IterTimerHook (LOW ) EvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) EvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) EvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) EvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2022-05-10 17:43:27,560 - mmdet - INFO - workflow: [('train', 1)], max: 200 epochs 2022-05-10 17:43:27,560 - mmdet - INFO - Checkpoints will be saved to /data/sophia/a/Xiaoke.Shen54/repos/SwinTransFusion/work_dirs/mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1 by HardDiskBackend. 2022-05-10 17:43:55,468 - mmdet - INFO - Epoch [1][50/3992] lr: 4.995e-06, eta: 5 days, 3:45:18, time: 0.558, data_time: 0.061, memory: 6797, loss_rpn_cls: 0.0966, loss_rpn_bbox: 0.0343, loss_cls: 1.0702, acc: 89.0957, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 1.5274 2022-05-10 17:44:19,805 - mmdet - INFO - Epoch [1][100/3992] lr: 9.990e-06, eta: 4 days, 19:50:20, time: 0.487, data_time: 0.014, memory: 6797, loss_rpn_cls: 0.0930, loss_rpn_bbox: 0.0419, loss_cls: 1.0582, acc: 86.8438, loss_bbox: 0.3949, loss_mask: 0.0000, loss: 1.5879 2022-05-10 17:44:43,743 - mmdet - INFO - Epoch [1][150/3992] lr: 1.499e-05, eta: 4 days, 16:36:21, time: 0.479, data_time: 0.015, memory: 6797, loss_rpn_cls: 0.0700, loss_rpn_bbox: 0.0428, loss_cls: 0.7510, acc: 87.7188, loss_bbox: 0.3549, loss_mask: 0.0000, loss: 1.2188 2022-05-10 17:45:07,712 - mmdet - INFO - Epoch [1][200/3992] lr: 1.998e-05, eta: 4 days, 15:01:14, time: 0.479, data_time: 0.013, memory: 6797, loss_rpn_cls: 0.0635, loss_rpn_bbox: 0.0392, loss_cls: 0.6572, acc: 88.0352, loss_bbox: 0.3717, loss_mask: 0.0000, loss: 1.1316 2022-05-10 17:45:32,349 - mmdet - INFO - Epoch [1][250/3992] lr: 2.498e-05, eta: 4 days, 14:39:37, time: 0.493, data_time: 0.014, memory: 6797, loss_rpn_cls: 0.0604, loss_rpn_bbox: 0.0407, loss_cls: 0.6765, acc: 87.2148, loss_bbox: 0.4023, loss_mask: 0.0000, loss: 1.1800 2022-05-10 17:45:57,508 - mmdet - INFO - Epoch [1][300/3992] lr: 2.997e-05, eta: 4 days, 14:48:08, time: 0.503, data_time: 0.014, memory: 6797, loss_rpn_cls: 0.0513, loss_rpn_bbox: 0.0363, loss_cls: 0.6437, acc: 86.9688, loss_bbox: 0.3762, loss_mask: 0.0000, loss: 1.1075 2022-05-10 17:46:20,213 - mmdet - INFO - Epoch [1][350/3992] lr: 3.497e-05, eta: 4 days, 13:20:54, time: 0.454, data_time: 0.011, memory: 6797, loss_rpn_cls: 0.0561, loss_rpn_bbox: 0.0333, loss_cls: 0.6132, acc: 88.5410, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 1.0320 2022-05-10 17:46:44,234 - mmdet - INFO - Epoch [1][400/3992] lr: 3.996e-05, eta: 4 days, 12:59:07, time: 0.480, data_time: 0.014, memory: 6797, loss_rpn_cls: 0.0533, loss_rpn_bbox: 0.0383, loss_cls: 0.6205, acc: 86.6719, loss_bbox: 0.3883, loss_mask: 0.0000, loss: 1.1004 2022-05-10 17:47:07,590 - mmdet - INFO - Epoch [1][450/3992] lr: 4.496e-05, eta: 4 days, 12:22:26, time: 0.467, data_time: 0.011, memory: 7116, loss_rpn_cls: 0.0569, loss_rpn_bbox: 0.0317, loss_cls: 0.5453, acc: 89.1328, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.9702 2022-05-10 17:47:31,509 - mmdet - INFO - Epoch [1][500/3992] lr: 4.995e-05, eta: 4 days, 12:07:58, time: 0.478, data_time: 0.012, memory: 7116, loss_rpn_cls: 0.0544, loss_rpn_bbox: 0.0347, loss_cls: 0.5602, acc: 88.1348, loss_bbox: 0.3524, loss_mask: 0.0000, loss: 1.0016 2022-05-10 17:47:55,725 - mmdet - INFO - Epoch [1][550/3992] lr: 5.495e-05, eta: 4 days, 12:03:15, time: 0.484, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0359, loss_cls: 0.5639, acc: 88.0996, loss_bbox: 0.3577, loss_mask: 0.0000, loss: 1.0078 2022-05-10 17:48:19,555 - mmdet - INFO - Epoch [1][600/3992] lr: 5.994e-05, eta: 4 days, 11:50:42, time: 0.477, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0610, loss_rpn_bbox: 0.0407, loss_cls: 0.5231, acc: 88.4785, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.9579 2022-05-10 17:48:44,115 - mmdet - INFO - Epoch [1][650/3992] lr: 6.494e-05, eta: 4 days, 11:54:57, time: 0.491, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0589, loss_rpn_bbox: 0.0382, loss_cls: 0.5247, acc: 88.5508, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.9752 2022-05-10 17:49:09,640 - mmdet - INFO - Epoch [1][700/3992] lr: 6.993e-05, eta: 4 days, 12:16:52, time: 0.510, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0356, loss_cls: 0.5267, acc: 87.7871, loss_bbox: 0.3726, loss_mask: 0.0000, loss: 0.9796 2022-05-10 17:49:33,289 - mmdet - INFO - Epoch [1][750/3992] lr: 7.493e-05, eta: 4 days, 12:02:33, time: 0.473, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0620, loss_rpn_bbox: 0.0410, loss_cls: 0.6002, acc: 87.0801, loss_bbox: 0.3981, loss_mask: 0.0000, loss: 1.1013 2022-05-10 17:49:57,000 - mmdet - INFO - Epoch [1][800/3992] lr: 7.992e-05, eta: 4 days, 11:51:00, time: 0.474, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0372, loss_cls: 0.5183, acc: 88.1133, loss_bbox: 0.3787, loss_mask: 0.0000, loss: 0.9777 2022-05-10 17:50:21,894 - mmdet - INFO - Epoch [1][850/3992] lr: 8.492e-05, eta: 4 days, 11:59:15, time: 0.498, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0611, loss_rpn_bbox: 0.0482, loss_cls: 0.5547, acc: 87.4277, loss_bbox: 0.3966, loss_mask: 0.0000, loss: 1.0605 2022-05-10 17:50:47,402 - mmdet - INFO - Epoch [1][900/3992] lr: 8.991e-05, eta: 4 days, 12:15:37, time: 0.510, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0443, loss_cls: 0.5650, acc: 86.9492, loss_bbox: 0.4214, loss_mask: 0.0000, loss: 1.0729 2022-05-10 17:51:12,226 - mmdet - INFO - Epoch [1][950/3992] lr: 9.491e-05, eta: 4 days, 12:20:39, time: 0.496, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0508, loss_rpn_bbox: 0.0391, loss_cls: 0.5837, acc: 86.6973, loss_bbox: 0.4240, loss_mask: 0.0000, loss: 1.0976 2022-05-10 17:51:36,483 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 17:51:36,483 - mmdet - INFO - Epoch [1][1000/3992] lr: 9.990e-05, eta: 4 days, 12:17:36, time: 0.485, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0477, loss_rpn_bbox: 0.0328, loss_cls: 0.5268, acc: 87.9414, loss_bbox: 0.3711, loss_mask: 0.0000, loss: 0.9784 2022-05-10 17:52:00,970 - mmdet - INFO - Epoch [1][1050/3992] lr: 1.000e-04, eta: 4 days, 12:17:43, time: 0.490, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0540, loss_rpn_bbox: 0.0387, loss_cls: 0.5681, acc: 86.9004, loss_bbox: 0.3692, loss_mask: 0.0000, loss: 1.0301 2022-05-10 17:52:25,214 - mmdet - INFO - Epoch [1][1100/3992] lr: 1.000e-04, eta: 4 days, 12:14:51, time: 0.485, data_time: 0.012, memory: 7116, loss_rpn_cls: 0.0520, loss_rpn_bbox: 0.0385, loss_cls: 0.5281, acc: 88.4980, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.9699 2022-05-10 17:52:49,447 - mmdet - INFO - Epoch [1][1150/3992] lr: 1.000e-04, eta: 4 days, 12:12:05, time: 0.485, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0701, loss_rpn_bbox: 0.0432, loss_cls: 0.5424, acc: 87.0801, loss_bbox: 0.4060, loss_mask: 0.0000, loss: 1.0617 2022-05-10 17:53:14,719 - mmdet - INFO - Epoch [1][1200/3992] lr: 1.000e-04, eta: 4 days, 12:21:00, time: 0.505, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0356, loss_cls: 0.5220, acc: 88.0723, loss_bbox: 0.3752, loss_mask: 0.0000, loss: 0.9725 2022-05-10 17:53:39,462 - mmdet - INFO - Epoch [1][1250/3992] lr: 1.000e-04, eta: 4 days, 12:23:33, time: 0.495, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0445, loss_rpn_bbox: 0.0376, loss_cls: 0.4990, acc: 87.7773, loss_bbox: 0.3937, loss_mask: 0.0000, loss: 0.9748 2022-05-10 17:54:03,922 - mmdet - INFO - Epoch [1][1300/3992] lr: 1.000e-04, eta: 4 days, 12:22:58, time: 0.489, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0463, loss_cls: 0.5532, acc: 86.8926, loss_bbox: 0.3974, loss_mask: 0.0000, loss: 1.0422 2022-05-10 17:54:28,065 - mmdet - INFO - Epoch [1][1350/3992] lr: 1.000e-04, eta: 4 days, 12:19:18, time: 0.483, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0382, loss_cls: 0.5009, acc: 87.7383, loss_bbox: 0.3804, loss_mask: 0.0000, loss: 0.9624 2022-05-10 17:54:52,864 - mmdet - INFO - Epoch [1][1400/3992] lr: 1.000e-04, eta: 4 days, 12:22:05, time: 0.496, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0481, loss_rpn_bbox: 0.0354, loss_cls: 0.4992, acc: 88.4648, loss_bbox: 0.3438, loss_mask: 0.0000, loss: 0.9265 2022-05-10 17:55:18,032 - mmdet - INFO - Epoch [1][1450/3992] lr: 1.000e-04, eta: 4 days, 12:28:01, time: 0.503, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0483, loss_rpn_bbox: 0.0376, loss_cls: 0.4956, acc: 87.7969, loss_bbox: 0.3764, loss_mask: 0.0000, loss: 0.9579 2022-05-10 17:55:42,941 - mmdet - INFO - Epoch [1][1500/3992] lr: 1.000e-04, eta: 4 days, 12:31:15, time: 0.498, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0362, loss_cls: 0.5348, acc: 87.4121, loss_bbox: 0.3785, loss_mask: 0.0000, loss: 0.9916 2022-05-10 17:56:07,733 - mmdet - INFO - Epoch [1][1550/3992] lr: 1.000e-04, eta: 4 days, 12:33:14, time: 0.496, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0556, loss_rpn_bbox: 0.0387, loss_cls: 0.5305, acc: 87.5352, loss_bbox: 0.3670, loss_mask: 0.0000, loss: 0.9918 2022-05-10 17:56:32,649 - mmdet - INFO - Epoch [1][1600/3992] lr: 1.000e-04, eta: 4 days, 12:36:06, time: 0.498, data_time: 0.012, memory: 7116, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0340, loss_cls: 0.4752, acc: 88.8945, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.8868 2022-05-10 17:56:57,275 - mmdet - INFO - Epoch [1][1650/3992] lr: 1.000e-04, eta: 4 days, 12:36:26, time: 0.493, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0344, loss_cls: 0.5030, acc: 88.4570, loss_bbox: 0.3618, loss_mask: 0.0000, loss: 0.9391 2022-05-10 17:57:23,765 - mmdet - INFO - Epoch [1][1700/3992] lr: 1.000e-04, eta: 4 days, 12:51:17, time: 0.530, data_time: 0.015, memory: 7116, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0423, loss_cls: 0.5044, acc: 87.7891, loss_bbox: 0.4058, loss_mask: 0.0000, loss: 0.9969 2022-05-10 17:57:50,102 - mmdet - INFO - Epoch [1][1750/3992] lr: 1.000e-04, eta: 4 days, 13:04:06, time: 0.527, data_time: 0.014, memory: 7116, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0359, loss_cls: 0.4919, acc: 88.1504, loss_bbox: 0.3805, loss_mask: 0.0000, loss: 0.9497 2022-05-10 17:58:15,303 - mmdet - INFO - Epoch [1][1800/3992] lr: 1.000e-04, eta: 4 days, 13:07:47, time: 0.504, data_time: 0.012, memory: 7116, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0309, loss_cls: 0.4519, acc: 89.1660, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.8648 2022-05-10 17:58:40,454 - mmdet - INFO - Epoch [1][1850/3992] lr: 1.000e-04, eta: 4 days, 13:10:55, time: 0.503, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0723, loss_rpn_bbox: 0.0424, loss_cls: 0.4883, acc: 88.3301, loss_bbox: 0.3610, loss_mask: 0.0000, loss: 0.9640 2022-05-10 17:59:05,374 - mmdet - INFO - Epoch [1][1900/3992] lr: 1.000e-04, eta: 4 days, 13:12:13, time: 0.498, data_time: 0.013, memory: 7116, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0357, loss_cls: 0.4688, acc: 88.3965, loss_bbox: 0.3562, loss_mask: 0.0000, loss: 0.9026 2022-05-10 17:59:30,997 - mmdet - INFO - Epoch [1][1950/3992] lr: 1.000e-04, eta: 4 days, 13:18:15, time: 0.512, data_time: 0.014, memory: 7267, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0379, loss_cls: 0.5034, acc: 87.6230, loss_bbox: 0.3857, loss_mask: 0.0000, loss: 0.9717 2022-05-10 17:59:55,680 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 17:59:55,680 - mmdet - INFO - Epoch [1][2000/3992] lr: 1.000e-04, eta: 4 days, 13:17:42, time: 0.494, data_time: 0.012, memory: 7267, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0339, loss_cls: 0.4636, acc: 88.3145, loss_bbox: 0.3587, loss_mask: 0.0000, loss: 0.9035 2022-05-10 18:00:19,680 - mmdet - INFO - Epoch [1][2050/3992] lr: 1.000e-04, eta: 4 days, 13:12:44, time: 0.480, data_time: 0.012, memory: 7267, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0332, loss_cls: 0.4419, acc: 88.6016, loss_bbox: 0.3635, loss_mask: 0.0000, loss: 0.8750 2022-05-10 18:00:43,969 - mmdet - INFO - Epoch [1][2100/3992] lr: 1.000e-04, eta: 4 days, 13:09:49, time: 0.486, data_time: 0.013, memory: 7267, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0402, loss_cls: 0.4822, acc: 87.9355, loss_bbox: 0.3903, loss_mask: 0.0000, loss: 0.9552 2022-05-10 18:01:08,484 - mmdet - INFO - Epoch [1][2150/3992] lr: 1.000e-04, eta: 4 days, 13:08:24, time: 0.490, data_time: 0.013, memory: 7267, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0327, loss_cls: 0.4876, acc: 88.3535, loss_bbox: 0.3599, loss_mask: 0.0000, loss: 0.9249 2022-05-10 18:01:34,089 - mmdet - INFO - Epoch [1][2200/3992] lr: 1.000e-04, eta: 4 days, 13:13:37, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0350, loss_cls: 0.4635, acc: 88.3555, loss_bbox: 0.3612, loss_mask: 0.0000, loss: 0.9068 2022-05-10 18:01:59,816 - mmdet - INFO - Epoch [1][2250/3992] lr: 1.000e-04, eta: 4 days, 13:19:18, time: 0.515, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0492, loss_rpn_bbox: 0.0385, loss_cls: 0.4895, acc: 88.9707, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.9197 2022-05-10 18:02:25,202 - mmdet - INFO - Epoch [1][2300/3992] lr: 1.000e-04, eta: 4 days, 13:22:45, time: 0.508, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0346, loss_cls: 0.4444, acc: 88.9121, loss_bbox: 0.3590, loss_mask: 0.0000, loss: 0.8838 2022-05-10 18:02:49,184 - mmdet - INFO - Epoch [1][2350/3992] lr: 1.000e-04, eta: 4 days, 13:18:06, time: 0.480, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0383, loss_cls: 0.5030, acc: 87.4531, loss_bbox: 0.3945, loss_mask: 0.0000, loss: 0.9825 2022-05-10 18:03:13,909 - mmdet - INFO - Epoch [1][2400/3992] lr: 1.000e-04, eta: 4 days, 13:17:45, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0445, loss_rpn_bbox: 0.0358, loss_cls: 0.5008, acc: 87.2656, loss_bbox: 0.3900, loss_mask: 0.0000, loss: 0.9711 2022-05-10 18:03:38,341 - mmdet - INFO - Epoch [1][2450/3992] lr: 1.000e-04, eta: 4 days, 13:15:48, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0392, loss_cls: 0.4962, acc: 88.1309, loss_bbox: 0.3708, loss_mask: 0.0000, loss: 0.9579 2022-05-10 18:04:03,198 - mmdet - INFO - Epoch [1][2500/3992] lr: 1.000e-04, eta: 4 days, 13:16:11, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0419, loss_cls: 0.4799, acc: 88.0586, loss_bbox: 0.3882, loss_mask: 0.0000, loss: 0.9580 2022-05-10 18:04:28,730 - mmdet - INFO - Epoch [1][2550/3992] lr: 1.000e-04, eta: 4 days, 13:20:02, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0355, loss_cls: 0.4660, acc: 88.5469, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.8968 2022-05-10 18:04:52,803 - mmdet - INFO - Epoch [1][2600/3992] lr: 1.000e-04, eta: 4 days, 13:16:16, time: 0.481, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0346, loss_cls: 0.4605, acc: 87.9727, loss_bbox: 0.3785, loss_mask: 0.0000, loss: 0.9125 2022-05-10 18:05:18,225 - mmdet - INFO - Epoch [1][2650/3992] lr: 1.000e-04, eta: 4 days, 13:19:24, time: 0.508, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0536, loss_rpn_bbox: 0.0454, loss_cls: 0.5353, acc: 86.6016, loss_bbox: 0.4231, loss_mask: 0.0000, loss: 1.0573 2022-05-10 18:05:42,777 - mmdet - INFO - Epoch [1][2700/3992] lr: 1.000e-04, eta: 4 days, 13:18:06, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0521, loss_rpn_bbox: 0.0374, loss_cls: 0.4870, acc: 87.4766, loss_bbox: 0.3726, loss_mask: 0.0000, loss: 0.9491 2022-05-10 18:06:08,813 - mmdet - INFO - Epoch [1][2750/3992] lr: 1.000e-04, eta: 4 days, 13:24:01, time: 0.521, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0382, loss_cls: 0.4942, acc: 87.0449, loss_bbox: 0.4069, loss_mask: 0.0000, loss: 0.9798 2022-05-10 18:06:33,383 - mmdet - INFO - Epoch [1][2800/3992] lr: 1.000e-04, eta: 4 days, 13:22:45, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0448, loss_rpn_bbox: 0.0354, loss_cls: 0.4706, acc: 88.4023, loss_bbox: 0.3479, loss_mask: 0.0000, loss: 0.8988 2022-05-10 18:06:59,371 - mmdet - INFO - Epoch [1][2850/3992] lr: 1.000e-04, eta: 4 days, 13:28:07, time: 0.520, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0360, loss_cls: 0.4917, acc: 87.3750, loss_bbox: 0.4065, loss_mask: 0.0000, loss: 0.9737 2022-05-10 18:07:24,640 - mmdet - INFO - Epoch [1][2900/3992] lr: 1.000e-04, eta: 4 days, 13:29:59, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0509, loss_rpn_bbox: 0.0337, loss_cls: 0.4926, acc: 88.0469, loss_bbox: 0.3617, loss_mask: 0.0000, loss: 0.9390 2022-05-10 18:07:49,212 - mmdet - INFO - Epoch [1][2950/3992] lr: 1.000e-04, eta: 4 days, 13:28:39, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0338, loss_cls: 0.4787, acc: 88.3457, loss_bbox: 0.3704, loss_mask: 0.0000, loss: 0.9209 2022-05-10 18:08:14,460 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 18:08:14,460 - mmdet - INFO - Epoch [1][3000/3992] lr: 1.000e-04, eta: 4 days, 13:30:20, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0339, loss_cls: 0.4543, acc: 88.5586, loss_bbox: 0.3644, loss_mask: 0.0000, loss: 0.8960 2022-05-10 18:08:40,143 - mmdet - INFO - Epoch [1][3050/3992] lr: 1.000e-04, eta: 4 days, 13:33:50, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0357, loss_cls: 0.4726, acc: 87.7930, loss_bbox: 0.3830, loss_mask: 0.0000, loss: 0.9279 2022-05-10 18:09:05,347 - mmdet - INFO - Epoch [1][3100/3992] lr: 1.000e-04, eta: 4 days, 13:35:10, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0580, loss_rpn_bbox: 0.0430, loss_cls: 0.4965, acc: 87.3965, loss_bbox: 0.3865, loss_mask: 0.0000, loss: 0.9840 2022-05-10 18:09:29,862 - mmdet - INFO - Epoch [1][3150/3992] lr: 1.000e-04, eta: 4 days, 13:33:33, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0484, loss_rpn_bbox: 0.0396, loss_cls: 0.5159, acc: 87.7070, loss_bbox: 0.3919, loss_mask: 0.0000, loss: 0.9957 2022-05-10 18:09:54,061 - mmdet - INFO - Epoch [1][3200/3992] lr: 1.000e-04, eta: 4 days, 13:30:39, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0320, loss_cls: 0.4672, acc: 88.6934, loss_bbox: 0.3414, loss_mask: 0.0000, loss: 0.8821 2022-05-10 18:10:19,903 - mmdet - INFO - Epoch [1][3250/3992] lr: 1.000e-04, eta: 4 days, 13:34:32, time: 0.517, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0380, loss_cls: 0.4449, acc: 88.3203, loss_bbox: 0.3656, loss_mask: 0.0000, loss: 0.8934 2022-05-10 18:10:43,925 - mmdet - INFO - Epoch [1][3300/3992] lr: 1.000e-04, eta: 4 days, 13:30:58, time: 0.480, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0657, loss_rpn_bbox: 0.0424, loss_cls: 0.4687, acc: 87.9492, loss_bbox: 0.3842, loss_mask: 0.0000, loss: 0.9610 2022-05-10 18:11:08,950 - mmdet - INFO - Epoch [1][3350/3992] lr: 1.000e-04, eta: 4 days, 13:31:29, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0323, loss_cls: 0.4242, acc: 89.3223, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.8265 2022-05-10 18:11:34,644 - mmdet - INFO - Epoch [1][3400/3992] lr: 1.000e-04, eta: 4 days, 13:34:34, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0365, loss_cls: 0.4593, acc: 88.6426, loss_bbox: 0.3577, loss_mask: 0.0000, loss: 0.8996 2022-05-10 18:11:59,431 - mmdet - INFO - Epoch [1][3450/3992] lr: 1.000e-04, eta: 4 days, 13:34:04, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0355, loss_cls: 0.4470, acc: 88.6133, loss_bbox: 0.3603, loss_mask: 0.0000, loss: 0.8890 2022-05-10 18:12:23,966 - mmdet - INFO - Epoch [1][3500/3992] lr: 1.000e-04, eta: 4 days, 13:32:36, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0333, loss_cls: 0.4019, acc: 89.2676, loss_bbox: 0.3404, loss_mask: 0.0000, loss: 0.8261 2022-05-10 18:12:48,964 - mmdet - INFO - Epoch [1][3550/3992] lr: 1.000e-04, eta: 4 days, 13:32:54, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0344, loss_cls: 0.4609, acc: 87.9434, loss_bbox: 0.3818, loss_mask: 0.0000, loss: 0.9171 2022-05-10 18:13:13,895 - mmdet - INFO - Epoch [1][3600/3992] lr: 1.000e-04, eta: 4 days, 13:32:57, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0396, loss_cls: 0.4539, acc: 88.4746, loss_bbox: 0.3556, loss_mask: 0.0000, loss: 0.8959 2022-05-10 18:13:39,372 - mmdet - INFO - Epoch [1][3650/3992] lr: 1.000e-04, eta: 4 days, 13:34:57, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0507, loss_rpn_bbox: 0.0381, loss_cls: 0.4337, acc: 88.8398, loss_bbox: 0.3604, loss_mask: 0.0000, loss: 0.8829 2022-05-10 18:14:04,525 - mmdet - INFO - Epoch [1][3700/3992] lr: 1.000e-04, eta: 4 days, 13:35:44, time: 0.503, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0343, loss_cls: 0.4394, acc: 88.5586, loss_bbox: 0.3572, loss_mask: 0.0000, loss: 0.8684 2022-05-10 18:14:28,635 - mmdet - INFO - Epoch [1][3750/3992] lr: 1.000e-04, eta: 4 days, 13:32:48, time: 0.482, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0391, loss_cls: 0.4641, acc: 87.5898, loss_bbox: 0.3928, loss_mask: 0.0000, loss: 0.9368 2022-05-10 18:14:53,472 - mmdet - INFO - Epoch [1][3800/3992] lr: 1.000e-04, eta: 4 days, 13:32:28, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0548, loss_rpn_bbox: 0.0379, loss_cls: 0.4490, acc: 88.6719, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.8911 2022-05-10 18:15:18,605 - mmdet - INFO - Epoch [1][3850/3992] lr: 1.000e-04, eta: 4 days, 13:33:09, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0362, loss_cls: 0.4314, acc: 88.6289, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.8589 2022-05-10 18:15:43,502 - mmdet - INFO - Epoch [1][3900/3992] lr: 1.000e-04, eta: 4 days, 13:33:00, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0529, loss_rpn_bbox: 0.0406, loss_cls: 0.4673, acc: 88.4160, loss_bbox: 0.3752, loss_mask: 0.0000, loss: 0.9360 2022-05-10 18:16:07,593 - mmdet - INFO - Epoch [1][3950/3992] lr: 1.000e-04, eta: 4 days, 13:30:09, time: 0.482, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0340, loss_cls: 0.4495, acc: 88.6895, loss_bbox: 0.3531, loss_mask: 0.0000, loss: 0.8715 2022-05-10 18:16:28,972 - mmdet - INFO - Saving checkpoint at 1 epochs 2022-05-10 18:23:20,890 - mmdet - INFO - Evaluating bbox... 2022-05-10 18:23:46,049 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.053 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.105 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.047 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.022 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.065 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.171 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.171 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.171 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.079 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.195 2022-05-10 18:23:46,066 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.163 | desk | 0.066 | | sofa_chair | 0.192 | pillow | 0.041 | box | 0.008 | | garbage_bin | 0.224 | cabinet | 0.017 | drawer | 0.012 | | shelf | 0.044 | kitchen_counter | 0.101 | kitchen_cabinet | 0.134 | | cpu | 0.001 | bench | 0.081 | file_cabinet | 0.009 | | whiteboard | 0.052 | lamp | 0.085 | endtable | 0.048 | | bookshelf | 0.068 | coffee_table | 0.086 | dresser | 0.050 | | paper | 0.005 | printer | 0.038 | monitor | 0.154 | | back_pack | 0.056 | night_stand | 0.124 | door | 0.002 | | picture | 0.000 | ottoman | 0.047 | stool | 0.184 | | outlet | 0.000 | towel | 0.007 | tray | 0.002 | | bag | 0.031 | stove | 0.018 | bathtub | 0.029 | | scanner | 0.010 | cubby | 0.001 | mirror | 0.001 | | bottle | 0.009 | rack | 0.000 | cup | 0.058 | | thermos | 0.000 | island | 0.009 | counter | 0.000 | | bowl | 0.038 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.031 | | cart | 0.018 | tv_stand | 0.002 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.213 | | sofa | 0.197 | plant | 0.031 | bed | 0.375 | | dining_table | 0.000 | toilet | 0.366 | tv | 0.087 | | laptop | 0.031 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.014 | telephone | 0.000 | microwave | 0.133 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.063 | | fridge | 0.037 | book | 0.004 | clock | 0.080 | | vase | 0.014 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.024 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:23:46,070 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.249 | table | 0.345 | desk | 0.134 | | sofa_chair | 0.297 | pillow | 0.100 | box | 0.018 | | garbage_bin | 0.410 | cabinet | 0.036 | drawer | 0.020 | | shelf | 0.101 | kitchen_counter | 0.194 | kitchen_cabinet | 0.211 | | cpu | 0.002 | bench | 0.150 | file_cabinet | 0.019 | | whiteboard | 0.090 | lamp | 0.214 | endtable | 0.077 | | bookshelf | 0.160 | coffee_table | 0.162 | dresser | 0.097 | | paper | 0.020 | printer | 0.069 | monitor | 0.381 | | back_pack | 0.121 | night_stand | 0.220 | door | 0.003 | | picture | 0.001 | ottoman | 0.065 | stool | 0.341 | | outlet | 0.000 | towel | 0.014 | tray | 0.003 | | bag | 0.049 | stove | 0.036 | bathtub | 0.059 | | scanner | 0.015 | cubby | 0.001 | mirror | 0.002 | | bottle | 0.038 | rack | 0.000 | cup | 0.183 | | thermos | 0.000 | island | 0.011 | counter | 0.000 | | bowl | 0.099 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.099 | | cart | 0.030 | tv_stand | 0.003 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.509 | | sofa | 0.330 | plant | 0.072 | bed | 0.650 | | dining_table | 0.000 | toilet | 0.628 | tv | 0.156 | | laptop | 0.068 | mouse | 0.097 | basket | 0.000 | | keyboard | 0.066 | telephone | 0.000 | microwave | 0.258 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.214 | | fridge | 0.056 | book | 0.017 | clock | 0.134 | | vase | 0.026 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.064 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:23:46,073 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.065 | table | 0.133 | desk | 0.057 | | sofa_chair | 0.227 | pillow | 0.025 | box | 0.007 | | garbage_bin | 0.197 | cabinet | 0.010 | drawer | 0.011 | | shelf | 0.031 | kitchen_counter | 0.081 | kitchen_cabinet | 0.155 | | cpu | 0.000 | bench | 0.084 | file_cabinet | 0.001 | | whiteboard | 0.059 | lamp | 0.040 | endtable | 0.047 | | bookshelf | 0.049 | coffee_table | 0.084 | dresser | 0.036 | | paper | 0.000 | printer | 0.033 | monitor | 0.110 | | back_pack | 0.042 | night_stand | 0.129 | door | 0.003 | | picture | 0.000 | ottoman | 0.058 | stool | 0.165 | | outlet | 0.000 | towel | 0.011 | tray | 0.002 | | bag | 0.034 | stove | 0.003 | bathtub | 0.036 | | scanner | 0.015 | cubby | 0.001 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.021 | | thermos | 0.000 | island | 0.011 | counter | 0.000 | | bowl | 0.019 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.021 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.138 | | sofa | 0.201 | plant | 0.011 | bed | 0.401 | | dining_table | 0.000 | toilet | 0.395 | tv | 0.089 | | laptop | 0.029 | mouse | 0.001 | basket | 0.000 | | keyboard | 0.002 | telephone | 0.000 | microwave | 0.155 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.011 | | fridge | 0.042 | book | 0.001 | clock | 0.059 | | vase | 0.022 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.013 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:23:46,073 - mmdet - INFO - Evaluating segm... 2022-05-10 18:24:16,393 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 18:24:16,398 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:24:16,402 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:24:16,406 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 18:24:16,937 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 18:24:16,938 - mmdet - INFO - Epoch(val) [1][2619] bbox_mAP: 0.0530, bbox_mAP_50: 0.1050, bbox_mAP_75: 0.0470, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0220, bbox_mAP_l: 0.0650, bbox_mAP_copypaste: 0.053 0.105 0.047 0.003 0.022 0.065, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 18:24:43,100 - mmdet - INFO - Epoch [2][50/3992] lr: 1.000e-04, eta: 4 days, 12:25:31, time: 0.523, data_time: 0.060, memory: 8365, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0387, loss_cls: 0.4410, acc: 88.2129, loss_bbox: 0.3722, loss_mask: 0.0000, loss: 0.8944 2022-05-10 18:25:06,152 - mmdet - INFO - Epoch [2][100/3992] lr: 1.000e-04, eta: 4 days, 12:20:12, time: 0.461, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0345, loss_cls: 0.4331, acc: 88.5840, loss_bbox: 0.3440, loss_mask: 0.0000, loss: 0.8538 2022-05-10 18:25:30,686 - mmdet - INFO - Epoch [2][150/3992] lr: 1.000e-04, eta: 4 days, 12:19:44, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0371, loss_cls: 0.4231, acc: 88.8965, loss_bbox: 0.3507, loss_mask: 0.0000, loss: 0.8514 2022-05-10 18:25:55,874 - mmdet - INFO - Epoch [2][200/3992] lr: 1.000e-04, eta: 4 days, 12:21:20, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0380, loss_cls: 0.4427, acc: 88.4805, loss_bbox: 0.3570, loss_mask: 0.0000, loss: 0.8852 2022-05-10 18:26:20,861 - mmdet - INFO - Epoch [2][250/3992] lr: 1.000e-04, eta: 4 days, 12:22:16, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0333, loss_cls: 0.4487, acc: 88.7891, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.8519 2022-05-10 18:26:45,245 - mmdet - INFO - Epoch [2][300/3992] lr: 1.000e-04, eta: 4 days, 12:21:18, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0555, loss_rpn_bbox: 0.0430, loss_cls: 0.4878, acc: 87.2988, loss_bbox: 0.3868, loss_mask: 0.0000, loss: 0.9731 2022-05-10 18:27:09,475 - mmdet - INFO - Epoch [2][350/3992] lr: 1.000e-04, eta: 4 days, 12:19:53, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0382, loss_cls: 0.4421, acc: 88.2305, loss_bbox: 0.3673, loss_mask: 0.0000, loss: 0.8864 2022-05-10 18:27:34,097 - mmdet - INFO - Epoch [2][400/3992] lr: 1.000e-04, eta: 4 days, 12:19:40, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0321, loss_cls: 0.4247, acc: 89.1387, loss_bbox: 0.3516, loss_mask: 0.0000, loss: 0.8440 2022-05-10 18:27:58,238 - mmdet - INFO - Epoch [2][450/3992] lr: 1.000e-04, eta: 4 days, 12:18:01, time: 0.483, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0576, loss_rpn_bbox: 0.0381, loss_cls: 0.4801, acc: 88.2012, loss_bbox: 0.3499, loss_mask: 0.0000, loss: 0.9257 2022-05-10 18:28:24,342 - mmdet - INFO - Epoch [2][500/3992] lr: 1.000e-04, eta: 4 days, 12:22:10, time: 0.522, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0465, loss_rpn_bbox: 0.0390, loss_cls: 0.4463, acc: 87.9219, loss_bbox: 0.3832, loss_mask: 0.0000, loss: 0.9150 2022-05-10 18:28:49,086 - mmdet - INFO - Epoch [2][550/3992] lr: 1.000e-04, eta: 4 days, 12:22:16, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0374, loss_cls: 0.3888, acc: 89.1289, loss_bbox: 0.3248, loss_mask: 0.0000, loss: 0.7902 2022-05-10 18:29:13,310 - mmdet - INFO - Epoch [2][600/3992] lr: 1.000e-04, eta: 4 days, 12:20:51, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0365, loss_cls: 0.4563, acc: 87.9902, loss_bbox: 0.3703, loss_mask: 0.0000, loss: 0.9034 2022-05-10 18:29:38,821 - mmdet - INFO - Epoch [2][650/3992] lr: 1.000e-04, eta: 4 days, 12:23:08, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0346, loss_cls: 0.4616, acc: 88.1973, loss_bbox: 0.3720, loss_mask: 0.0000, loss: 0.9070 2022-05-10 18:30:03,298 - mmdet - INFO - Epoch [2][700/3992] lr: 1.000e-04, eta: 4 days, 12:22:26, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0347, loss_cls: 0.4263, acc: 88.1328, loss_bbox: 0.3840, loss_mask: 0.0000, loss: 0.8848 2022-05-10 18:30:27,743 - mmdet - INFO - Epoch [2][750/3992] lr: 1.000e-04, eta: 4 days, 12:21:39, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0347, loss_cls: 0.4218, acc: 88.5098, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.8403 2022-05-10 18:30:52,666 - mmdet - INFO - Epoch [2][800/3992] lr: 1.000e-04, eta: 4 days, 12:22:12, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0363, loss_cls: 0.4553, acc: 88.1973, loss_bbox: 0.3547, loss_mask: 0.0000, loss: 0.8949 2022-05-10 18:31:18,193 - mmdet - INFO - Epoch [2][850/3992] lr: 1.000e-04, eta: 4 days, 12:24:23, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0362, loss_cls: 0.4442, acc: 88.0918, loss_bbox: 0.3717, loss_mask: 0.0000, loss: 0.8953 2022-05-10 18:31:44,259 - mmdet - INFO - Epoch [2][900/3992] lr: 1.000e-04, eta: 4 days, 12:27:58, time: 0.521, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0405, loss_cls: 0.4629, acc: 87.6230, loss_bbox: 0.3814, loss_mask: 0.0000, loss: 0.9247 2022-05-10 18:32:09,375 - mmdet - INFO - Epoch [2][950/3992] lr: 1.000e-04, eta: 4 days, 12:28:55, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0390, loss_cls: 0.4079, acc: 89.0059, loss_bbox: 0.3355, loss_mask: 0.0000, loss: 0.8254 2022-05-10 18:32:33,213 - mmdet - INFO - Epoch [2][1000/3992] lr: 1.000e-04, eta: 4 days, 12:26:28, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0320, loss_cls: 0.4090, acc: 89.2832, loss_bbox: 0.3190, loss_mask: 0.0000, loss: 0.7953 2022-05-10 18:32:57,978 - mmdet - INFO - Epoch [2][1050/3992] lr: 1.000e-04, eta: 4 days, 12:26:29, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0367, loss_cls: 0.4422, acc: 88.6328, loss_bbox: 0.3521, loss_mask: 0.0000, loss: 0.8743 2022-05-10 18:33:22,242 - mmdet - INFO - Epoch [2][1100/3992] lr: 1.000e-04, eta: 4 days, 12:25:11, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0316, loss_cls: 0.3857, acc: 89.4629, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.7921 2022-05-10 18:33:47,201 - mmdet - INFO - Epoch [2][1150/3992] lr: 1.000e-04, eta: 4 days, 12:25:42, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0320, loss_cls: 0.4074, acc: 89.5938, loss_bbox: 0.3063, loss_mask: 0.0000, loss: 0.7829 2022-05-10 18:34:12,952 - mmdet - INFO - Epoch [2][1200/3992] lr: 1.000e-04, eta: 4 days, 12:28:13, time: 0.515, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0382, loss_cls: 0.4713, acc: 87.7812, loss_bbox: 0.3778, loss_mask: 0.0000, loss: 0.9302 2022-05-10 18:34:36,858 - mmdet - INFO - Epoch [2][1250/3992] lr: 1.000e-04, eta: 4 days, 12:26:01, time: 0.478, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0343, loss_cls: 0.4074, acc: 89.2930, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.8255 2022-05-10 18:35:02,088 - mmdet - INFO - Epoch [2][1300/3992] lr: 1.000e-04, eta: 4 days, 12:27:09, time: 0.505, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0418, loss_cls: 0.4693, acc: 87.3184, loss_bbox: 0.4066, loss_mask: 0.0000, loss: 0.9552 2022-05-10 18:35:26,910 - mmdet - INFO - Epoch [2][1350/3992] lr: 1.000e-04, eta: 4 days, 12:27:15, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0360, loss_cls: 0.4482, acc: 88.4336, loss_bbox: 0.3728, loss_mask: 0.0000, loss: 0.8994 2022-05-10 18:35:52,494 - mmdet - INFO - Epoch [2][1400/3992] lr: 1.000e-04, eta: 4 days, 12:29:13, time: 0.512, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0404, loss_cls: 0.4863, acc: 87.8301, loss_bbox: 0.3878, loss_mask: 0.0000, loss: 0.9604 2022-05-10 18:36:17,516 - mmdet - INFO - Epoch [2][1450/3992] lr: 1.000e-04, eta: 4 days, 12:29:46, time: 0.500, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0392, loss_cls: 0.4446, acc: 88.1270, loss_bbox: 0.3789, loss_mask: 0.0000, loss: 0.9049 2022-05-10 18:36:43,964 - mmdet - INFO - Epoch [2][1500/3992] lr: 1.000e-04, eta: 4 days, 12:33:44, time: 0.529, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0314, loss_cls: 0.4153, acc: 88.8848, loss_bbox: 0.3548, loss_mask: 0.0000, loss: 0.8383 2022-05-10 18:37:08,593 - mmdet - INFO - Epoch [2][1550/3992] lr: 1.000e-04, eta: 4 days, 12:33:17, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0375, loss_cls: 0.4727, acc: 87.4688, loss_bbox: 0.3817, loss_mask: 0.0000, loss: 0.9291 2022-05-10 18:37:34,437 - mmdet - INFO - Epoch [2][1600/3992] lr: 1.000e-04, eta: 4 days, 12:35:43, time: 0.517, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0429, loss_cls: 0.4430, acc: 88.2539, loss_bbox: 0.3849, loss_mask: 0.0000, loss: 0.9167 2022-05-10 18:37:59,113 - mmdet - INFO - Epoch [2][1650/3992] lr: 1.000e-04, eta: 4 days, 12:35:21, time: 0.494, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0524, loss_rpn_bbox: 0.0450, loss_cls: 0.4598, acc: 88.1113, loss_bbox: 0.3685, loss_mask: 0.0000, loss: 0.9256 2022-05-10 18:38:24,248 - mmdet - INFO - Epoch [2][1700/3992] lr: 1.000e-04, eta: 4 days, 12:36:03, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0488, loss_rpn_bbox: 0.0395, loss_cls: 0.4152, acc: 88.8398, loss_bbox: 0.3465, loss_mask: 0.0000, loss: 0.8500 2022-05-10 18:38:48,293 - mmdet - INFO - Epoch [2][1750/3992] lr: 1.000e-04, eta: 4 days, 12:34:13, time: 0.481, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0374, loss_cls: 0.4348, acc: 88.6211, loss_bbox: 0.3616, loss_mask: 0.0000, loss: 0.8744 2022-05-10 18:39:12,988 - mmdet - INFO - Epoch [2][1800/3992] lr: 1.000e-04, eta: 4 days, 12:33:54, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0368, loss_cls: 0.4321, acc: 88.6055, loss_bbox: 0.3715, loss_mask: 0.0000, loss: 0.8738 2022-05-10 18:39:38,354 - mmdet - INFO - Epoch [2][1850/3992] lr: 1.000e-04, eta: 4 days, 12:35:06, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0359, loss_cls: 0.4223, acc: 88.5332, loss_bbox: 0.3661, loss_mask: 0.0000, loss: 0.8711 2022-05-10 18:40:04,567 - mmdet - INFO - Epoch [2][1900/3992] lr: 1.000e-04, eta: 4 days, 12:38:10, time: 0.524, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0364, loss_cls: 0.4256, acc: 88.6191, loss_bbox: 0.3606, loss_mask: 0.0000, loss: 0.8607 2022-05-10 18:40:29,677 - mmdet - INFO - Epoch [2][1950/3992] lr: 1.000e-04, eta: 4 days, 12:38:43, time: 0.502, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0415, loss_cls: 0.3978, acc: 88.5645, loss_bbox: 0.3733, loss_mask: 0.0000, loss: 0.8575 2022-05-10 18:40:55,655 - mmdet - INFO - Epoch [2][2000/3992] lr: 1.000e-04, eta: 4 days, 12:41:11, time: 0.520, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0516, loss_rpn_bbox: 0.0398, loss_cls: 0.4376, acc: 88.1484, loss_bbox: 0.3654, loss_mask: 0.0000, loss: 0.8945 2022-05-10 18:41:20,003 - mmdet - INFO - Epoch [2][2050/3992] lr: 1.000e-04, eta: 4 days, 12:40:01, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0359, loss_cls: 0.3982, acc: 89.7871, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.8123 2022-05-10 18:41:46,192 - mmdet - INFO - Epoch [2][2100/3992] lr: 1.000e-04, eta: 4 days, 12:42:52, time: 0.524, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0351, loss_cls: 0.3955, acc: 89.3125, loss_bbox: 0.3606, loss_mask: 0.0000, loss: 0.8357 2022-05-10 18:42:11,257 - mmdet - INFO - Epoch [2][2150/3992] lr: 1.000e-04, eta: 4 days, 12:43:15, time: 0.501, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0516, loss_rpn_bbox: 0.0380, loss_cls: 0.4243, acc: 88.2676, loss_bbox: 0.3810, loss_mask: 0.0000, loss: 0.8949 2022-05-10 18:42:35,956 - mmdet - INFO - Epoch [2][2200/3992] lr: 1.000e-04, eta: 4 days, 12:42:49, time: 0.494, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0445, loss_rpn_bbox: 0.0389, loss_cls: 0.4213, acc: 88.5742, loss_bbox: 0.3623, loss_mask: 0.0000, loss: 0.8671 2022-05-10 18:42:59,860 - mmdet - INFO - Epoch [2][2250/3992] lr: 1.000e-04, eta: 4 days, 12:40:44, time: 0.478, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0357, loss_cls: 0.4018, acc: 88.8809, loss_bbox: 0.3575, loss_mask: 0.0000, loss: 0.8387 2022-05-10 18:43:23,982 - mmdet - INFO - Epoch [2][2300/3992] lr: 1.000e-04, eta: 4 days, 12:39:07, time: 0.482, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0386, loss_cls: 0.4570, acc: 88.3242, loss_bbox: 0.3724, loss_mask: 0.0000, loss: 0.9142 2022-05-10 18:43:49,527 - mmdet - INFO - Epoch [2][2350/3992] lr: 1.000e-04, eta: 4 days, 12:40:29, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0398, loss_cls: 0.4450, acc: 88.4434, loss_bbox: 0.3696, loss_mask: 0.0000, loss: 0.8968 2022-05-10 18:44:15,307 - mmdet - INFO - Epoch [2][2400/3992] lr: 1.000e-04, eta: 4 days, 12:42:18, time: 0.516, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0592, loss_rpn_bbox: 0.0385, loss_cls: 0.4153, acc: 88.7305, loss_bbox: 0.3707, loss_mask: 0.0000, loss: 0.8837 2022-05-10 18:44:40,446 - mmdet - INFO - Epoch [2][2450/3992] lr: 1.000e-04, eta: 4 days, 12:42:47, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0369, loss_cls: 0.4130, acc: 88.5156, loss_bbox: 0.3689, loss_mask: 0.0000, loss: 0.8595 2022-05-10 18:45:04,896 - mmdet - INFO - Epoch [2][2500/3992] lr: 1.000e-04, eta: 4 days, 12:41:51, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0358, loss_cls: 0.4121, acc: 88.8262, loss_bbox: 0.3472, loss_mask: 0.0000, loss: 0.8327 2022-05-10 18:45:29,402 - mmdet - INFO - Epoch [2][2550/3992] lr: 1.000e-04, eta: 4 days, 12:41:01, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0320, loss_cls: 0.4142, acc: 89.1855, loss_bbox: 0.3454, loss_mask: 0.0000, loss: 0.8280 2022-05-10 18:45:55,013 - mmdet - INFO - Epoch [2][2600/3992] lr: 1.000e-04, eta: 4 days, 12:42:26, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0380, loss_cls: 0.4281, acc: 88.5840, loss_bbox: 0.3544, loss_mask: 0.0000, loss: 0.8630 2022-05-10 18:46:20,546 - mmdet - INFO - Epoch [2][2650/3992] lr: 1.000e-04, eta: 4 days, 12:43:39, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0376, loss_cls: 0.4330, acc: 88.3574, loss_bbox: 0.3680, loss_mask: 0.0000, loss: 0.8749 2022-05-10 18:46:45,297 - mmdet - INFO - Epoch [2][2700/3992] lr: 1.000e-04, eta: 4 days, 12:43:18, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0372, loss_cls: 0.3939, acc: 89.4473, loss_bbox: 0.3337, loss_mask: 0.0000, loss: 0.8090 2022-05-10 18:47:09,711 - mmdet - INFO - Epoch [2][2750/3992] lr: 1.000e-04, eta: 4 days, 12:42:17, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0403, loss_cls: 0.4118, acc: 89.0430, loss_bbox: 0.3612, loss_mask: 0.0000, loss: 0.8626 2022-05-10 18:47:34,424 - mmdet - INFO - Epoch [2][2800/3992] lr: 1.000e-04, eta: 4 days, 12:41:52, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0372, loss_cls: 0.4420, acc: 87.7715, loss_bbox: 0.3606, loss_mask: 0.0000, loss: 0.8842 2022-05-10 18:48:00,148 - mmdet - INFO - Epoch [2][2850/3992] lr: 1.000e-04, eta: 4 days, 12:43:24, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0333, loss_cls: 0.4108, acc: 88.7793, loss_bbox: 0.3697, loss_mask: 0.0000, loss: 0.8549 2022-05-10 18:48:24,931 - mmdet - INFO - Epoch [2][2900/3992] lr: 1.000e-04, eta: 4 days, 12:43:06, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0494, loss_rpn_bbox: 0.0356, loss_cls: 0.4459, acc: 87.5527, loss_bbox: 0.4000, loss_mask: 0.0000, loss: 0.9308 2022-05-10 18:48:49,560 - mmdet - INFO - Epoch [2][2950/3992] lr: 1.000e-04, eta: 4 days, 12:42:30, time: 0.493, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0322, loss_cls: 0.3857, acc: 88.8047, loss_bbox: 0.3686, loss_mask: 0.0000, loss: 0.8244 2022-05-10 18:49:13,570 - mmdet - INFO - Epoch [2][3000/3992] lr: 1.000e-04, eta: 4 days, 12:40:45, time: 0.480, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0515, loss_rpn_bbox: 0.0437, loss_cls: 0.4475, acc: 87.6055, loss_bbox: 0.4038, loss_mask: 0.0000, loss: 0.9464 2022-05-10 18:49:38,002 - mmdet - INFO - Epoch [2][3050/3992] lr: 1.000e-04, eta: 4 days, 12:39:48, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0292, loss_cls: 0.4007, acc: 89.3828, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.8022 2022-05-10 18:50:03,220 - mmdet - INFO - Epoch [2][3100/3992] lr: 1.000e-04, eta: 4 days, 12:40:19, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0367, loss_cls: 0.4350, acc: 88.1855, loss_bbox: 0.3893, loss_mask: 0.0000, loss: 0.9026 2022-05-10 18:50:29,047 - mmdet - INFO - Epoch [2][3150/3992] lr: 1.000e-04, eta: 4 days, 12:41:57, time: 0.517, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0386, loss_cls: 0.4126, acc: 88.7188, loss_bbox: 0.3500, loss_mask: 0.0000, loss: 0.8405 2022-05-10 18:50:54,233 - mmdet - INFO - Epoch [2][3200/3992] lr: 1.000e-04, eta: 4 days, 12:42:23, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0368, loss_cls: 0.4222, acc: 88.6133, loss_bbox: 0.3499, loss_mask: 0.0000, loss: 0.8451 2022-05-10 18:51:19,427 - mmdet - INFO - Epoch [2][3250/3992] lr: 1.000e-04, eta: 4 days, 12:42:49, time: 0.504, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0348, loss_cls: 0.4380, acc: 88.3164, loss_bbox: 0.3649, loss_mask: 0.0000, loss: 0.8788 2022-05-10 18:51:45,202 - mmdet - INFO - Epoch [2][3300/3992] lr: 1.000e-04, eta: 4 days, 12:44:17, time: 0.515, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0346, loss_cls: 0.4318, acc: 88.2715, loss_bbox: 0.3529, loss_mask: 0.0000, loss: 0.8563 2022-05-10 18:52:10,593 - mmdet - INFO - Epoch [2][3350/3992] lr: 1.000e-04, eta: 4 days, 12:45:02, time: 0.508, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0379, loss_cls: 0.4274, acc: 87.6074, loss_bbox: 0.3861, loss_mask: 0.0000, loss: 0.8877 2022-05-10 18:52:35,514 - mmdet - INFO - Epoch [2][3400/3992] lr: 1.000e-04, eta: 4 days, 12:44:56, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0389, loss_cls: 0.4300, acc: 88.5254, loss_bbox: 0.3699, loss_mask: 0.0000, loss: 0.8753 2022-05-10 18:53:00,680 - mmdet - INFO - Epoch [2][3450/3992] lr: 1.000e-04, eta: 4 days, 12:45:16, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0367, loss_cls: 0.4000, acc: 88.8887, loss_bbox: 0.3699, loss_mask: 0.0000, loss: 0.8412 2022-05-10 18:53:26,158 - mmdet - INFO - Epoch [2][3500/3992] lr: 1.000e-04, eta: 4 days, 12:46:08, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0609, loss_rpn_bbox: 0.0409, loss_cls: 0.4033, acc: 88.6855, loss_bbox: 0.3790, loss_mask: 0.0000, loss: 0.8840 2022-05-10 18:53:49,931 - mmdet - INFO - Epoch [2][3550/3992] lr: 1.000e-04, eta: 4 days, 12:44:00, time: 0.475, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0380, loss_cls: 0.4146, acc: 88.8945, loss_bbox: 0.3623, loss_mask: 0.0000, loss: 0.8613 2022-05-10 18:54:15,292 - mmdet - INFO - Epoch [2][3600/3992] lr: 1.000e-04, eta: 4 days, 12:44:39, time: 0.507, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0395, loss_cls: 0.4613, acc: 87.1113, loss_bbox: 0.4144, loss_mask: 0.0000, loss: 0.9602 2022-05-10 18:54:40,221 - mmdet - INFO - Epoch [2][3650/3992] lr: 1.000e-04, eta: 4 days, 12:44:33, time: 0.499, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0485, loss_rpn_bbox: 0.0395, loss_cls: 0.4210, acc: 88.7363, loss_bbox: 0.3530, loss_mask: 0.0000, loss: 0.8620 2022-05-10 18:55:05,363 - mmdet - INFO - Epoch [2][3700/3992] lr: 1.000e-04, eta: 4 days, 12:44:48, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0303, loss_cls: 0.3829, acc: 89.4199, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.7875 2022-05-10 18:55:29,588 - mmdet - INFO - Epoch [2][3750/3992] lr: 1.000e-04, eta: 4 days, 12:43:29, time: 0.484, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0320, loss_cls: 0.3610, acc: 89.7734, loss_bbox: 0.3289, loss_mask: 0.0000, loss: 0.7600 2022-05-10 18:55:54,286 - mmdet - INFO - Epoch [2][3800/3992] lr: 1.000e-04, eta: 4 days, 12:42:59, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0352, loss_cls: 0.4179, acc: 88.5586, loss_bbox: 0.3661, loss_mask: 0.0000, loss: 0.8626 2022-05-10 18:56:18,855 - mmdet - INFO - Epoch [2][3850/3992] lr: 1.000e-04, eta: 4 days, 12:42:16, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0367, loss_cls: 0.4131, acc: 88.5840, loss_bbox: 0.3653, loss_mask: 0.0000, loss: 0.8570 2022-05-10 18:56:42,649 - mmdet - INFO - Epoch [2][3900/3992] lr: 1.000e-04, eta: 4 days, 12:40:15, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0365, loss_cls: 0.4163, acc: 88.6172, loss_bbox: 0.3645, loss_mask: 0.0000, loss: 0.8590 2022-05-10 18:57:06,707 - mmdet - INFO - Epoch [2][3950/3992] lr: 1.000e-04, eta: 4 days, 12:38:42, time: 0.481, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0366, loss_cls: 0.3916, acc: 88.7305, loss_bbox: 0.3704, loss_mask: 0.0000, loss: 0.8351 2022-05-10 18:57:27,707 - mmdet - INFO - Saving checkpoint at 2 epochs 2022-05-10 19:04:34,732 - mmdet - INFO - Evaluating bbox... 2022-05-10 19:05:03,512 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.079 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.155 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.073 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.036 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.100 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.218 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.218 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.218 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.035 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.253 2022-05-10 19:05:03,517 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.176 | table | 0.224 | desk | 0.080 | | sofa_chair | 0.330 | pillow | 0.072 | box | 0.010 | | garbage_bin | 0.234 | cabinet | 0.021 | drawer | 0.028 | | shelf | 0.081 | kitchen_counter | 0.161 | kitchen_cabinet | 0.193 | | cpu | 0.045 | bench | 0.067 | file_cabinet | 0.006 | | whiteboard | 0.078 | lamp | 0.179 | endtable | 0.091 | | bookshelf | 0.116 | coffee_table | 0.104 | dresser | 0.059 | | paper | 0.000 | printer | 0.090 | monitor | 0.175 | | back_pack | 0.060 | night_stand | 0.207 | door | 0.011 | | picture | 0.015 | ottoman | 0.138 | stool | 0.220 | | outlet | 0.000 | towel | 0.012 | tray | 0.005 | | bag | 0.016 | stove | 0.038 | bathtub | 0.232 | | scanner | 0.019 | cubby | 0.025 | mirror | 0.004 | | bottle | 0.007 | rack | 0.009 | cup | 0.036 | | thermos | 0.000 | island | 0.044 | counter | 0.008 | | bowl | 0.045 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.036 | | cart | 0.090 | tv_stand | 0.028 | poster | 0.000 | | soap_dispenser | 0.047 | toy | nan | chair | 0.278 | | sofa | 0.236 | plant | 0.027 | bed | 0.488 | | dining_table | 0.012 | toilet | 0.443 | tv | 0.143 | | laptop | 0.065 | mouse | 0.058 | basket | 0.000 | | keyboard | 0.012 | telephone | 0.003 | microwave | 0.093 | | oven | 0.000 | paper_towel_dispenser | 0.095 | sink | 0.107 | | fridge | 0.056 | book | 0.006 | clock | 0.045 | | vase | 0.025 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.054 | others | 0.028 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:03,520 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.331 | table | 0.444 | desk | 0.172 | | sofa_chair | 0.514 | pillow | 0.209 | box | 0.026 | | garbage_bin | 0.462 | cabinet | 0.035 | drawer | 0.052 | | shelf | 0.175 | kitchen_counter | 0.297 | kitchen_cabinet | 0.334 | | cpu | 0.088 | bench | 0.143 | file_cabinet | 0.013 | | whiteboard | 0.131 | lamp | 0.379 | endtable | 0.180 | | bookshelf | 0.273 | coffee_table | 0.237 | dresser | 0.119 | | paper | 0.001 | printer | 0.163 | monitor | 0.408 | | back_pack | 0.124 | night_stand | 0.416 | door | 0.021 | | picture | 0.028 | ottoman | 0.213 | stool | 0.422 | | outlet | 0.000 | towel | 0.031 | tray | 0.012 | | bag | 0.027 | stove | 0.060 | bathtub | 0.416 | | scanner | 0.031 | cubby | 0.047 | mirror | 0.010 | | bottle | 0.023 | rack | 0.010 | cup | 0.120 | | thermos | 0.000 | island | 0.072 | counter | 0.013 | | bowl | 0.146 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.119 | | cart | 0.152 | tv_stand | 0.053 | poster | 0.000 | | soap_dispenser | 0.094 | toy | nan | chair | 0.628 | | sofa | 0.387 | plant | 0.094 | bed | 0.788 | | dining_table | 0.032 | toilet | 0.798 | tv | 0.246 | | laptop | 0.173 | mouse | 0.121 | basket | 0.000 | | keyboard | 0.041 | telephone | 0.006 | microwave | 0.177 | | oven | 0.000 | paper_towel_dispenser | 0.228 | sink | 0.328 | | fridge | 0.091 | book | 0.019 | clock | 0.081 | | vase | 0.047 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.070 | others | 0.076 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:03,524 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.125 | table | 0.194 | desk | 0.074 | | sofa_chair | 0.378 | pillow | 0.029 | box | 0.006 | | garbage_bin | 0.194 | cabinet | 0.020 | drawer | 0.029 | | shelf | 0.069 | kitchen_counter | 0.156 | kitchen_cabinet | 0.217 | | cpu | 0.048 | bench | 0.076 | file_cabinet | 0.002 | | whiteboard | 0.086 | lamp | 0.147 | endtable | 0.077 | | bookshelf | 0.104 | coffee_table | 0.059 | dresser | 0.055 | | paper | 0.000 | printer | 0.100 | monitor | 0.134 | | back_pack | 0.051 | night_stand | 0.148 | door | 0.011 | | picture | 0.017 | ottoman | 0.172 | stool | 0.169 | | outlet | 0.000 | towel | 0.008 | tray | 0.000 | | bag | 0.027 | stove | 0.031 | bathtub | 0.231 | | scanner | 0.031 | cubby | 0.030 | mirror | 0.002 | | bottle | 0.000 | rack | 0.010 | cup | 0.011 | | thermos | 0.000 | island | 0.060 | counter | 0.008 | | bowl | 0.037 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.113 | tv_stand | 0.030 | poster | 0.000 | | soap_dispenser | 0.059 | toy | nan | chair | 0.207 | | sofa | 0.252 | plant | 0.021 | bed | 0.561 | | dining_table | 0.005 | toilet | 0.469 | tv | 0.165 | | laptop | 0.007 | mouse | 0.076 | basket | 0.000 | | keyboard | 0.001 | telephone | 0.000 | microwave | 0.089 | | oven | 0.000 | paper_towel_dispenser | 0.012 | sink | 0.044 | | fridge | 0.064 | book | 0.003 | clock | 0.034 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.070 | others | 0.015 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:03,524 - mmdet - INFO - Evaluating segm... 2022-05-10 19:05:38,450 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 19:05:38,454 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:38,458 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:38,462 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:05:39,002 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 19:05:39,002 - mmdet - INFO - Epoch(val) [2][2619] bbox_mAP: 0.0790, bbox_mAP_50: 0.1550, bbox_mAP_75: 0.0730, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0360, bbox_mAP_l: 0.1000, bbox_mAP_copypaste: 0.079 0.155 0.073 0.006 0.036 0.100, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 19:06:04,972 - mmdet - INFO - Epoch [3][50/3992] lr: 1.000e-04, eta: 4 days, 12:05:52, time: 0.519, data_time: 0.062, memory: 8365, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0436, loss_cls: 0.4484, acc: 87.7734, loss_bbox: 0.3692, loss_mask: 0.0000, loss: 0.9079 2022-05-10 19:06:30,039 - mmdet - INFO - Epoch [3][100/3992] lr: 1.000e-04, eta: 4 days, 12:06:11, time: 0.501, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0352, loss_cls: 0.3797, acc: 89.2656, loss_bbox: 0.3497, loss_mask: 0.0000, loss: 0.8045 2022-05-10 19:06:53,555 - mmdet - INFO - Epoch [3][150/3992] lr: 1.000e-04, eta: 4 days, 12:03:59, time: 0.470, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0337, loss_cls: 0.3784, acc: 89.3145, loss_bbox: 0.3457, loss_mask: 0.0000, loss: 0.7932 2022-05-10 19:07:18,820 - mmdet - INFO - Epoch [3][200/3992] lr: 1.000e-04, eta: 4 days, 12:04:37, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0350, loss_cls: 0.4001, acc: 88.8926, loss_bbox: 0.3428, loss_mask: 0.0000, loss: 0.8204 2022-05-10 19:07:43,178 - mmdet - INFO - Epoch [3][250/3992] lr: 1.000e-04, eta: 4 days, 12:03:48, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0388, loss_cls: 0.3867, acc: 88.9512, loss_bbox: 0.3460, loss_mask: 0.0000, loss: 0.8134 2022-05-10 19:08:07,608 - mmdet - INFO - Epoch [3][300/3992] lr: 1.000e-04, eta: 4 days, 12:03:05, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0361, loss_cls: 0.3644, acc: 89.9512, loss_bbox: 0.3398, loss_mask: 0.0000, loss: 0.7819 2022-05-10 19:08:31,659 - mmdet - INFO - Epoch [3][350/3992] lr: 1.000e-04, eta: 4 days, 12:01:47, time: 0.481, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0394, loss_cls: 0.4307, acc: 88.2617, loss_bbox: 0.3777, loss_mask: 0.0000, loss: 0.8834 2022-05-10 19:08:56,980 - mmdet - INFO - Epoch [3][400/3992] lr: 1.000e-04, eta: 4 days, 12:02:29, time: 0.506, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0454, loss_cls: 0.4171, acc: 88.1875, loss_bbox: 0.3792, loss_mask: 0.0000, loss: 0.8864 2022-05-10 19:09:22,437 - mmdet - INFO - Epoch [3][450/3992] lr: 1.000e-04, eta: 4 days, 12:03:23, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0317, loss_cls: 0.4069, acc: 89.0762, loss_bbox: 0.3388, loss_mask: 0.0000, loss: 0.8152 2022-05-10 19:09:47,451 - mmdet - INFO - Epoch [3][500/3992] lr: 1.000e-04, eta: 4 days, 12:03:35, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0379, loss_cls: 0.4090, acc: 88.4980, loss_bbox: 0.3654, loss_mask: 0.0000, loss: 0.8496 2022-05-10 19:10:11,239 - mmdet - INFO - Epoch [3][550/3992] lr: 1.000e-04, eta: 4 days, 12:01:53, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0503, loss_rpn_bbox: 0.0402, loss_cls: 0.4283, acc: 88.1602, loss_bbox: 0.3593, loss_mask: 0.0000, loss: 0.8781 2022-05-10 19:10:35,608 - mmdet - INFO - Epoch [3][600/3992] lr: 1.000e-04, eta: 4 days, 12:01:05, time: 0.487, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0387, loss_cls: 0.4347, acc: 88.4434, loss_bbox: 0.3644, loss_mask: 0.0000, loss: 0.8833 2022-05-10 19:11:00,278 - mmdet - INFO - Epoch [3][650/3992] lr: 1.000e-04, eta: 4 days, 12:00:46, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0326, loss_cls: 0.3782, acc: 89.0938, loss_bbox: 0.3555, loss_mask: 0.0000, loss: 0.7988 2022-05-10 19:11:25,532 - mmdet - INFO - Epoch [3][700/3992] lr: 1.000e-04, eta: 4 days, 12:01:19, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0406, loss_cls: 0.3957, acc: 88.5645, loss_bbox: 0.3492, loss_mask: 0.0000, loss: 0.8221 2022-05-10 19:11:50,063 - mmdet - INFO - Epoch [3][750/3992] lr: 1.000e-04, eta: 4 days, 12:00:46, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0397, loss_cls: 0.4329, acc: 88.3301, loss_bbox: 0.3693, loss_mask: 0.0000, loss: 0.8899 2022-05-10 19:12:14,828 - mmdet - INFO - Epoch [3][800/3992] lr: 1.000e-04, eta: 4 days, 12:00:34, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0405, loss_cls: 0.4196, acc: 87.6797, loss_bbox: 0.3983, loss_mask: 0.0000, loss: 0.8980 2022-05-10 19:12:40,076 - mmdet - INFO - Epoch [3][850/3992] lr: 1.000e-04, eta: 4 days, 12:01:05, time: 0.505, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0314, loss_cls: 0.3815, acc: 89.5234, loss_bbox: 0.3287, loss_mask: 0.0000, loss: 0.7677 2022-05-10 19:13:05,438 - mmdet - INFO - Epoch [3][900/3992] lr: 1.000e-04, eta: 4 days, 12:01:46, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0328, loss_cls: 0.4094, acc: 88.4863, loss_bbox: 0.3621, loss_mask: 0.0000, loss: 0.8406 2022-05-10 19:13:31,511 - mmdet - INFO - Epoch [3][950/3992] lr: 1.000e-04, eta: 4 days, 12:03:29, time: 0.521, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0414, loss_cls: 0.4449, acc: 87.5859, loss_bbox: 0.4053, loss_mask: 0.0000, loss: 0.9383 2022-05-10 19:13:56,193 - mmdet - INFO - Epoch [3][1000/3992] lr: 1.000e-04, eta: 4 days, 12:03:08, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0354, loss_cls: 0.3577, acc: 90.1289, loss_bbox: 0.3272, loss_mask: 0.0000, loss: 0.7644 2022-05-10 19:14:19,616 - mmdet - INFO - Epoch [3][1050/3992] lr: 1.000e-04, eta: 4 days, 12:00:58, time: 0.468, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0502, loss_rpn_bbox: 0.0376, loss_cls: 0.4351, acc: 88.3867, loss_bbox: 0.3713, loss_mask: 0.0000, loss: 0.8942 2022-05-10 19:14:44,458 - mmdet - INFO - Epoch [3][1100/3992] lr: 1.000e-04, eta: 4 days, 12:00:51, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0340, loss_cls: 0.3889, acc: 89.3730, loss_bbox: 0.3325, loss_mask: 0.0000, loss: 0.7961 2022-05-10 19:15:08,767 - mmdet - INFO - Epoch [3][1150/3992] lr: 1.000e-04, eta: 4 days, 11:59:59, time: 0.486, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0369, loss_cls: 0.4345, acc: 88.5215, loss_bbox: 0.3701, loss_mask: 0.0000, loss: 0.8822 2022-05-10 19:15:34,079 - mmdet - INFO - Epoch [3][1200/3992] lr: 1.000e-04, eta: 4 days, 12:00:33, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0372, loss_cls: 0.4305, acc: 87.5215, loss_bbox: 0.3968, loss_mask: 0.0000, loss: 0.9020 2022-05-10 19:15:58,303 - mmdet - INFO - Epoch [3][1250/3992] lr: 1.000e-04, eta: 4 days, 11:59:33, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0347, loss_cls: 0.3727, acc: 89.4395, loss_bbox: 0.3346, loss_mask: 0.0000, loss: 0.7769 2022-05-10 19:16:23,540 - mmdet - INFO - Epoch [3][1300/3992] lr: 1.000e-04, eta: 4 days, 12:00:00, time: 0.505, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0345, loss_cls: 0.4364, acc: 88.1914, loss_bbox: 0.3559, loss_mask: 0.0000, loss: 0.8589 2022-05-10 19:16:49,143 - mmdet - INFO - Epoch [3][1350/3992] lr: 1.000e-04, eta: 4 days, 12:00:57, time: 0.512, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0294, loss_cls: 0.3574, acc: 90.6602, loss_bbox: 0.2773, loss_mask: 0.0000, loss: 0.7000 2022-05-10 19:17:14,618 - mmdet - INFO - Epoch [3][1400/3992] lr: 1.000e-04, eta: 4 days, 12:01:42, time: 0.509, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0305, loss_cls: 0.3555, acc: 90.0293, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.7497 2022-05-10 19:17:39,838 - mmdet - INFO - Epoch [3][1450/3992] lr: 1.000e-04, eta: 4 days, 12:02:06, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0375, loss_cls: 0.4152, acc: 88.1152, loss_bbox: 0.3898, loss_mask: 0.0000, loss: 0.8765 2022-05-10 19:18:05,088 - mmdet - INFO - Epoch [3][1500/3992] lr: 1.000e-04, eta: 4 days, 12:02:31, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0381, loss_cls: 0.3888, acc: 88.8340, loss_bbox: 0.3751, loss_mask: 0.0000, loss: 0.8390 2022-05-10 19:18:30,409 - mmdet - INFO - Epoch [3][1550/3992] lr: 1.000e-04, eta: 4 days, 12:03:02, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0326, loss_cls: 0.4188, acc: 88.5234, loss_bbox: 0.3715, loss_mask: 0.0000, loss: 0.8587 2022-05-10 19:18:55,426 - mmdet - INFO - Epoch [3][1600/3992] lr: 1.000e-04, eta: 4 days, 12:03:07, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0354, loss_cls: 0.3747, acc: 89.5195, loss_bbox: 0.3442, loss_mask: 0.0000, loss: 0.7914 2022-05-10 19:19:19,798 - mmdet - INFO - Epoch [3][1650/3992] lr: 1.000e-04, eta: 4 days, 12:02:19, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0370, loss_cls: 0.4161, acc: 88.4883, loss_bbox: 0.3685, loss_mask: 0.0000, loss: 0.8599 2022-05-10 19:19:44,064 - mmdet - INFO - Epoch [3][1700/3992] lr: 1.000e-04, eta: 4 days, 12:01:23, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0329, loss_cls: 0.3599, acc: 89.9473, loss_bbox: 0.3164, loss_mask: 0.0000, loss: 0.7485 2022-05-10 19:20:08,866 - mmdet - INFO - Epoch [3][1750/3992] lr: 1.000e-04, eta: 4 days, 12:01:10, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0397, loss_cls: 0.3860, acc: 89.2949, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.8230 2022-05-10 19:20:33,793 - mmdet - INFO - Epoch [3][1800/3992] lr: 1.000e-04, eta: 4 days, 12:01:08, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0352, loss_cls: 0.3806, acc: 89.6016, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.7821 2022-05-10 19:20:58,419 - mmdet - INFO - Epoch [3][1850/3992] lr: 1.000e-04, eta: 4 days, 12:00:41, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0351, loss_cls: 0.4548, acc: 88.0332, loss_bbox: 0.3521, loss_mask: 0.0000, loss: 0.8859 2022-05-10 19:21:23,940 - mmdet - INFO - Epoch [3][1900/3992] lr: 1.000e-04, eta: 4 days, 12:01:25, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0319, loss_cls: 0.4206, acc: 88.5703, loss_bbox: 0.3628, loss_mask: 0.0000, loss: 0.8476 2022-05-10 19:21:49,581 - mmdet - INFO - Epoch [3][1950/3992] lr: 1.000e-04, eta: 4 days, 12:02:18, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0330, loss_cls: 0.3977, acc: 88.8945, loss_bbox: 0.3542, loss_mask: 0.0000, loss: 0.8287 2022-05-10 19:22:14,584 - mmdet - INFO - Epoch [3][2000/3992] lr: 1.000e-04, eta: 4 days, 12:02:20, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0365, loss_cls: 0.4125, acc: 88.1582, loss_bbox: 0.3673, loss_mask: 0.0000, loss: 0.8552 2022-05-10 19:22:40,135 - mmdet - INFO - Epoch [3][2050/3992] lr: 1.000e-04, eta: 4 days, 12:03:05, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0315, loss_cls: 0.3775, acc: 89.2676, loss_bbox: 0.3593, loss_mask: 0.0000, loss: 0.8044 2022-05-10 19:23:05,510 - mmdet - INFO - Epoch [3][2100/3992] lr: 1.000e-04, eta: 4 days, 12:03:35, time: 0.507, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0448, loss_rpn_bbox: 0.0414, loss_cls: 0.4312, acc: 88.0039, loss_bbox: 0.3867, loss_mask: 0.0000, loss: 0.9040 2022-05-10 19:23:30,242 - mmdet - INFO - Epoch [3][2150/3992] lr: 1.000e-04, eta: 4 days, 12:03:15, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0355, loss_cls: 0.3914, acc: 88.9062, loss_bbox: 0.3506, loss_mask: 0.0000, loss: 0.8109 2022-05-10 19:23:55,124 - mmdet - INFO - Epoch [3][2200/3992] lr: 1.000e-04, eta: 4 days, 12:03:07, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0389, loss_cls: 0.4203, acc: 88.3438, loss_bbox: 0.3765, loss_mask: 0.0000, loss: 0.8811 2022-05-10 19:24:20,107 - mmdet - INFO - Epoch [3][2250/3992] lr: 1.000e-04, eta: 4 days, 12:03:06, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0353, loss_cls: 0.4096, acc: 88.4277, loss_bbox: 0.3653, loss_mask: 0.0000, loss: 0.8474 2022-05-10 19:24:44,810 - mmdet - INFO - Epoch [3][2300/3992] lr: 1.000e-04, eta: 4 days, 12:02:43, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0347, loss_cls: 0.3985, acc: 89.3887, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.8122 2022-05-10 19:25:09,768 - mmdet - INFO - Epoch [3][2350/3992] lr: 1.000e-04, eta: 4 days, 12:02:40, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0367, loss_cls: 0.3990, acc: 88.6094, loss_bbox: 0.3546, loss_mask: 0.0000, loss: 0.8255 2022-05-10 19:25:34,487 - mmdet - INFO - Epoch [3][2400/3992] lr: 1.000e-04, eta: 4 days, 12:02:18, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0384, loss_cls: 0.4342, acc: 87.6016, loss_bbox: 0.3999, loss_mask: 0.0000, loss: 0.9182 2022-05-10 19:25:59,595 - mmdet - INFO - Epoch [3][2450/3992] lr: 1.000e-04, eta: 4 days, 12:02:26, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0309, loss_cls: 0.4201, acc: 88.4102, loss_bbox: 0.3680, loss_mask: 0.0000, loss: 0.8562 2022-05-10 19:26:24,759 - mmdet - INFO - Epoch [3][2500/3992] lr: 1.000e-04, eta: 4 days, 12:02:38, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0388, loss_cls: 0.4145, acc: 88.0371, loss_bbox: 0.3939, loss_mask: 0.0000, loss: 0.8908 2022-05-10 19:26:50,044 - mmdet - INFO - Epoch [3][2550/3992] lr: 1.000e-04, eta: 4 days, 12:02:58, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0382, loss_cls: 0.3946, acc: 88.3867, loss_bbox: 0.3683, loss_mask: 0.0000, loss: 0.8384 2022-05-10 19:27:14,847 - mmdet - INFO - Epoch [3][2600/3992] lr: 1.000e-04, eta: 4 days, 12:02:42, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0309, loss_cls: 0.3789, acc: 89.3828, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.7606 2022-05-10 19:27:39,515 - mmdet - INFO - Epoch [3][2650/3992] lr: 1.000e-04, eta: 4 days, 12:02:16, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0360, loss_cls: 0.4112, acc: 88.4648, loss_bbox: 0.3745, loss_mask: 0.0000, loss: 0.8621 2022-05-10 19:28:04,505 - mmdet - INFO - Epoch [3][2700/3992] lr: 1.000e-04, eta: 4 days, 12:02:14, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0339, loss_cls: 0.3575, acc: 90.0781, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.7506 2022-05-10 19:28:29,412 - mmdet - INFO - Epoch [3][2750/3992] lr: 1.000e-04, eta: 4 days, 12:02:05, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0362, loss_cls: 0.3802, acc: 89.1133, loss_bbox: 0.3334, loss_mask: 0.0000, loss: 0.7929 2022-05-10 19:28:53,677 - mmdet - INFO - Epoch [3][2800/3992] lr: 1.000e-04, eta: 4 days, 12:01:09, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0317, loss_cls: 0.4132, acc: 88.4219, loss_bbox: 0.3721, loss_mask: 0.0000, loss: 0.8512 2022-05-10 19:29:18,773 - mmdet - INFO - Epoch [3][2850/3992] lr: 1.000e-04, eta: 4 days, 12:01:14, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0351, loss_cls: 0.4185, acc: 88.2715, loss_bbox: 0.3608, loss_mask: 0.0000, loss: 0.8505 2022-05-10 19:29:42,559 - mmdet - INFO - Epoch [3][2900/3992] lr: 1.000e-04, eta: 4 days, 11:59:44, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0316, loss_cls: 0.3932, acc: 89.7090, loss_bbox: 0.3370, loss_mask: 0.0000, loss: 0.8030 2022-05-10 19:30:07,443 - mmdet - INFO - Epoch [3][2950/3992] lr: 1.000e-04, eta: 4 days, 11:59:34, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0371, loss_cls: 0.4400, acc: 87.6211, loss_bbox: 0.3913, loss_mask: 0.0000, loss: 0.9099 2022-05-10 19:30:32,495 - mmdet - INFO - Epoch [3][3000/3992] lr: 1.000e-04, eta: 4 days, 11:59:36, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0365, loss_cls: 0.4011, acc: 88.8398, loss_bbox: 0.3571, loss_mask: 0.0000, loss: 0.8380 2022-05-10 19:30:57,162 - mmdet - INFO - Epoch [3][3050/3992] lr: 1.000e-04, eta: 4 days, 11:59:10, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0395, loss_cls: 0.4166, acc: 88.0527, loss_bbox: 0.3712, loss_mask: 0.0000, loss: 0.8689 2022-05-10 19:31:21,895 - mmdet - INFO - Epoch [3][3100/3992] lr: 1.000e-04, eta: 4 days, 11:58:48, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0300, loss_cls: 0.3816, acc: 89.6191, loss_bbox: 0.3366, loss_mask: 0.0000, loss: 0.7764 2022-05-10 19:31:47,686 - mmdet - INFO - Epoch [3][3150/3992] lr: 1.000e-04, eta: 4 days, 11:59:41, time: 0.516, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0402, loss_cls: 0.4381, acc: 88.1289, loss_bbox: 0.3872, loss_mask: 0.0000, loss: 0.9083 2022-05-10 19:32:11,866 - mmdet - INFO - Epoch [3][3200/3992] lr: 1.000e-04, eta: 4 days, 11:58:41, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0332, loss_cls: 0.3962, acc: 89.8555, loss_bbox: 0.3134, loss_mask: 0.0000, loss: 0.7895 2022-05-10 19:32:36,132 - mmdet - INFO - Epoch [3][3250/3992] lr: 1.000e-04, eta: 4 days, 11:57:46, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0406, loss_cls: 0.4375, acc: 88.2617, loss_bbox: 0.3580, loss_mask: 0.0000, loss: 0.8773 2022-05-10 19:33:01,487 - mmdet - INFO - Epoch [3][3300/3992] lr: 1.000e-04, eta: 4 days, 11:58:08, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0431, loss_rpn_bbox: 0.0314, loss_cls: 0.3879, acc: 89.1797, loss_bbox: 0.3339, loss_mask: 0.0000, loss: 0.7964 2022-05-10 19:33:26,695 - mmdet - INFO - Epoch [3][3350/3992] lr: 1.000e-04, eta: 4 days, 11:58:19, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0353, loss_cls: 0.3905, acc: 88.9375, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.8093 2022-05-10 19:33:51,657 - mmdet - INFO - Epoch [3][3400/3992] lr: 1.000e-04, eta: 4 days, 11:58:13, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0372, loss_cls: 0.3943, acc: 88.9863, loss_bbox: 0.3546, loss_mask: 0.0000, loss: 0.8225 2022-05-10 19:34:16,292 - mmdet - INFO - Epoch [3][3450/3992] lr: 1.000e-04, eta: 4 days, 11:57:44, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0318, loss_cls: 0.4309, acc: 88.1484, loss_bbox: 0.3537, loss_mask: 0.0000, loss: 0.8517 2022-05-10 19:34:41,252 - mmdet - INFO - Epoch [3][3500/3992] lr: 1.000e-04, eta: 4 days, 11:57:38, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0366, loss_cls: 0.3883, acc: 88.7617, loss_bbox: 0.3675, loss_mask: 0.0000, loss: 0.8282 2022-05-10 19:35:06,124 - mmdet - INFO - Epoch [3][3550/3992] lr: 1.000e-04, eta: 4 days, 11:57:25, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0367, loss_cls: 0.4458, acc: 88.0098, loss_bbox: 0.3719, loss_mask: 0.0000, loss: 0.8905 2022-05-10 19:35:30,809 - mmdet - INFO - Epoch [3][3600/3992] lr: 1.000e-04, eta: 4 days, 11:57:00, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0321, loss_cls: 0.4267, acc: 88.2109, loss_bbox: 0.3731, loss_mask: 0.0000, loss: 0.8682 2022-05-10 19:35:56,902 - mmdet - INFO - Epoch [3][3650/3992] lr: 1.000e-04, eta: 4 days, 11:58:10, time: 0.522, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0503, loss_rpn_bbox: 0.0389, loss_cls: 0.4371, acc: 88.2031, loss_bbox: 0.3654, loss_mask: 0.0000, loss: 0.8917 2022-05-10 19:36:22,423 - mmdet - INFO - Epoch [3][3700/3992] lr: 1.000e-04, eta: 4 days, 11:58:40, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0391, loss_cls: 0.4009, acc: 88.8633, loss_bbox: 0.3686, loss_mask: 0.0000, loss: 0.8494 2022-05-10 19:36:48,647 - mmdet - INFO - Epoch [3][3750/3992] lr: 1.000e-04, eta: 4 days, 11:59:57, time: 0.524, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0397, loss_cls: 0.4304, acc: 87.8730, loss_bbox: 0.3911, loss_mask: 0.0000, loss: 0.9029 2022-05-10 19:37:13,046 - mmdet - INFO - Epoch [3][3800/3992] lr: 1.000e-04, eta: 4 days, 11:59:12, time: 0.488, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0320, loss_cls: 0.4020, acc: 88.6230, loss_bbox: 0.3589, loss_mask: 0.0000, loss: 0.8222 2022-05-10 19:37:36,314 - mmdet - INFO - Epoch [3][3850/3992] lr: 1.000e-04, eta: 4 days, 11:57:11, time: 0.465, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0394, loss_cls: 0.4221, acc: 88.1094, loss_bbox: 0.3808, loss_mask: 0.0000, loss: 0.8889 2022-05-10 19:38:01,056 - mmdet - INFO - Epoch [3][3900/3992] lr: 1.000e-04, eta: 4 days, 11:56:49, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0413, loss_cls: 0.3706, acc: 89.2012, loss_bbox: 0.3681, loss_mask: 0.0000, loss: 0.8191 2022-05-10 19:38:26,442 - mmdet - INFO - Epoch [3][3950/3992] lr: 1.000e-04, eta: 4 days, 11:57:09, time: 0.508, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0436, loss_cls: 0.4057, acc: 88.0840, loss_bbox: 0.3746, loss_mask: 0.0000, loss: 0.8743 2022-05-10 19:38:47,374 - mmdet - INFO - Saving checkpoint at 3 epochs 2022-05-10 19:46:00,195 - mmdet - INFO - Evaluating bbox... 2022-05-10 19:46:28,648 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.085 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.167 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.078 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.034 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.017 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.130 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.292 2022-05-10 19:46:28,653 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.124 | table | 0.248 | desk | 0.069 | | sofa_chair | 0.390 | pillow | 0.055 | box | 0.010 | | garbage_bin | 0.286 | cabinet | 0.025 | drawer | 0.039 | | shelf | 0.050 | kitchen_counter | 0.122 | kitchen_cabinet | 0.146 | | cpu | 0.019 | bench | 0.085 | file_cabinet | 0.005 | | whiteboard | 0.072 | lamp | 0.184 | endtable | 0.096 | | bookshelf | 0.118 | coffee_table | 0.121 | dresser | 0.109 | | paper | 0.004 | printer | 0.083 | monitor | 0.190 | | back_pack | 0.018 | night_stand | 0.201 | door | 0.007 | | picture | 0.019 | ottoman | 0.168 | stool | 0.222 | | outlet | 0.000 | towel | 0.014 | tray | 0.015 | | bag | 0.006 | stove | 0.018 | bathtub | 0.279 | | scanner | 0.043 | cubby | 0.006 | mirror | 0.018 | | bottle | 0.017 | rack | 0.003 | cup | 0.044 | | thermos | 0.012 | island | 0.059 | counter | 0.019 | | bowl | 0.025 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.061 | | cart | 0.144 | tv_stand | 0.067 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.281 | | sofa | 0.284 | plant | 0.031 | bed | 0.484 | | dining_table | 0.008 | toilet | 0.431 | tv | 0.218 | | laptop | 0.086 | mouse | 0.026 | basket | 0.000 | | keyboard | 0.037 | telephone | 0.003 | microwave | 0.131 | | oven | 0.011 | paper_towel_dispenser | 0.087 | sink | 0.096 | | fridge | 0.066 | book | 0.013 | clock | 0.051 | | vase | 0.028 | fire_extinguisher | 0.097 | blinds | 0.000 | | podium | 0.091 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:46:28,657 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.317 | table | 0.471 | desk | 0.153 | | sofa_chair | 0.568 | pillow | 0.159 | box | 0.024 | | garbage_bin | 0.541 | cabinet | 0.046 | drawer | 0.065 | | shelf | 0.119 | kitchen_counter | 0.238 | kitchen_cabinet | 0.252 | | cpu | 0.054 | bench | 0.200 | file_cabinet | 0.008 | | whiteboard | 0.130 | lamp | 0.414 | endtable | 0.168 | | bookshelf | 0.251 | coffee_table | 0.249 | dresser | 0.206 | | paper | 0.012 | printer | 0.178 | monitor | 0.425 | | back_pack | 0.034 | night_stand | 0.474 | door | 0.016 | | picture | 0.041 | ottoman | 0.236 | stool | 0.466 | | outlet | 0.000 | towel | 0.028 | tray | 0.024 | | bag | 0.011 | stove | 0.055 | bathtub | 0.524 | | scanner | 0.062 | cubby | 0.023 | mirror | 0.040 | | bottle | 0.042 | rack | 0.007 | cup | 0.149 | | thermos | 0.031 | island | 0.089 | counter | 0.033 | | bowl | 0.072 | plate | 0.006 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.103 | | cart | 0.225 | tv_stand | 0.129 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.626 | | sofa | 0.455 | plant | 0.076 | bed | 0.815 | | dining_table | 0.021 | toilet | 0.826 | tv | 0.384 | | laptop | 0.185 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.107 | telephone | 0.009 | microwave | 0.250 | | oven | 0.014 | paper_towel_dispenser | 0.198 | sink | 0.279 | | fridge | 0.127 | book | 0.029 | clock | 0.088 | | vase | 0.053 | fire_extinguisher | 0.162 | blinds | 0.000 | | podium | 0.142 | others | 0.087 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:46:28,660 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.037 | table | 0.228 | desk | 0.053 | | sofa_chair | 0.464 | pillow | 0.019 | box | 0.007 | | garbage_bin | 0.269 | cabinet | 0.028 | drawer | 0.046 | | shelf | 0.035 | kitchen_counter | 0.098 | kitchen_cabinet | 0.157 | | cpu | 0.008 | bench | 0.041 | file_cabinet | 0.006 | | whiteboard | 0.076 | lamp | 0.141 | endtable | 0.080 | | bookshelf | 0.108 | coffee_table | 0.076 | dresser | 0.115 | | paper | 0.002 | printer | 0.041 | monitor | 0.138 | | back_pack | 0.016 | night_stand | 0.095 | door | 0.009 | | picture | 0.014 | ottoman | 0.209 | stool | 0.160 | | outlet | 0.000 | towel | 0.016 | tray | 0.013 | | bag | 0.003 | stove | 0.005 | bathtub | 0.317 | | scanner | 0.056 | cubby | 0.003 | mirror | 0.020 | | bottle | 0.004 | rack | 0.001 | cup | 0.022 | | thermos | 0.004 | island | 0.079 | counter | 0.021 | | bowl | 0.002 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.061 | | cart | 0.170 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.214 | | sofa | 0.303 | plant | 0.017 | bed | 0.511 | | dining_table | 0.003 | toilet | 0.420 | tv | 0.243 | | laptop | 0.056 | mouse | 0.011 | basket | 0.000 | | keyboard | 0.011 | telephone | 0.000 | microwave | 0.092 | | oven | 0.014 | paper_towel_dispenser | 0.091 | sink | 0.047 | | fridge | 0.035 | book | 0.012 | clock | 0.067 | | vase | 0.020 | fire_extinguisher | 0.161 | blinds | 0.000 | | podium | 0.142 | others | 0.025 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:46:28,660 - mmdet - INFO - Evaluating segm... 2022-05-10 19:47:03,683 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 19:47:03,688 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:47:03,691 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:47:03,695 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 19:47:04,261 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 19:47:04,261 - mmdet - INFO - Epoch(val) [3][2619] bbox_mAP: 0.0850, bbox_mAP_50: 0.1670, bbox_mAP_75: 0.0780, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0340, bbox_mAP_l: 0.1030, bbox_mAP_copypaste: 0.085 0.167 0.078 0.003 0.034 0.103, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 19:47:29,635 - mmdet - INFO - Epoch [4][50/3992] lr: 1.000e-04, eta: 4 days, 11:34:30, time: 0.507, data_time: 0.058, memory: 8365, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0365, loss_cls: 0.3959, acc: 88.8711, loss_bbox: 0.3600, loss_mask: 0.0000, loss: 0.8375 2022-05-10 19:47:53,326 - mmdet - INFO - Epoch [4][100/3992] lr: 1.000e-04, eta: 4 days, 11:33:04, time: 0.474, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0379, loss_cls: 0.3965, acc: 88.7500, loss_bbox: 0.3642, loss_mask: 0.0000, loss: 0.8363 2022-05-10 19:48:17,803 - mmdet - INFO - Epoch [4][150/3992] lr: 1.000e-04, eta: 4 days, 11:32:30, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0337, loss_cls: 0.4192, acc: 88.0176, loss_bbox: 0.3712, loss_mask: 0.0000, loss: 0.8590 2022-05-10 19:48:42,611 - mmdet - INFO - Epoch [4][200/3992] lr: 1.000e-04, eta: 4 days, 11:32:18, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0359, loss_cls: 0.3656, acc: 89.6230, loss_bbox: 0.3449, loss_mask: 0.0000, loss: 0.7795 2022-05-10 19:49:07,830 - mmdet - INFO - Epoch [4][250/3992] lr: 1.000e-04, eta: 4 days, 11:32:32, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0383, loss_cls: 0.3575, acc: 88.8730, loss_bbox: 0.3806, loss_mask: 0.0000, loss: 0.8051 2022-05-10 19:49:32,448 - mmdet - INFO - Epoch [4][300/3992] lr: 1.000e-04, eta: 4 days, 11:32:07, time: 0.492, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0374, loss_cls: 0.4182, acc: 88.2344, loss_bbox: 0.3749, loss_mask: 0.0000, loss: 0.8771 2022-05-10 19:49:58,058 - mmdet - INFO - Epoch [4][350/3992] lr: 1.000e-04, eta: 4 days, 11:32:45, time: 0.512, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0402, loss_cls: 0.4306, acc: 87.9531, loss_bbox: 0.3944, loss_mask: 0.0000, loss: 0.9049 2022-05-10 19:50:22,075 - mmdet - INFO - Epoch [4][400/3992] lr: 1.000e-04, eta: 4 days, 11:31:42, time: 0.480, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0311, loss_cls: 0.3643, acc: 89.5566, loss_bbox: 0.3355, loss_mask: 0.0000, loss: 0.7677 2022-05-10 19:50:47,356 - mmdet - INFO - Epoch [4][450/3992] lr: 1.000e-04, eta: 4 days, 11:31:58, time: 0.506, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0364, loss_cls: 0.4124, acc: 88.0703, loss_bbox: 0.3676, loss_mask: 0.0000, loss: 0.8541 2022-05-10 19:51:11,544 - mmdet - INFO - Epoch [4][500/3992] lr: 1.000e-04, eta: 4 days, 11:31:06, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0328, loss_cls: 0.3735, acc: 89.0762, loss_bbox: 0.3570, loss_mask: 0.0000, loss: 0.7956 2022-05-10 19:51:36,500 - mmdet - INFO - Epoch [4][550/3992] lr: 1.000e-04, eta: 4 days, 11:31:02, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0368, loss_cls: 0.3983, acc: 88.4082, loss_bbox: 0.3825, loss_mask: 0.0000, loss: 0.8576 2022-05-10 19:52:00,597 - mmdet - INFO - Epoch [4][600/3992] lr: 1.000e-04, eta: 4 days, 11:30:05, time: 0.482, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0381, loss_cls: 0.4191, acc: 88.4453, loss_bbox: 0.3519, loss_mask: 0.0000, loss: 0.8527 2022-05-10 19:52:24,752 - mmdet - INFO - Epoch [4][650/3992] lr: 1.000e-04, eta: 4 days, 11:29:11, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0330, loss_cls: 0.3856, acc: 89.1504, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.8071 2022-05-10 19:52:49,270 - mmdet - INFO - Epoch [4][700/3992] lr: 1.000e-04, eta: 4 days, 11:28:40, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0385, loss_cls: 0.3664, acc: 89.7676, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.7895 2022-05-10 19:53:15,315 - mmdet - INFO - Epoch [4][750/3992] lr: 1.000e-04, eta: 4 days, 11:29:43, time: 0.521, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0394, loss_cls: 0.4167, acc: 88.2754, loss_bbox: 0.3807, loss_mask: 0.0000, loss: 0.8809 2022-05-10 19:53:39,696 - mmdet - INFO - Epoch [4][800/3992] lr: 1.000e-04, eta: 4 days, 11:29:03, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0312, loss_cls: 0.3715, acc: 88.9609, loss_bbox: 0.3566, loss_mask: 0.0000, loss: 0.7944 2022-05-10 19:54:04,519 - mmdet - INFO - Epoch [4][850/3992] lr: 1.000e-04, eta: 4 days, 11:28:50, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0323, loss_cls: 0.3714, acc: 89.1191, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7786 2022-05-10 19:54:29,380 - mmdet - INFO - Epoch [4][900/3992] lr: 1.000e-04, eta: 4 days, 11:28:40, time: 0.497, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0374, loss_cls: 0.3774, acc: 89.2480, loss_bbox: 0.3362, loss_mask: 0.0000, loss: 0.7924 2022-05-10 19:54:53,587 - mmdet - INFO - Epoch [4][950/3992] lr: 1.000e-04, eta: 4 days, 11:27:50, time: 0.484, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0338, loss_cls: 0.3662, acc: 89.2227, loss_bbox: 0.3485, loss_mask: 0.0000, loss: 0.7936 2022-05-10 19:55:18,022 - mmdet - INFO - Epoch [4][1000/3992] lr: 1.000e-04, eta: 4 days, 11:27:14, time: 0.489, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0404, loss_cls: 0.4070, acc: 87.9414, loss_bbox: 0.4056, loss_mask: 0.0000, loss: 0.8962 2022-05-10 19:55:43,805 - mmdet - INFO - Epoch [4][1050/3992] lr: 1.000e-04, eta: 4 days, 11:27:59, time: 0.516, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0344, loss_cls: 0.3625, acc: 89.4746, loss_bbox: 0.3574, loss_mask: 0.0000, loss: 0.7912 2022-05-10 19:56:09,374 - mmdet - INFO - Epoch [4][1100/3992] lr: 1.000e-04, eta: 4 days, 11:28:30, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0320, loss_cls: 0.3655, acc: 89.2910, loss_bbox: 0.3552, loss_mask: 0.0000, loss: 0.7910 2022-05-10 19:56:34,766 - mmdet - INFO - Epoch [4][1150/3992] lr: 1.000e-04, eta: 4 days, 11:28:51, time: 0.508, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0359, loss_cls: 0.3557, acc: 89.6562, loss_bbox: 0.3318, loss_mask: 0.0000, loss: 0.7569 2022-05-10 19:57:00,420 - mmdet - INFO - Epoch [4][1200/3992] lr: 1.000e-04, eta: 4 days, 11:29:27, time: 0.513, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0331, loss_cls: 0.3783, acc: 89.6621, loss_bbox: 0.3409, loss_mask: 0.0000, loss: 0.7887 2022-05-10 19:57:24,857 - mmdet - INFO - Epoch [4][1250/3992] lr: 1.000e-04, eta: 4 days, 11:28:50, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0328, loss_cls: 0.3847, acc: 89.3262, loss_bbox: 0.3436, loss_mask: 0.0000, loss: 0.7929 2022-05-10 19:57:50,165 - mmdet - INFO - Epoch [4][1300/3992] lr: 1.000e-04, eta: 4 days, 11:29:05, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0344, loss_cls: 0.4070, acc: 88.2500, loss_bbox: 0.3472, loss_mask: 0.0000, loss: 0.8242 2022-05-10 19:58:15,777 - mmdet - INFO - Epoch [4][1350/3992] lr: 1.000e-04, eta: 4 days, 11:29:38, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0337, loss_cls: 0.3597, acc: 89.2344, loss_bbox: 0.3599, loss_mask: 0.0000, loss: 0.7840 2022-05-10 19:58:40,756 - mmdet - INFO - Epoch [4][1400/3992] lr: 1.000e-04, eta: 4 days, 11:29:33, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0354, loss_cls: 0.3702, acc: 88.8008, loss_bbox: 0.3565, loss_mask: 0.0000, loss: 0.7897 2022-05-10 19:59:05,844 - mmdet - INFO - Epoch [4][1450/3992] lr: 1.000e-04, eta: 4 days, 11:29:34, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0316, loss_cls: 0.3743, acc: 89.1465, loss_bbox: 0.3660, loss_mask: 0.0000, loss: 0.8003 2022-05-10 19:59:30,520 - mmdet - INFO - Epoch [4][1500/3992] lr: 1.000e-04, eta: 4 days, 11:29:11, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0360, loss_cls: 0.3871, acc: 88.7617, loss_bbox: 0.3770, loss_mask: 0.0000, loss: 0.8314 2022-05-10 19:59:55,682 - mmdet - INFO - Epoch [4][1550/3992] lr: 1.000e-04, eta: 4 days, 11:29:16, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0363, loss_cls: 0.3676, acc: 89.7910, loss_bbox: 0.3246, loss_mask: 0.0000, loss: 0.7714 2022-05-10 20:00:20,785 - mmdet - INFO - Epoch [4][1600/3992] lr: 1.000e-04, eta: 4 days, 11:29:17, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0362, loss_cls: 0.3756, acc: 89.1680, loss_bbox: 0.3604, loss_mask: 0.0000, loss: 0.8067 2022-05-10 20:00:44,993 - mmdet - INFO - Epoch [4][1650/3992] lr: 1.000e-04, eta: 4 days, 11:28:27, time: 0.484, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0410, loss_cls: 0.3984, acc: 89.1289, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.8301 2022-05-10 20:01:10,011 - mmdet - INFO - Epoch [4][1700/3992] lr: 1.000e-04, eta: 4 days, 11:28:23, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0539, loss_rpn_bbox: 0.0382, loss_cls: 0.3866, acc: 89.4707, loss_bbox: 0.3327, loss_mask: 0.0000, loss: 0.8113 2022-05-10 20:01:34,732 - mmdet - INFO - Epoch [4][1750/3992] lr: 1.000e-04, eta: 4 days, 11:28:03, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0359, loss_cls: 0.3873, acc: 88.9102, loss_bbox: 0.3443, loss_mask: 0.0000, loss: 0.8107 2022-05-10 20:01:59,083 - mmdet - INFO - Epoch [4][1800/3992] lr: 1.000e-04, eta: 4 days, 11:27:21, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0430, loss_cls: 0.3666, acc: 88.7617, loss_bbox: 0.3715, loss_mask: 0.0000, loss: 0.8272 2022-05-10 20:02:23,600 - mmdet - INFO - Epoch [4][1850/3992] lr: 1.000e-04, eta: 4 days, 11:26:48, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0361, loss_cls: 0.3613, acc: 89.4531, loss_bbox: 0.3578, loss_mask: 0.0000, loss: 0.8023 2022-05-10 20:02:47,984 - mmdet - INFO - Epoch [4][1900/3992] lr: 1.000e-04, eta: 4 days, 11:26:09, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0338, loss_cls: 0.3677, acc: 89.6230, loss_bbox: 0.3426, loss_mask: 0.0000, loss: 0.7825 2022-05-10 20:03:12,729 - mmdet - INFO - Epoch [4][1950/3992] lr: 1.000e-04, eta: 4 days, 11:25:49, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0366, loss_cls: 0.3242, acc: 90.9590, loss_bbox: 0.2991, loss_mask: 0.0000, loss: 0.6956 2022-05-10 20:03:37,713 - mmdet - INFO - Epoch [4][2000/3992] lr: 1.000e-04, eta: 4 days, 11:25:43, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0382, loss_cls: 0.4029, acc: 88.7051, loss_bbox: 0.3492, loss_mask: 0.0000, loss: 0.8341 2022-05-10 20:04:03,154 - mmdet - INFO - Epoch [4][2050/3992] lr: 1.000e-04, eta: 4 days, 11:26:03, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0368, loss_cls: 0.3850, acc: 88.8926, loss_bbox: 0.3603, loss_mask: 0.0000, loss: 0.8191 2022-05-10 20:04:28,084 - mmdet - INFO - Epoch [4][2100/3992] lr: 1.000e-04, eta: 4 days, 11:25:54, time: 0.499, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0399, loss_cls: 0.3857, acc: 88.9902, loss_bbox: 0.3572, loss_mask: 0.0000, loss: 0.8288 2022-05-10 20:04:53,200 - mmdet - INFO - Epoch [4][2150/3992] lr: 1.000e-04, eta: 4 days, 11:25:54, time: 0.502, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0343, loss_cls: 0.4137, acc: 88.5664, loss_bbox: 0.3651, loss_mask: 0.0000, loss: 0.8483 2022-05-10 20:05:18,796 - mmdet - INFO - Epoch [4][2200/3992] lr: 1.000e-04, eta: 4 days, 11:26:22, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0343, loss_cls: 0.3798, acc: 89.2129, loss_bbox: 0.3223, loss_mask: 0.0000, loss: 0.7700 2022-05-10 20:05:43,291 - mmdet - INFO - Epoch [4][2250/3992] lr: 1.000e-04, eta: 4 days, 11:25:48, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0327, loss_cls: 0.3879, acc: 88.3242, loss_bbox: 0.3862, loss_mask: 0.0000, loss: 0.8419 2022-05-10 20:06:07,919 - mmdet - INFO - Epoch [4][2300/3992] lr: 1.000e-04, eta: 4 days, 11:25:22, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0384, loss_cls: 0.3775, acc: 89.1387, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.7998 2022-05-10 20:06:32,079 - mmdet - INFO - Epoch [4][2350/3992] lr: 1.000e-04, eta: 4 days, 11:24:30, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0307, loss_cls: 0.4034, acc: 89.3008, loss_bbox: 0.3481, loss_mask: 0.0000, loss: 0.8243 2022-05-10 20:06:56,716 - mmdet - INFO - Epoch [4][2400/3992] lr: 1.000e-04, eta: 4 days, 11:24:04, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0337, loss_cls: 0.3870, acc: 89.0703, loss_bbox: 0.3454, loss_mask: 0.0000, loss: 0.8018 2022-05-10 20:07:21,151 - mmdet - INFO - Epoch [4][2450/3992] lr: 1.000e-04, eta: 4 days, 11:23:27, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0325, loss_cls: 0.3874, acc: 89.3711, loss_bbox: 0.3385, loss_mask: 0.0000, loss: 0.7922 2022-05-10 20:07:44,768 - mmdet - INFO - Epoch [4][2500/3992] lr: 1.000e-04, eta: 4 days, 11:22:06, time: 0.472, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0407, loss_cls: 0.3758, acc: 89.8672, loss_bbox: 0.3378, loss_mask: 0.0000, loss: 0.7937 2022-05-10 20:08:09,804 - mmdet - INFO - Epoch [4][2550/3992] lr: 1.000e-04, eta: 4 days, 11:22:02, time: 0.501, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0406, loss_cls: 0.4286, acc: 88.5938, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.8622 2022-05-10 20:08:35,138 - mmdet - INFO - Epoch [4][2600/3992] lr: 1.000e-04, eta: 4 days, 11:22:14, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0388, loss_cls: 0.4104, acc: 88.5371, loss_bbox: 0.3744, loss_mask: 0.0000, loss: 0.8614 2022-05-10 20:08:59,797 - mmdet - INFO - Epoch [4][2650/3992] lr: 1.000e-04, eta: 4 days, 11:21:49, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0354, loss_cls: 0.3930, acc: 88.6992, loss_bbox: 0.3665, loss_mask: 0.0000, loss: 0.8311 2022-05-10 20:09:24,348 - mmdet - INFO - Epoch [4][2700/3992] lr: 1.000e-04, eta: 4 days, 11:21:19, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0331, loss_cls: 0.3451, acc: 89.1738, loss_bbox: 0.3519, loss_mask: 0.0000, loss: 0.7550 2022-05-10 20:09:49,558 - mmdet - INFO - Epoch [4][2750/3992] lr: 1.000e-04, eta: 4 days, 11:21:24, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0336, loss_cls: 0.3814, acc: 88.6230, loss_bbox: 0.3736, loss_mask: 0.0000, loss: 0.8219 2022-05-10 20:10:13,637 - mmdet - INFO - Epoch [4][2800/3992] lr: 1.000e-04, eta: 4 days, 11:20:28, time: 0.482, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0339, loss_cls: 0.3564, acc: 89.4941, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.7679 2022-05-10 20:10:37,815 - mmdet - INFO - Epoch [4][2850/3992] lr: 1.000e-04, eta: 4 days, 11:19:38, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0340, loss_cls: 0.3810, acc: 89.2148, loss_bbox: 0.3469, loss_mask: 0.0000, loss: 0.7978 2022-05-10 20:11:02,977 - mmdet - INFO - Epoch [4][2900/3992] lr: 1.000e-04, eta: 4 days, 11:19:40, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0312, loss_cls: 0.3512, acc: 89.3770, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7548 2022-05-10 20:11:28,467 - mmdet - INFO - Epoch [4][2950/3992] lr: 1.000e-04, eta: 4 days, 11:19:59, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0372, loss_cls: 0.4025, acc: 88.6855, loss_bbox: 0.3771, loss_mask: 0.0000, loss: 0.8664 2022-05-10 20:11:53,640 - mmdet - INFO - Epoch [4][3000/3992] lr: 1.000e-04, eta: 4 days, 11:20:02, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0343, loss_cls: 0.4194, acc: 88.0488, loss_bbox: 0.3677, loss_mask: 0.0000, loss: 0.8614 2022-05-10 20:12:18,793 - mmdet - INFO - Epoch [4][3050/3992] lr: 1.000e-04, eta: 4 days, 11:20:03, time: 0.503, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0356, loss_cls: 0.3895, acc: 88.9668, loss_bbox: 0.3559, loss_mask: 0.0000, loss: 0.8220 2022-05-10 20:12:43,341 - mmdet - INFO - Epoch [4][3100/3992] lr: 1.000e-04, eta: 4 days, 11:19:32, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0362, loss_cls: 0.3893, acc: 89.1309, loss_bbox: 0.3490, loss_mask: 0.0000, loss: 0.8153 2022-05-10 20:13:07,637 - mmdet - INFO - Epoch [4][3150/3992] lr: 1.000e-04, eta: 4 days, 11:18:48, time: 0.486, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0383, loss_cls: 0.3936, acc: 88.4316, loss_bbox: 0.3796, loss_mask: 0.0000, loss: 0.8511 2022-05-10 20:13:32,719 - mmdet - INFO - Epoch [4][3200/3992] lr: 1.000e-04, eta: 4 days, 11:18:45, time: 0.502, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0421, loss_cls: 0.3782, acc: 88.7656, loss_bbox: 0.3750, loss_mask: 0.0000, loss: 0.8448 2022-05-10 20:13:58,676 - mmdet - INFO - Epoch [4][3250/3992] lr: 1.000e-04, eta: 4 days, 11:19:27, time: 0.519, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0359, loss_cls: 0.3834, acc: 89.3008, loss_bbox: 0.3506, loss_mask: 0.0000, loss: 0.8043 2022-05-10 20:14:24,003 - mmdet - INFO - Epoch [4][3300/3992] lr: 1.000e-04, eta: 4 days, 11:19:37, time: 0.507, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0352, loss_cls: 0.3756, acc: 89.1895, loss_bbox: 0.3561, loss_mask: 0.0000, loss: 0.8020 2022-05-10 20:14:49,248 - mmdet - INFO - Epoch [4][3350/3992] lr: 1.000e-04, eta: 4 days, 11:19:41, time: 0.505, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0350, loss_cls: 0.3784, acc: 89.1406, loss_bbox: 0.3589, loss_mask: 0.0000, loss: 0.8061 2022-05-10 20:15:14,255 - mmdet - INFO - Epoch [4][3400/3992] lr: 1.000e-04, eta: 4 days, 11:19:34, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0337, loss_cls: 0.3964, acc: 87.8828, loss_bbox: 0.3811, loss_mask: 0.0000, loss: 0.8402 2022-05-10 20:15:38,796 - mmdet - INFO - Epoch [4][3450/3992] lr: 1.000e-04, eta: 4 days, 11:19:02, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0343, loss_cls: 0.3946, acc: 88.9727, loss_bbox: 0.3446, loss_mask: 0.0000, loss: 0.8162 2022-05-10 20:16:03,387 - mmdet - INFO - Epoch [4][3500/3992] lr: 1.000e-04, eta: 4 days, 11:18:34, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0349, loss_cls: 0.3544, acc: 89.5723, loss_bbox: 0.3350, loss_mask: 0.0000, loss: 0.7582 2022-05-10 20:16:28,762 - mmdet - INFO - Epoch [4][3550/3992] lr: 1.000e-04, eta: 4 days, 11:18:44, time: 0.507, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0367, loss_cls: 0.4017, acc: 88.5957, loss_bbox: 0.3601, loss_mask: 0.0000, loss: 0.8380 2022-05-10 20:16:54,103 - mmdet - INFO - Epoch [4][3600/3992] lr: 1.000e-04, eta: 4 days, 11:18:53, time: 0.507, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0351, loss_cls: 0.3987, acc: 88.5742, loss_bbox: 0.3608, loss_mask: 0.0000, loss: 0.8249 2022-05-10 20:17:18,829 - mmdet - INFO - Epoch [4][3650/3992] lr: 1.000e-04, eta: 4 days, 11:18:31, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0349, loss_cls: 0.3956, acc: 88.6465, loss_bbox: 0.3517, loss_mask: 0.0000, loss: 0.8176 2022-05-10 20:17:44,028 - mmdet - INFO - Epoch [4][3700/3992] lr: 1.000e-04, eta: 4 days, 11:18:33, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0390, loss_cls: 0.4010, acc: 89.3359, loss_bbox: 0.3511, loss_mask: 0.0000, loss: 0.8305 2022-05-10 20:18:09,082 - mmdet - INFO - Epoch [4][3750/3992] lr: 1.000e-04, eta: 4 days, 11:18:27, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0351, loss_cls: 0.4001, acc: 89.0938, loss_bbox: 0.3479, loss_mask: 0.0000, loss: 0.8167 2022-05-10 20:18:33,752 - mmdet - INFO - Epoch [4][3800/3992] lr: 1.000e-04, eta: 4 days, 11:18:01, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0565, loss_rpn_bbox: 0.0396, loss_cls: 0.3604, acc: 89.3086, loss_bbox: 0.3388, loss_mask: 0.0000, loss: 0.7954 2022-05-10 20:18:58,926 - mmdet - INFO - Epoch [4][3850/3992] lr: 1.000e-04, eta: 4 days, 11:18:01, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0374, loss_cls: 0.3823, acc: 89.3594, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.8049 2022-05-10 20:19:23,841 - mmdet - INFO - Epoch [4][3900/3992] lr: 1.000e-04, eta: 4 days, 11:17:48, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0383, loss_cls: 0.4408, acc: 87.3945, loss_bbox: 0.3811, loss_mask: 0.0000, loss: 0.9056 2022-05-10 20:19:47,554 - mmdet - INFO - Epoch [4][3950/3992] lr: 1.000e-04, eta: 4 days, 11:16:36, time: 0.474, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0358, loss_cls: 0.3711, acc: 89.5664, loss_bbox: 0.3238, loss_mask: 0.0000, loss: 0.7620 2022-05-10 20:20:10,014 - mmdet - INFO - Saving checkpoint at 4 epochs 2022-05-10 20:27:26,861 - mmdet - INFO - Evaluating bbox... 2022-05-10 20:27:55,380 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.088 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.174 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.079 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.042 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.114 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.033 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.129 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.285 2022-05-10 20:27:55,385 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.158 | table | 0.222 | desk | 0.071 | | sofa_chair | 0.380 | pillow | 0.060 | box | 0.014 | | garbage_bin | 0.299 | cabinet | 0.025 | drawer | 0.034 | | shelf | 0.058 | kitchen_counter | 0.147 | kitchen_cabinet | 0.153 | | cpu | 0.032 | bench | 0.098 | file_cabinet | 0.012 | | whiteboard | 0.062 | lamp | 0.186 | endtable | 0.106 | | bookshelf | 0.076 | coffee_table | 0.134 | dresser | 0.132 | | paper | 0.001 | printer | 0.126 | monitor | 0.217 | | back_pack | 0.044 | night_stand | 0.243 | door | 0.005 | | picture | 0.026 | ottoman | 0.177 | stool | 0.223 | | outlet | 0.000 | towel | 0.039 | tray | 0.018 | | bag | 0.007 | stove | 0.025 | bathtub | 0.236 | | scanner | 0.129 | cubby | 0.011 | mirror | 0.024 | | bottle | 0.009 | rack | 0.017 | cup | 0.057 | | thermos | 0.047 | island | 0.042 | counter | 0.013 | | bowl | 0.032 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.017 | | cart | 0.061 | tv_stand | 0.048 | poster | 0.000 | | soap_dispenser | 0.030 | toy | nan | chair | 0.290 | | sofa | 0.320 | plant | 0.057 | bed | 0.496 | | dining_table | 0.016 | toilet | 0.425 | tv | 0.224 | | laptop | 0.046 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.000 | microwave | 0.145 | | oven | 0.004 | paper_towel_dispenser | 0.115 | sink | 0.097 | | fridge | 0.045 | book | 0.005 | clock | 0.063 | | vase | 0.049 | fire_extinguisher | 0.010 | blinds | 0.002 | | podium | 0.072 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:27:55,388 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.308 | table | 0.437 | desk | 0.162 | | sofa_chair | 0.582 | pillow | 0.159 | box | 0.035 | | garbage_bin | 0.573 | cabinet | 0.048 | drawer | 0.062 | | shelf | 0.155 | kitchen_counter | 0.261 | kitchen_cabinet | 0.297 | | cpu | 0.102 | bench | 0.227 | file_cabinet | 0.037 | | whiteboard | 0.120 | lamp | 0.409 | endtable | 0.193 | | bookshelf | 0.206 | coffee_table | 0.250 | dresser | 0.230 | | paper | 0.004 | printer | 0.259 | monitor | 0.492 | | back_pack | 0.106 | night_stand | 0.473 | door | 0.012 | | picture | 0.048 | ottoman | 0.270 | stool | 0.406 | | outlet | 0.000 | towel | 0.064 | tray | 0.046 | | bag | 0.010 | stove | 0.053 | bathtub | 0.482 | | scanner | 0.205 | cubby | 0.023 | mirror | 0.058 | | bottle | 0.027 | rack | 0.033 | cup | 0.182 | | thermos | 0.156 | island | 0.067 | counter | 0.029 | | bowl | 0.082 | plate | 0.007 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.036 | | cart | 0.101 | tv_stand | 0.102 | poster | 0.000 | | soap_dispenser | 0.067 | toy | nan | chair | 0.649 | | sofa | 0.496 | plant | 0.126 | bed | 0.834 | | dining_table | 0.032 | toilet | 0.792 | tv | 0.407 | | laptop | 0.097 | mouse | 0.084 | basket | 0.000 | | keyboard | 0.094 | telephone | 0.001 | microwave | 0.307 | | oven | 0.005 | paper_towel_dispenser | 0.281 | sink | 0.293 | | fridge | 0.092 | book | 0.021 | clock | 0.097 | | vase | 0.090 | fire_extinguisher | 0.016 | blinds | 0.005 | | podium | 0.107 | others | 0.079 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:27:55,391 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.129 | table | 0.206 | desk | 0.052 | | sofa_chair | 0.449 | pillow | 0.030 | box | 0.008 | | garbage_bin | 0.257 | cabinet | 0.027 | drawer | 0.033 | | shelf | 0.024 | kitchen_counter | 0.136 | kitchen_cabinet | 0.133 | | cpu | 0.014 | bench | 0.101 | file_cabinet | 0.004 | | whiteboard | 0.059 | lamp | 0.153 | endtable | 0.087 | | bookshelf | 0.055 | coffee_table | 0.125 | dresser | 0.153 | | paper | 0.001 | printer | 0.070 | monitor | 0.161 | | back_pack | 0.019 | night_stand | 0.228 | door | 0.005 | | picture | 0.027 | ottoman | 0.206 | stool | 0.222 | | outlet | 0.000 | towel | 0.045 | tray | 0.002 | | bag | 0.010 | stove | 0.026 | bathtub | 0.243 | | scanner | 0.195 | cubby | 0.003 | mirror | 0.011 | | bottle | 0.000 | rack | 0.016 | cup | 0.019 | | thermos | 0.000 | island | 0.046 | counter | 0.009 | | bowl | 0.025 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.006 | | cart | 0.057 | tv_stand | 0.033 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.212 | | sofa | 0.351 | plant | 0.036 | bed | 0.542 | | dining_table | 0.008 | toilet | 0.390 | tv | 0.228 | | laptop | 0.039 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.006 | telephone | 0.000 | microwave | 0.074 | | oven | 0.003 | paper_towel_dispenser | 0.021 | sink | 0.044 | | fridge | 0.054 | book | 0.001 | clock | 0.091 | | vase | 0.072 | fire_extinguisher | 0.016 | blinds | 0.001 | | podium | 0.104 | others | 0.023 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:27:55,391 - mmdet - INFO - Evaluating segm... 2022-05-10 20:28:30,585 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 20:28:30,590 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:28:30,593 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:28:30,597 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 20:28:31,155 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 20:28:31,155 - mmdet - INFO - Epoch(val) [4][2619] bbox_mAP: 0.0880, bbox_mAP_50: 0.1740, bbox_mAP_75: 0.0790, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0420, bbox_mAP_l: 0.1140, bbox_mAP_copypaste: 0.088 0.174 0.079 0.004 0.042 0.114, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 20:28:56,802 - mmdet - INFO - Epoch [5][50/3992] lr: 1.000e-04, eta: 4 days, 10:59:45, time: 0.513, data_time: 0.059, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0341, loss_cls: 0.3380, acc: 89.9551, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.7430 2022-05-10 20:29:21,265 - mmdet - INFO - Epoch [5][100/3992] lr: 1.000e-04, eta: 4 days, 10:59:13, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0378, loss_cls: 0.3434, acc: 89.9375, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.7583 2022-05-10 20:29:45,509 - mmdet - INFO - Epoch [5][150/3992] lr: 1.000e-04, eta: 4 days, 10:58:30, time: 0.485, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0371, loss_cls: 0.3675, acc: 89.6602, loss_bbox: 0.3347, loss_mask: 0.0000, loss: 0.7780 2022-05-10 20:30:10,030 - mmdet - INFO - Epoch [5][200/3992] lr: 1.000e-04, eta: 4 days, 10:58:01, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0347, loss_cls: 0.3598, acc: 89.6230, loss_bbox: 0.3394, loss_mask: 0.0000, loss: 0.7681 2022-05-10 20:30:34,206 - mmdet - INFO - Epoch [5][250/3992] lr: 1.000e-04, eta: 4 days, 10:57:15, time: 0.484, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0377, loss_cls: 0.4007, acc: 88.5234, loss_bbox: 0.3665, loss_mask: 0.0000, loss: 0.8451 2022-05-10 20:30:59,174 - mmdet - INFO - Epoch [5][300/3992] lr: 1.000e-04, eta: 4 days, 10:57:08, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0401, loss_cls: 0.3971, acc: 88.6055, loss_bbox: 0.3701, loss_mask: 0.0000, loss: 0.8495 2022-05-10 20:31:23,140 - mmdet - INFO - Epoch [5][350/3992] lr: 1.000e-04, eta: 4 days, 10:56:12, time: 0.479, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0385, loss_cls: 0.3738, acc: 88.9746, loss_bbox: 0.3511, loss_mask: 0.0000, loss: 0.8043 2022-05-10 20:31:47,473 - mmdet - INFO - Epoch [5][400/3992] lr: 1.000e-04, eta: 4 days, 10:55:34, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0321, loss_cls: 0.3718, acc: 88.8809, loss_bbox: 0.3512, loss_mask: 0.0000, loss: 0.7857 2022-05-10 20:32:12,984 - mmdet - INFO - Epoch [5][450/3992] lr: 1.000e-04, eta: 4 days, 10:55:52, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0406, loss_cls: 0.3846, acc: 88.8496, loss_bbox: 0.3508, loss_mask: 0.0000, loss: 0.8198 2022-05-10 20:32:38,070 - mmdet - INFO - Epoch [5][500/3992] lr: 1.000e-04, eta: 4 days, 10:55:50, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0389, loss_cls: 0.3896, acc: 88.2832, loss_bbox: 0.4109, loss_mask: 0.0000, loss: 0.8830 2022-05-10 20:33:02,952 - mmdet - INFO - Epoch [5][550/3992] lr: 1.000e-04, eta: 4 days, 10:55:38, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0394, loss_cls: 0.3895, acc: 88.2148, loss_bbox: 0.3861, loss_mask: 0.0000, loss: 0.8485 2022-05-10 20:33:27,716 - mmdet - INFO - Epoch [5][600/3992] lr: 1.000e-04, eta: 4 days, 10:55:20, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0417, loss_cls: 0.4002, acc: 87.9043, loss_bbox: 0.3804, loss_mask: 0.0000, loss: 0.8655 2022-05-10 20:33:52,782 - mmdet - INFO - Epoch [5][650/3992] lr: 1.000e-04, eta: 4 days, 10:55:17, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0411, loss_cls: 0.3915, acc: 88.5781, loss_bbox: 0.3934, loss_mask: 0.0000, loss: 0.8616 2022-05-10 20:34:18,089 - mmdet - INFO - Epoch [5][700/3992] lr: 1.000e-04, eta: 4 days, 10:55:24, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0306, loss_cls: 0.3409, acc: 90.5273, loss_bbox: 0.3112, loss_mask: 0.0000, loss: 0.7205 2022-05-10 20:34:41,776 - mmdet - INFO - Epoch [5][750/3992] lr: 1.000e-04, eta: 4 days, 10:54:16, time: 0.474, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0299, loss_cls: 0.3229, acc: 90.0703, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.7068 2022-05-10 20:35:07,878 - mmdet - INFO - Epoch [5][800/3992] lr: 1.000e-04, eta: 4 days, 10:55:01, time: 0.522, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0358, loss_cls: 0.3952, acc: 88.3047, loss_bbox: 0.3716, loss_mask: 0.0000, loss: 0.8434 2022-05-10 20:35:31,748 - mmdet - INFO - Epoch [5][850/3992] lr: 1.000e-04, eta: 4 days, 10:54:01, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0346, loss_cls: 0.3511, acc: 89.6484, loss_bbox: 0.3456, loss_mask: 0.0000, loss: 0.7649 2022-05-10 20:35:56,407 - mmdet - INFO - Epoch [5][900/3992] lr: 1.000e-04, eta: 4 days, 10:53:38, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0376, loss_cls: 0.3788, acc: 88.8848, loss_bbox: 0.3646, loss_mask: 0.0000, loss: 0.8270 2022-05-10 20:36:22,050 - mmdet - INFO - Epoch [5][950/3992] lr: 1.000e-04, eta: 4 days, 10:54:01, time: 0.513, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0419, loss_cls: 0.3962, acc: 88.3691, loss_bbox: 0.3931, loss_mask: 0.0000, loss: 0.8766 2022-05-10 20:36:46,301 - mmdet - INFO - Epoch [5][1000/3992] lr: 1.000e-04, eta: 4 days, 10:53:19, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0367, loss_cls: 0.3484, acc: 89.3262, loss_bbox: 0.3586, loss_mask: 0.0000, loss: 0.7827 2022-05-10 20:37:11,618 - mmdet - INFO - Epoch [5][1050/3992] lr: 1.000e-04, eta: 4 days, 10:53:26, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0341, loss_cls: 0.3467, acc: 89.4102, loss_bbox: 0.3481, loss_mask: 0.0000, loss: 0.7635 2022-05-10 20:37:36,793 - mmdet - INFO - Epoch [5][1100/3992] lr: 1.000e-04, eta: 4 days, 10:53:27, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0387, loss_cls: 0.3730, acc: 89.3535, loss_bbox: 0.3447, loss_mask: 0.0000, loss: 0.7968 2022-05-10 20:38:02,994 - mmdet - INFO - Epoch [5][1150/3992] lr: 1.000e-04, eta: 4 days, 10:54:14, time: 0.524, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0492, loss_rpn_bbox: 0.0394, loss_cls: 0.3545, acc: 89.3945, loss_bbox: 0.3496, loss_mask: 0.0000, loss: 0.7927 2022-05-10 20:38:27,789 - mmdet - INFO - Epoch [5][1200/3992] lr: 1.000e-04, eta: 4 days, 10:53:57, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0371, loss_cls: 0.3570, acc: 89.4844, loss_bbox: 0.3397, loss_mask: 0.0000, loss: 0.7801 2022-05-10 20:38:53,332 - mmdet - INFO - Epoch [5][1250/3992] lr: 1.000e-04, eta: 4 days, 10:54:14, time: 0.511, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0278, loss_cls: 0.3122, acc: 90.6973, loss_bbox: 0.3027, loss_mask: 0.0000, loss: 0.6749 2022-05-10 20:39:19,127 - mmdet - INFO - Epoch [5][1300/3992] lr: 1.000e-04, eta: 4 days, 10:54:42, time: 0.516, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0335, loss_cls: 0.3894, acc: 89.0195, loss_bbox: 0.3382, loss_mask: 0.0000, loss: 0.8020 2022-05-10 20:39:43,649 - mmdet - INFO - Epoch [5][1350/3992] lr: 1.000e-04, eta: 4 days, 10:54:12, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0442, loss_cls: 0.3722, acc: 88.6602, loss_bbox: 0.3800, loss_mask: 0.0000, loss: 0.8378 2022-05-10 20:40:08,068 - mmdet - INFO - Epoch [5][1400/3992] lr: 1.000e-04, eta: 4 days, 10:53:38, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0337, loss_cls: 0.3794, acc: 88.3652, loss_bbox: 0.3814, loss_mask: 0.0000, loss: 0.8277 2022-05-10 20:40:32,924 - mmdet - INFO - Epoch [5][1450/3992] lr: 1.000e-04, eta: 4 days, 10:53:23, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0540, loss_rpn_bbox: 0.0356, loss_cls: 0.3560, acc: 89.5449, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.7847 2022-05-10 20:40:57,776 - mmdet - INFO - Epoch [5][1500/3992] lr: 1.000e-04, eta: 4 days, 10:53:08, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0355, loss_cls: 0.3605, acc: 88.9121, loss_bbox: 0.3525, loss_mask: 0.0000, loss: 0.7821 2022-05-10 20:41:22,629 - mmdet - INFO - Epoch [5][1550/3992] lr: 1.000e-04, eta: 4 days, 10:52:53, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0342, loss_cls: 0.3497, acc: 89.8672, loss_bbox: 0.3507, loss_mask: 0.0000, loss: 0.7684 2022-05-10 20:41:47,341 - mmdet - INFO - Epoch [5][1600/3992] lr: 1.000e-04, eta: 4 days, 10:52:32, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0402, loss_cls: 0.4093, acc: 87.9824, loss_bbox: 0.3910, loss_mask: 0.0000, loss: 0.8768 2022-05-10 20:42:12,428 - mmdet - INFO - Epoch [5][1650/3992] lr: 1.000e-04, eta: 4 days, 10:52:27, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0302, loss_cls: 0.3672, acc: 89.3320, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.7569 2022-05-10 20:42:37,752 - mmdet - INFO - Epoch [5][1700/3992] lr: 1.000e-04, eta: 4 days, 10:52:33, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0308, loss_cls: 0.3497, acc: 89.5059, loss_bbox: 0.3293, loss_mask: 0.0000, loss: 0.7377 2022-05-10 20:43:01,927 - mmdet - INFO - Epoch [5][1750/3992] lr: 1.000e-04, eta: 4 days, 10:51:47, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0325, loss_cls: 0.3511, acc: 90.0625, loss_bbox: 0.3210, loss_mask: 0.0000, loss: 0.7410 2022-05-10 20:43:27,429 - mmdet - INFO - Epoch [5][1800/3992] lr: 1.000e-04, eta: 4 days, 10:52:01, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0368, loss_cls: 0.3785, acc: 89.0410, loss_bbox: 0.3514, loss_mask: 0.0000, loss: 0.8053 2022-05-10 20:43:51,175 - mmdet - INFO - Epoch [5][1850/3992] lr: 1.000e-04, eta: 4 days, 10:50:57, time: 0.475, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0361, loss_cls: 0.3643, acc: 89.3887, loss_bbox: 0.3517, loss_mask: 0.0000, loss: 0.7834 2022-05-10 20:44:15,657 - mmdet - INFO - Epoch [5][1900/3992] lr: 1.000e-04, eta: 4 days, 10:50:25, time: 0.490, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0326, loss_cls: 0.3691, acc: 89.3848, loss_bbox: 0.3367, loss_mask: 0.0000, loss: 0.7729 2022-05-10 20:44:40,754 - mmdet - INFO - Epoch [5][1950/3992] lr: 1.000e-04, eta: 4 days, 10:50:21, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0370, loss_cls: 0.4025, acc: 88.0488, loss_bbox: 0.4019, loss_mask: 0.0000, loss: 0.8758 2022-05-10 20:45:04,769 - mmdet - INFO - Epoch [5][2000/3992] lr: 1.000e-04, eta: 4 days, 10:49:29, time: 0.480, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0309, loss_cls: 0.3682, acc: 89.4355, loss_bbox: 0.3444, loss_mask: 0.0000, loss: 0.7843 2022-05-10 20:45:29,960 - mmdet - INFO - Epoch [5][2050/3992] lr: 1.000e-04, eta: 4 days, 10:49:28, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0406, loss_cls: 0.3971, acc: 88.4707, loss_bbox: 0.3744, loss_mask: 0.0000, loss: 0.8539 2022-05-10 20:45:54,146 - mmdet - INFO - Epoch [5][2100/3992] lr: 1.000e-04, eta: 4 days, 10:48:44, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0330, loss_cls: 0.3490, acc: 89.8438, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.7440 2022-05-10 20:46:18,458 - mmdet - INFO - Epoch [5][2150/3992] lr: 1.000e-04, eta: 4 days, 10:48:05, time: 0.486, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0355, loss_cls: 0.3738, acc: 89.2148, loss_bbox: 0.3448, loss_mask: 0.0000, loss: 0.7882 2022-05-10 20:46:43,586 - mmdet - INFO - Epoch [5][2200/3992] lr: 1.000e-04, eta: 4 days, 10:48:02, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0380, loss_cls: 0.3771, acc: 88.8848, loss_bbox: 0.3711, loss_mask: 0.0000, loss: 0.8131 2022-05-10 20:47:09,185 - mmdet - INFO - Epoch [5][2250/3992] lr: 1.000e-04, eta: 4 days, 10:48:18, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0382, loss_cls: 0.3800, acc: 88.3223, loss_bbox: 0.3946, loss_mask: 0.0000, loss: 0.8456 2022-05-10 20:47:34,229 - mmdet - INFO - Epoch [5][2300/3992] lr: 1.000e-04, eta: 4 days, 10:48:11, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0330, loss_cls: 0.3607, acc: 89.5293, loss_bbox: 0.3397, loss_mask: 0.0000, loss: 0.7637 2022-05-10 20:47:59,058 - mmdet - INFO - Epoch [5][2350/3992] lr: 1.000e-04, eta: 4 days, 10:47:54, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0384, loss_cls: 0.4089, acc: 88.3047, loss_bbox: 0.3697, loss_mask: 0.0000, loss: 0.8568 2022-05-10 20:48:22,590 - mmdet - INFO - Epoch [5][2400/3992] lr: 1.000e-04, eta: 4 days, 10:46:42, time: 0.471, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0389, loss_cls: 0.3890, acc: 88.6914, loss_bbox: 0.3596, loss_mask: 0.0000, loss: 0.8355 2022-05-10 20:48:47,254 - mmdet - INFO - Epoch [5][2450/3992] lr: 1.000e-04, eta: 4 days, 10:46:18, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0371, loss_cls: 0.3829, acc: 88.7070, loss_bbox: 0.3686, loss_mask: 0.0000, loss: 0.8235 2022-05-10 20:49:11,590 - mmdet - INFO - Epoch [5][2500/3992] lr: 1.000e-04, eta: 4 days, 10:45:41, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0339, loss_cls: 0.3909, acc: 89.1348, loss_bbox: 0.3429, loss_mask: 0.0000, loss: 0.7996 2022-05-10 20:49:35,834 - mmdet - INFO - Epoch [5][2550/3992] lr: 1.000e-04, eta: 4 days, 10:45:00, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0403, loss_cls: 0.3648, acc: 89.3574, loss_bbox: 0.3429, loss_mask: 0.0000, loss: 0.7922 2022-05-10 20:50:01,006 - mmdet - INFO - Epoch [5][2600/3992] lr: 1.000e-04, eta: 4 days, 10:44:57, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0356, loss_cls: 0.3723, acc: 89.1172, loss_bbox: 0.3532, loss_mask: 0.0000, loss: 0.7959 2022-05-10 20:50:25,112 - mmdet - INFO - Epoch [5][2650/3992] lr: 1.000e-04, eta: 4 days, 10:44:10, time: 0.482, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0350, loss_cls: 0.3744, acc: 88.9785, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.7843 2022-05-10 20:50:49,127 - mmdet - INFO - Epoch [5][2700/3992] lr: 1.000e-04, eta: 4 days, 10:43:20, time: 0.480, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0324, loss_cls: 0.3575, acc: 89.8164, loss_bbox: 0.3248, loss_mask: 0.0000, loss: 0.7518 2022-05-10 20:51:13,888 - mmdet - INFO - Epoch [5][2750/3992] lr: 1.000e-04, eta: 4 days, 10:43:00, time: 0.495, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0274, loss_cls: 0.3456, acc: 89.6230, loss_bbox: 0.3268, loss_mask: 0.0000, loss: 0.7328 2022-05-10 20:51:39,413 - mmdet - INFO - Epoch [5][2800/3992] lr: 1.000e-04, eta: 4 days, 10:43:12, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0351, loss_cls: 0.3618, acc: 89.3145, loss_bbox: 0.3445, loss_mask: 0.0000, loss: 0.7713 2022-05-10 20:52:04,955 - mmdet - INFO - Epoch [5][2850/3992] lr: 1.000e-04, eta: 4 days, 10:43:25, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0326, loss_cls: 0.3392, acc: 89.9941, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.7460 2022-05-10 20:52:29,226 - mmdet - INFO - Epoch [5][2900/3992] lr: 1.000e-04, eta: 4 days, 10:42:45, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0361, loss_cls: 0.3591, acc: 89.6484, loss_bbox: 0.3312, loss_mask: 0.0000, loss: 0.7599 2022-05-10 20:52:54,069 - mmdet - INFO - Epoch [5][2950/3992] lr: 1.000e-04, eta: 4 days, 10:42:29, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0351, loss_cls: 0.3588, acc: 89.8105, loss_bbox: 0.3422, loss_mask: 0.0000, loss: 0.7707 2022-05-10 20:53:18,781 - mmdet - INFO - Epoch [5][3000/3992] lr: 1.000e-04, eta: 4 days, 10:42:07, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0357, loss_cls: 0.3760, acc: 89.2480, loss_bbox: 0.3453, loss_mask: 0.0000, loss: 0.7923 2022-05-10 20:53:43,150 - mmdet - INFO - Epoch [5][3050/3992] lr: 1.000e-04, eta: 4 days, 10:41:31, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0485, loss_rpn_bbox: 0.0370, loss_cls: 0.3844, acc: 88.8691, loss_bbox: 0.3444, loss_mask: 0.0000, loss: 0.8143 2022-05-10 20:54:07,622 - mmdet - INFO - Epoch [5][3100/3992] lr: 1.000e-04, eta: 4 days, 10:41:00, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0352, loss_cls: 0.3689, acc: 89.4043, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7995 2022-05-10 20:54:31,872 - mmdet - INFO - Epoch [5][3150/3992] lr: 1.000e-04, eta: 4 days, 10:40:19, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0302, loss_cls: 0.3532, acc: 89.4922, loss_bbox: 0.3355, loss_mask: 0.0000, loss: 0.7508 2022-05-10 20:54:57,430 - mmdet - INFO - Epoch [5][3200/3992] lr: 1.000e-04, eta: 4 days, 10:40:32, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0342, loss_cls: 0.3972, acc: 88.7480, loss_bbox: 0.3677, loss_mask: 0.0000, loss: 0.8384 2022-05-10 20:55:22,996 - mmdet - INFO - Epoch [5][3250/3992] lr: 1.000e-04, eta: 4 days, 10:40:45, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0303, loss_cls: 0.3455, acc: 89.9434, loss_bbox: 0.3251, loss_mask: 0.0000, loss: 0.7314 2022-05-10 20:55:47,837 - mmdet - INFO - Epoch [5][3300/3992] lr: 1.000e-04, eta: 4 days, 10:40:28, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0350, loss_cls: 0.3357, acc: 89.9297, loss_bbox: 0.3325, loss_mask: 0.0000, loss: 0.7377 2022-05-10 20:56:11,991 - mmdet - INFO - Epoch [5][3350/3992] lr: 1.000e-04, eta: 4 days, 10:39:44, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0348, loss_cls: 0.3360, acc: 90.1113, loss_bbox: 0.3327, loss_mask: 0.0000, loss: 0.7399 2022-05-10 20:56:36,527 - mmdet - INFO - Epoch [5][3400/3992] lr: 1.000e-04, eta: 4 days, 10:39:15, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0302, loss_cls: 0.3070, acc: 90.8848, loss_bbox: 0.2910, loss_mask: 0.0000, loss: 0.6680 2022-05-10 20:57:01,059 - mmdet - INFO - Epoch [5][3450/3992] lr: 1.000e-04, eta: 4 days, 10:38:45, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0387, loss_cls: 0.3617, acc: 89.9180, loss_bbox: 0.3284, loss_mask: 0.0000, loss: 0.7695 2022-05-10 20:57:25,670 - mmdet - INFO - Epoch [5][3500/3992] lr: 1.000e-04, eta: 4 days, 10:38:20, time: 0.492, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0341, loss_cls: 0.3321, acc: 90.4707, loss_bbox: 0.3168, loss_mask: 0.0000, loss: 0.7226 2022-05-10 20:57:51,473 - mmdet - INFO - Epoch [5][3550/3992] lr: 1.000e-04, eta: 4 days, 10:38:41, time: 0.516, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0539, loss_rpn_bbox: 0.0425, loss_cls: 0.3980, acc: 88.8594, loss_bbox: 0.3613, loss_mask: 0.0000, loss: 0.8557 2022-05-10 20:58:16,264 - mmdet - INFO - Epoch [5][3600/3992] lr: 1.000e-04, eta: 4 days, 10:38:22, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0379, loss_cls: 0.3316, acc: 90.1250, loss_bbox: 0.3398, loss_mask: 0.0000, loss: 0.7447 2022-05-10 20:58:42,509 - mmdet - INFO - Epoch [5][3650/3992] lr: 1.000e-04, eta: 4 days, 10:39:01, time: 0.525, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0384, loss_cls: 0.3735, acc: 88.6582, loss_bbox: 0.3728, loss_mask: 0.0000, loss: 0.8194 2022-05-10 20:59:07,738 - mmdet - INFO - Epoch [5][3700/3992] lr: 1.000e-04, eta: 4 days, 10:38:59, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0385, loss_cls: 0.3714, acc: 89.2891, loss_bbox: 0.3545, loss_mask: 0.0000, loss: 0.8046 2022-05-10 20:59:32,055 - mmdet - INFO - Epoch [5][3750/3992] lr: 1.000e-04, eta: 4 days, 10:38:21, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0319, loss_cls: 0.3457, acc: 90.0684, loss_bbox: 0.3302, loss_mask: 0.0000, loss: 0.7425 2022-05-10 20:59:56,651 - mmdet - INFO - Epoch [5][3800/3992] lr: 1.000e-04, eta: 4 days, 10:37:55, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0500, loss_rpn_bbox: 0.0329, loss_cls: 0.3576, acc: 89.6875, loss_bbox: 0.3309, loss_mask: 0.0000, loss: 0.7714 2022-05-10 21:00:21,084 - mmdet - INFO - Epoch [5][3850/3992] lr: 1.000e-04, eta: 4 days, 10:37:21, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0368, loss_cls: 0.3564, acc: 90.0742, loss_bbox: 0.3209, loss_mask: 0.0000, loss: 0.7604 2022-05-10 21:00:45,530 - mmdet - INFO - Epoch [5][3900/3992] lr: 1.000e-04, eta: 4 days, 10:36:49, time: 0.489, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0428, loss_cls: 0.3812, acc: 88.4531, loss_bbox: 0.3779, loss_mask: 0.0000, loss: 0.8386 2022-05-10 21:01:11,158 - mmdet - INFO - Epoch [5][3950/3992] lr: 1.000e-04, eta: 4 days, 10:37:02, time: 0.513, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0386, loss_cls: 0.3661, acc: 89.0137, loss_bbox: 0.3719, loss_mask: 0.0000, loss: 0.8192 2022-05-10 21:01:32,429 - mmdet - INFO - Saving checkpoint at 5 epochs 2022-05-10 21:08:33,780 - mmdet - INFO - Evaluating bbox... 2022-05-10 21:09:00,072 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.096 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.186 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.087 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.039 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.121 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.245 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.245 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.245 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.038 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.126 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.280 2022-05-10 21:09:00,076 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.141 | table | 0.240 | desk | 0.075 | | sofa_chair | 0.405 | pillow | 0.059 | box | 0.014 | | garbage_bin | 0.332 | cabinet | 0.025 | drawer | 0.029 | | shelf | 0.071 | kitchen_counter | 0.126 | kitchen_cabinet | 0.177 | | cpu | 0.071 | bench | 0.120 | file_cabinet | 0.011 | | whiteboard | 0.101 | lamp | 0.196 | endtable | 0.108 | | bookshelf | 0.102 | coffee_table | 0.173 | dresser | 0.115 | | paper | 0.001 | printer | 0.104 | monitor | 0.208 | | back_pack | 0.033 | night_stand | 0.234 | door | 0.024 | | picture | 0.038 | ottoman | 0.128 | stool | 0.201 | | outlet | 0.000 | towel | 0.029 | tray | 0.009 | | bag | 0.008 | stove | 0.036 | bathtub | 0.294 | | scanner | 0.101 | cubby | 0.006 | mirror | 0.006 | | bottle | 0.015 | rack | 0.011 | cup | 0.038 | | thermos | 0.001 | island | 0.021 | counter | 0.010 | | bowl | 0.054 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.005 | | cart | 0.118 | tv_stand | 0.070 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.286 | | sofa | 0.298 | plant | 0.044 | bed | 0.531 | | dining_table | 0.007 | toilet | 0.478 | tv | 0.199 | | laptop | 0.100 | mouse | 0.051 | basket | 0.001 | | keyboard | 0.033 | telephone | 0.001 | microwave | 0.126 | | oven | 0.047 | paper_towel_dispenser | 0.253 | sink | 0.136 | | fridge | 0.093 | book | 0.009 | clock | 0.073 | | vase | 0.058 | fire_extinguisher | 0.023 | blinds | 0.005 | | podium | 0.168 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:00,079 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.307 | table | 0.476 | desk | 0.153 | | sofa_chair | 0.586 | pillow | 0.163 | box | 0.032 | | garbage_bin | 0.595 | cabinet | 0.050 | drawer | 0.051 | | shelf | 0.159 | kitchen_counter | 0.253 | kitchen_cabinet | 0.329 | | cpu | 0.158 | bench | 0.277 | file_cabinet | 0.018 | | whiteboard | 0.181 | lamp | 0.422 | endtable | 0.213 | | bookshelf | 0.230 | coffee_table | 0.349 | dresser | 0.204 | | paper | 0.006 | printer | 0.194 | monitor | 0.484 | | back_pack | 0.069 | night_stand | 0.463 | door | 0.040 | | picture | 0.070 | ottoman | 0.204 | stool | 0.427 | | outlet | 0.000 | towel | 0.060 | tray | 0.025 | | bag | 0.014 | stove | 0.049 | bathtub | 0.608 | | scanner | 0.177 | cubby | 0.012 | mirror | 0.022 | | bottle | 0.045 | rack | 0.026 | cup | 0.121 | | thermos | 0.006 | island | 0.049 | counter | 0.020 | | bowl | 0.153 | plate | 0.010 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.024 | | cart | 0.214 | tv_stand | 0.121 | poster | 0.000 | | soap_dispenser | 0.033 | toy | nan | chair | 0.642 | | sofa | 0.496 | plant | 0.103 | bed | 0.831 | | dining_table | 0.021 | toilet | 0.815 | tv | 0.373 | | laptop | 0.190 | mouse | 0.099 | basket | 0.001 | | keyboard | 0.110 | telephone | 0.007 | microwave | 0.219 | | oven | 0.096 | paper_towel_dispenser | 0.453 | sink | 0.374 | | fridge | 0.220 | book | 0.033 | clock | 0.164 | | vase | 0.111 | fire_extinguisher | 0.082 | blinds | 0.012 | | podium | 0.213 | others | 0.082 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:00,082 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.100 | table | 0.217 | desk | 0.064 | | sofa_chair | 0.472 | pillow | 0.023 | box | 0.009 | | garbage_bin | 0.327 | cabinet | 0.021 | drawer | 0.037 | | shelf | 0.049 | kitchen_counter | 0.108 | kitchen_cabinet | 0.189 | | cpu | 0.039 | bench | 0.098 | file_cabinet | 0.010 | | whiteboard | 0.116 | lamp | 0.163 | endtable | 0.108 | | bookshelf | 0.087 | coffee_table | 0.117 | dresser | 0.109 | | paper | 0.000 | printer | 0.119 | monitor | 0.147 | | back_pack | 0.028 | night_stand | 0.235 | door | 0.024 | | picture | 0.038 | ottoman | 0.140 | stool | 0.145 | | outlet | 0.000 | towel | 0.016 | tray | 0.002 | | bag | 0.006 | stove | 0.036 | bathtub | 0.267 | | scanner | 0.073 | cubby | 0.002 | mirror | 0.002 | | bottle | 0.000 | rack | 0.001 | cup | 0.011 | | thermos | 0.001 | island | 0.005 | counter | 0.008 | | bowl | 0.025 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.105 | tv_stand | 0.073 | poster | 0.000 | | soap_dispenser | 0.006 | toy | nan | chair | 0.214 | | sofa | 0.319 | plant | 0.009 | bed | 0.585 | | dining_table | 0.002 | toilet | 0.518 | tv | 0.222 | | laptop | 0.103 | mouse | 0.050 | basket | 0.001 | | keyboard | 0.007 | telephone | 0.000 | microwave | 0.127 | | oven | 0.017 | paper_towel_dispenser | 0.271 | sink | 0.061 | | fridge | 0.073 | book | 0.005 | clock | 0.040 | | vase | 0.061 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.213 | others | 0.020 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:00,083 - mmdet - INFO - Evaluating segm... 2022-05-10 21:09:31,567 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 21:09:31,571 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:31,575 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:31,578 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:09:32,092 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 21:09:32,092 - mmdet - INFO - Epoch(val) [5][2619] bbox_mAP: 0.0960, bbox_mAP_50: 0.1860, bbox_mAP_75: 0.0870, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0390, bbox_mAP_l: 0.1210, bbox_mAP_copypaste: 0.096 0.186 0.087 0.004 0.039 0.121, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 21:09:58,427 - mmdet - INFO - Epoch [6][50/3992] lr: 1.000e-04, eta: 4 days, 10:23:57, time: 0.527, data_time: 0.062, memory: 8365, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0356, loss_cls: 0.3664, acc: 88.6855, loss_bbox: 0.3896, loss_mask: 0.0000, loss: 0.8286 2022-05-10 21:10:23,089 - mmdet - INFO - Epoch [6][100/3992] lr: 1.000e-04, eta: 4 days, 10:23:34, time: 0.493, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0442, loss_cls: 0.3766, acc: 88.3105, loss_bbox: 0.4001, loss_mask: 0.0000, loss: 0.8627 2022-05-10 21:10:46,963 - mmdet - INFO - Epoch [6][150/3992] lr: 1.000e-04, eta: 4 days, 10:22:41, time: 0.477, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0387, loss_cls: 0.3464, acc: 89.6426, loss_bbox: 0.3451, loss_mask: 0.0000, loss: 0.7697 2022-05-10 21:11:11,926 - mmdet - INFO - Epoch [6][200/3992] lr: 1.000e-04, eta: 4 days, 10:22:31, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0385, loss_cls: 0.3568, acc: 89.2500, loss_bbox: 0.3557, loss_mask: 0.0000, loss: 0.7929 2022-05-10 21:11:36,596 - mmdet - INFO - Epoch [6][250/3992] lr: 1.000e-04, eta: 4 days, 10:22:09, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0322, loss_cls: 0.3647, acc: 89.5820, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.7672 2022-05-10 21:12:01,824 - mmdet - INFO - Epoch [6][300/3992] lr: 1.000e-04, eta: 4 days, 10:22:08, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0350, loss_cls: 0.3701, acc: 88.9824, loss_bbox: 0.3636, loss_mask: 0.0000, loss: 0.8039 2022-05-10 21:12:25,864 - mmdet - INFO - Epoch [6][350/3992] lr: 1.000e-04, eta: 4 days, 10:21:22, time: 0.481, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0279, loss_cls: 0.3327, acc: 90.0742, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.7114 2022-05-10 21:12:50,105 - mmdet - INFO - Epoch [6][400/3992] lr: 1.000e-04, eta: 4 days, 10:20:43, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0376, loss_cls: 0.3625, acc: 89.4902, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7766 2022-05-10 21:13:14,833 - mmdet - INFO - Epoch [6][450/3992] lr: 1.000e-04, eta: 4 days, 10:20:23, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0346, loss_cls: 0.3533, acc: 89.7109, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7668 2022-05-10 21:13:39,133 - mmdet - INFO - Epoch [6][500/3992] lr: 1.000e-04, eta: 4 days, 10:19:47, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0274, loss_cls: 0.2952, acc: 90.4512, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6634 2022-05-10 21:14:03,621 - mmdet - INFO - Epoch [6][550/3992] lr: 1.000e-04, eta: 4 days, 10:19:18, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0333, loss_cls: 0.3664, acc: 89.3164, loss_bbox: 0.3333, loss_mask: 0.0000, loss: 0.7710 2022-05-10 21:14:28,519 - mmdet - INFO - Epoch [6][600/3992] lr: 1.000e-04, eta: 4 days, 10:19:05, time: 0.498, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0421, loss_cls: 0.3875, acc: 87.8867, loss_bbox: 0.3757, loss_mask: 0.0000, loss: 0.8382 2022-05-10 21:14:53,240 - mmdet - INFO - Epoch [6][650/3992] lr: 1.000e-04, eta: 4 days, 10:18:45, time: 0.494, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0424, loss_cls: 0.3845, acc: 88.3809, loss_bbox: 0.3838, loss_mask: 0.0000, loss: 0.8557 2022-05-10 21:15:17,493 - mmdet - INFO - Epoch [6][700/3992] lr: 1.000e-04, eta: 4 days, 10:18:07, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0325, loss_cls: 0.3582, acc: 89.4766, loss_bbox: 0.3339, loss_mask: 0.0000, loss: 0.7620 2022-05-10 21:15:42,164 - mmdet - INFO - Epoch [6][750/3992] lr: 1.000e-04, eta: 4 days, 10:17:45, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0301, loss_cls: 0.3163, acc: 90.6973, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6943 2022-05-10 21:16:07,055 - mmdet - INFO - Epoch [6][800/3992] lr: 1.000e-04, eta: 4 days, 10:17:31, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0361, loss_cls: 0.3539, acc: 89.7969, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.7539 2022-05-10 21:16:32,620 - mmdet - INFO - Epoch [6][850/3992] lr: 1.000e-04, eta: 4 days, 10:17:42, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0367, loss_cls: 0.3253, acc: 90.2422, loss_bbox: 0.3374, loss_mask: 0.0000, loss: 0.7366 2022-05-10 21:16:58,698 - mmdet - INFO - Epoch [6][900/3992] lr: 1.000e-04, eta: 4 days, 10:18:12, time: 0.522, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0365, loss_cls: 0.3646, acc: 89.3008, loss_bbox: 0.3378, loss_mask: 0.0000, loss: 0.7783 2022-05-10 21:17:23,844 - mmdet - INFO - Epoch [6][950/3992] lr: 1.000e-04, eta: 4 days, 10:18:08, time: 0.503, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0416, loss_cls: 0.3854, acc: 88.9043, loss_bbox: 0.3763, loss_mask: 0.0000, loss: 0.8423 2022-05-10 21:17:48,170 - mmdet - INFO - Epoch [6][1000/3992] lr: 1.000e-04, eta: 4 days, 10:17:33, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0320, loss_cls: 0.3385, acc: 89.6758, loss_bbox: 0.3403, loss_mask: 0.0000, loss: 0.7408 2022-05-10 21:18:13,560 - mmdet - INFO - Epoch [6][1050/3992] lr: 1.000e-04, eta: 4 days, 10:17:37, time: 0.508, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0413, loss_cls: 0.4118, acc: 87.9805, loss_bbox: 0.3881, loss_mask: 0.0000, loss: 0.8853 2022-05-10 21:18:38,453 - mmdet - INFO - Epoch [6][1100/3992] lr: 1.000e-04, eta: 4 days, 10:17:23, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0341, loss_cls: 0.3574, acc: 89.3633, loss_bbox: 0.3441, loss_mask: 0.0000, loss: 0.7716 2022-05-10 21:19:01,635 - mmdet - INFO - Epoch [6][1150/3992] lr: 1.000e-04, eta: 4 days, 10:16:05, time: 0.464, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0387, loss_cls: 0.3702, acc: 89.3438, loss_bbox: 0.3639, loss_mask: 0.0000, loss: 0.8151 2022-05-10 21:19:26,150 - mmdet - INFO - Epoch [6][1200/3992] lr: 1.000e-04, eta: 4 days, 10:15:37, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0373, loss_cls: 0.3423, acc: 89.6387, loss_bbox: 0.3425, loss_mask: 0.0000, loss: 0.7572 2022-05-10 21:19:51,747 - mmdet - INFO - Epoch [6][1250/3992] lr: 1.000e-04, eta: 4 days, 10:15:49, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0352, loss_cls: 0.3606, acc: 89.3652, loss_bbox: 0.3553, loss_mask: 0.0000, loss: 0.7867 2022-05-10 21:20:17,026 - mmdet - INFO - Epoch [6][1300/3992] lr: 1.000e-04, eta: 4 days, 10:15:49, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0338, loss_cls: 0.3560, acc: 89.9395, loss_bbox: 0.3458, loss_mask: 0.0000, loss: 0.7745 2022-05-10 21:20:42,157 - mmdet - INFO - Epoch [6][1350/3992] lr: 1.000e-04, eta: 4 days, 10:15:43, time: 0.503, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0304, loss_cls: 0.3456, acc: 89.6250, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.7546 2022-05-10 21:21:07,443 - mmdet - INFO - Epoch [6][1400/3992] lr: 1.000e-04, eta: 4 days, 10:15:43, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0326, loss_cls: 0.3718, acc: 89.0859, loss_bbox: 0.3604, loss_mask: 0.0000, loss: 0.8009 2022-05-10 21:21:31,803 - mmdet - INFO - Epoch [6][1450/3992] lr: 1.000e-04, eta: 4 days, 10:15:09, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0380, loss_cls: 0.3340, acc: 89.8594, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7720 2022-05-10 21:21:55,746 - mmdet - INFO - Epoch [6][1500/3992] lr: 1.000e-04, eta: 4 days, 10:14:20, time: 0.479, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0312, loss_cls: 0.3550, acc: 89.2109, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7632 2022-05-10 21:22:19,977 - mmdet - INFO - Epoch [6][1550/3992] lr: 1.000e-04, eta: 4 days, 10:13:41, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0350, loss_cls: 0.3371, acc: 89.5918, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.7463 2022-05-10 21:22:43,616 - mmdet - INFO - Epoch [6][1600/3992] lr: 1.000e-04, eta: 4 days, 10:12:42, time: 0.473, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0333, loss_cls: 0.3293, acc: 90.1523, loss_bbox: 0.3204, loss_mask: 0.0000, loss: 0.7189 2022-05-10 21:23:08,810 - mmdet - INFO - Epoch [6][1650/3992] lr: 1.000e-04, eta: 4 days, 10:12:38, time: 0.504, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0284, loss_cls: 0.3149, acc: 90.4844, loss_bbox: 0.3038, loss_mask: 0.0000, loss: 0.6727 2022-05-10 21:23:33,610 - mmdet - INFO - Epoch [6][1700/3992] lr: 1.000e-04, eta: 4 days, 10:12:20, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0350, loss_cls: 0.3492, acc: 89.7852, loss_bbox: 0.3223, loss_mask: 0.0000, loss: 0.7469 2022-05-10 21:23:58,197 - mmdet - INFO - Epoch [6][1750/3992] lr: 1.000e-04, eta: 4 days, 10:11:55, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0339, loss_cls: 0.3355, acc: 89.8574, loss_bbox: 0.3429, loss_mask: 0.0000, loss: 0.7509 2022-05-10 21:24:23,603 - mmdet - INFO - Epoch [6][1800/3992] lr: 1.000e-04, eta: 4 days, 10:11:58, time: 0.508, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0329, loss_cls: 0.3396, acc: 89.9355, loss_bbox: 0.3236, loss_mask: 0.0000, loss: 0.7320 2022-05-10 21:24:48,134 - mmdet - INFO - Epoch [6][1850/3992] lr: 1.000e-04, eta: 4 days, 10:11:31, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0394, loss_cls: 0.3859, acc: 88.7637, loss_bbox: 0.3446, loss_mask: 0.0000, loss: 0.8116 2022-05-10 21:25:13,013 - mmdet - INFO - Epoch [6][1900/3992] lr: 1.000e-04, eta: 4 days, 10:11:16, time: 0.498, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0308, loss_cls: 0.3566, acc: 89.7188, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.7557 2022-05-10 21:25:38,696 - mmdet - INFO - Epoch [6][1950/3992] lr: 1.000e-04, eta: 4 days, 10:11:29, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0356, loss_cls: 0.3692, acc: 89.4062, loss_bbox: 0.3400, loss_mask: 0.0000, loss: 0.7798 2022-05-10 21:26:03,850 - mmdet - INFO - Epoch [6][2000/3992] lr: 1.000e-04, eta: 4 days, 10:11:23, time: 0.503, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0366, loss_cls: 0.3670, acc: 89.2988, loss_bbox: 0.3507, loss_mask: 0.0000, loss: 0.7900 2022-05-10 21:26:29,204 - mmdet - INFO - Epoch [6][2050/3992] lr: 1.000e-04, eta: 4 days, 10:11:25, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0328, loss_cls: 0.3417, acc: 89.9434, loss_bbox: 0.3417, loss_mask: 0.0000, loss: 0.7490 2022-05-10 21:26:54,212 - mmdet - INFO - Epoch [6][2100/3992] lr: 1.000e-04, eta: 4 days, 10:11:14, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0369, loss_cls: 0.3743, acc: 88.9531, loss_bbox: 0.3646, loss_mask: 0.0000, loss: 0.8131 2022-05-10 21:27:18,720 - mmdet - INFO - Epoch [6][2150/3992] lr: 1.000e-04, eta: 4 days, 10:10:45, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0399, loss_cls: 0.3513, acc: 89.1426, loss_bbox: 0.3565, loss_mask: 0.0000, loss: 0.7890 2022-05-10 21:27:44,221 - mmdet - INFO - Epoch [6][2200/3992] lr: 1.000e-04, eta: 4 days, 10:10:51, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0339, loss_cls: 0.3363, acc: 90.1367, loss_bbox: 0.3217, loss_mask: 0.0000, loss: 0.7231 2022-05-10 21:28:09,531 - mmdet - INFO - Epoch [6][2250/3992] lr: 1.000e-04, eta: 4 days, 10:10:51, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0389, loss_cls: 0.3741, acc: 88.7109, loss_bbox: 0.3674, loss_mask: 0.0000, loss: 0.8138 2022-05-10 21:28:34,716 - mmdet - INFO - Epoch [6][2300/3992] lr: 1.000e-04, eta: 4 days, 10:10:46, time: 0.504, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0329, loss_cls: 0.3522, acc: 89.3340, loss_bbox: 0.3348, loss_mask: 0.0000, loss: 0.7545 2022-05-10 21:28:59,272 - mmdet - INFO - Epoch [6][2350/3992] lr: 1.000e-04, eta: 4 days, 10:10:19, time: 0.491, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0315, loss_cls: 0.3347, acc: 89.7520, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.7354 2022-05-10 21:29:24,095 - mmdet - INFO - Epoch [6][2400/3992] lr: 1.000e-04, eta: 4 days, 10:10:01, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0337, loss_cls: 0.3696, acc: 89.4473, loss_bbox: 0.3316, loss_mask: 0.0000, loss: 0.7707 2022-05-10 21:29:49,055 - mmdet - INFO - Epoch [6][2450/3992] lr: 1.000e-04, eta: 4 days, 10:09:48, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0374, loss_cls: 0.3895, acc: 89.0195, loss_bbox: 0.3518, loss_mask: 0.0000, loss: 0.8252 2022-05-10 21:30:12,965 - mmdet - INFO - Epoch [6][2500/3992] lr: 1.000e-04, eta: 4 days, 10:08:59, time: 0.478, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0348, loss_cls: 0.3784, acc: 89.0508, loss_bbox: 0.3725, loss_mask: 0.0000, loss: 0.8193 2022-05-10 21:30:37,784 - mmdet - INFO - Epoch [6][2550/3992] lr: 1.000e-04, eta: 4 days, 10:08:41, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0326, loss_cls: 0.3308, acc: 90.7305, loss_bbox: 0.3063, loss_mask: 0.0000, loss: 0.7009 2022-05-10 21:31:01,711 - mmdet - INFO - Epoch [6][2600/3992] lr: 1.000e-04, eta: 4 days, 10:07:52, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0372, loss_cls: 0.3434, acc: 89.3184, loss_bbox: 0.3637, loss_mask: 0.0000, loss: 0.7781 2022-05-10 21:31:26,910 - mmdet - INFO - Epoch [6][2650/3992] lr: 1.000e-04, eta: 4 days, 10:07:47, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0384, loss_cls: 0.3488, acc: 89.6816, loss_bbox: 0.3331, loss_mask: 0.0000, loss: 0.7593 2022-05-10 21:31:51,466 - mmdet - INFO - Epoch [6][2700/3992] lr: 1.000e-04, eta: 4 days, 10:07:20, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0337, loss_cls: 0.3468, acc: 89.7441, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.7496 2022-05-10 21:32:16,543 - mmdet - INFO - Epoch [6][2750/3992] lr: 1.000e-04, eta: 4 days, 10:07:11, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0314, loss_cls: 0.3525, acc: 89.8730, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.7515 2022-05-10 21:32:41,205 - mmdet - INFO - Epoch [6][2800/3992] lr: 1.000e-04, eta: 4 days, 10:06:48, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0370, loss_cls: 0.3399, acc: 89.6914, loss_bbox: 0.3584, loss_mask: 0.0000, loss: 0.7728 2022-05-10 21:33:06,047 - mmdet - INFO - Epoch [6][2850/3992] lr: 1.000e-04, eta: 4 days, 10:06:30, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0350, loss_cls: 0.3636, acc: 89.1680, loss_bbox: 0.3606, loss_mask: 0.0000, loss: 0.7976 2022-05-10 21:33:31,267 - mmdet - INFO - Epoch [6][2900/3992] lr: 1.000e-04, eta: 4 days, 10:06:26, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0441, loss_cls: 0.3682, acc: 88.4043, loss_bbox: 0.3966, loss_mask: 0.0000, loss: 0.8430 2022-05-10 21:33:56,660 - mmdet - INFO - Epoch [6][2950/3992] lr: 1.000e-04, eta: 4 days, 10:06:27, time: 0.508, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0325, loss_cls: 0.3624, acc: 89.0215, loss_bbox: 0.3534, loss_mask: 0.0000, loss: 0.7821 2022-05-10 21:34:21,657 - mmdet - INFO - Epoch [6][3000/3992] lr: 1.000e-04, eta: 4 days, 10:06:15, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0299, loss_cls: 0.3413, acc: 89.6875, loss_bbox: 0.3395, loss_mask: 0.0000, loss: 0.7405 2022-05-10 21:34:46,661 - mmdet - INFO - Epoch [6][3050/3992] lr: 1.000e-04, eta: 4 days, 10:06:03, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0367, loss_cls: 0.3758, acc: 88.9121, loss_bbox: 0.3634, loss_mask: 0.0000, loss: 0.8098 2022-05-10 21:35:11,584 - mmdet - INFO - Epoch [6][3100/3992] lr: 1.000e-04, eta: 4 days, 10:05:48, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0381, loss_cls: 0.3560, acc: 88.9766, loss_bbox: 0.3478, loss_mask: 0.0000, loss: 0.7754 2022-05-10 21:35:36,058 - mmdet - INFO - Epoch [6][3150/3992] lr: 1.000e-04, eta: 4 days, 10:05:18, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0320, loss_cls: 0.3450, acc: 90.0215, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.7315 2022-05-10 21:36:01,081 - mmdet - INFO - Epoch [6][3200/3992] lr: 1.000e-04, eta: 4 days, 10:05:07, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0289, loss_cls: 0.3383, acc: 89.4570, loss_bbox: 0.3472, loss_mask: 0.0000, loss: 0.7393 2022-05-10 21:36:26,401 - mmdet - INFO - Epoch [6][3250/3992] lr: 1.000e-04, eta: 4 days, 10:05:05, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0341, loss_cls: 0.3641, acc: 89.3008, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.7881 2022-05-10 21:36:51,326 - mmdet - INFO - Epoch [6][3300/3992] lr: 1.000e-04, eta: 4 days, 10:04:50, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0358, loss_cls: 0.3833, acc: 88.8281, loss_bbox: 0.3566, loss_mask: 0.0000, loss: 0.8116 2022-05-10 21:37:17,742 - mmdet - INFO - Epoch [6][3350/3992] lr: 1.000e-04, eta: 4 days, 10:05:25, time: 0.528, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0429, loss_cls: 0.3772, acc: 88.9551, loss_bbox: 0.3634, loss_mask: 0.0000, loss: 0.8231 2022-05-10 21:37:41,399 - mmdet - INFO - Epoch [6][3400/3992] lr: 1.000e-04, eta: 4 days, 10:04:28, time: 0.473, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0300, loss_cls: 0.3381, acc: 89.8496, loss_bbox: 0.3341, loss_mask: 0.0000, loss: 0.7349 2022-05-10 21:38:06,378 - mmdet - INFO - Epoch [6][3450/3992] lr: 1.000e-04, eta: 4 days, 10:04:14, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0373, loss_cls: 0.3688, acc: 88.8418, loss_bbox: 0.3668, loss_mask: 0.0000, loss: 0.8079 2022-05-10 21:38:32,326 - mmdet - INFO - Epoch [6][3500/3992] lr: 1.000e-04, eta: 4 days, 10:04:33, time: 0.519, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0344, loss_cls: 0.3390, acc: 89.9004, loss_bbox: 0.3494, loss_mask: 0.0000, loss: 0.7576 2022-05-10 21:38:57,334 - mmdet - INFO - Epoch [6][3550/3992] lr: 1.000e-04, eta: 4 days, 10:04:21, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0363, loss_cls: 0.3485, acc: 89.8652, loss_bbox: 0.3264, loss_mask: 0.0000, loss: 0.7441 2022-05-10 21:39:22,831 - mmdet - INFO - Epoch [6][3600/3992] lr: 1.000e-04, eta: 4 days, 10:04:24, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0408, loss_cls: 0.3524, acc: 89.1777, loss_bbox: 0.3711, loss_mask: 0.0000, loss: 0.8022 2022-05-10 21:39:46,672 - mmdet - INFO - Epoch [6][3650/3992] lr: 1.000e-04, eta: 4 days, 10:03:33, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0285, loss_cls: 0.3177, acc: 90.5527, loss_bbox: 0.2990, loss_mask: 0.0000, loss: 0.6800 2022-05-10 21:40:11,637 - mmdet - INFO - Epoch [6][3700/3992] lr: 1.000e-04, eta: 4 days, 10:03:19, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0303, loss_cls: 0.3592, acc: 89.7598, loss_bbox: 0.3187, loss_mask: 0.0000, loss: 0.7422 2022-05-10 21:40:37,579 - mmdet - INFO - Epoch [6][3750/3992] lr: 1.000e-04, eta: 4 days, 10:03:37, time: 0.519, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0357, loss_cls: 0.3297, acc: 89.9316, loss_bbox: 0.3221, loss_mask: 0.0000, loss: 0.7192 2022-05-10 21:41:02,092 - mmdet - INFO - Epoch [6][3800/3992] lr: 1.000e-04, eta: 4 days, 10:03:08, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0326, loss_cls: 0.3442, acc: 89.7148, loss_bbox: 0.3549, loss_mask: 0.0000, loss: 0.7629 2022-05-10 21:41:26,133 - mmdet - INFO - Epoch [6][3850/3992] lr: 1.000e-04, eta: 4 days, 10:02:24, time: 0.481, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0343, loss_cls: 0.3169, acc: 90.4316, loss_bbox: 0.3125, loss_mask: 0.0000, loss: 0.7032 2022-05-10 21:41:51,937 - mmdet - INFO - Epoch [6][3900/3992] lr: 1.000e-04, eta: 4 days, 10:02:37, time: 0.516, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0383, loss_cls: 0.3735, acc: 88.5059, loss_bbox: 0.3943, loss_mask: 0.0000, loss: 0.8398 2022-05-10 21:42:16,812 - mmdet - INFO - Epoch [6][3950/3992] lr: 1.000e-04, eta: 4 days, 10:02:20, time: 0.497, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0434, loss_cls: 0.3554, acc: 89.6406, loss_bbox: 0.3385, loss_mask: 0.0000, loss: 0.7852 2022-05-10 21:42:36,797 - mmdet - INFO - Saving checkpoint at 6 epochs 2022-05-10 21:49:24,982 - mmdet - INFO - Evaluating bbox... 2022-05-10 21:49:50,816 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.095 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.187 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.087 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.040 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.119 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.032 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.138 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-10 21:49:50,821 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.134 | table | 0.244 | desk | 0.078 | | sofa_chair | 0.329 | pillow | 0.066 | box | 0.013 | | garbage_bin | 0.332 | cabinet | 0.032 | drawer | 0.033 | | shelf | 0.077 | kitchen_counter | 0.135 | kitchen_cabinet | 0.173 | | cpu | 0.040 | bench | 0.129 | file_cabinet | 0.007 | | whiteboard | 0.125 | lamp | 0.198 | endtable | 0.111 | | bookshelf | 0.106 | coffee_table | 0.134 | dresser | 0.119 | | paper | 0.005 | printer | 0.160 | monitor | 0.205 | | back_pack | 0.039 | night_stand | 0.263 | door | 0.013 | | picture | 0.029 | ottoman | 0.168 | stool | 0.227 | | outlet | 0.000 | towel | 0.040 | tray | 0.014 | | bag | 0.011 | stove | 0.051 | bathtub | 0.289 | | scanner | 0.070 | cubby | 0.008 | mirror | 0.021 | | bottle | 0.006 | rack | 0.012 | cup | 0.054 | | thermos | 0.006 | island | 0.048 | counter | 0.024 | | bowl | 0.022 | plate | 0.008 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.036 | | cart | 0.095 | tv_stand | 0.063 | poster | 0.000 | | soap_dispenser | 0.077 | toy | nan | chair | 0.294 | | sofa | 0.338 | plant | 0.073 | bed | 0.494 | | dining_table | 0.006 | toilet | 0.450 | tv | 0.202 | | laptop | 0.114 | mouse | 0.044 | basket | 0.001 | | keyboard | 0.044 | telephone | 0.003 | microwave | 0.118 | | oven | 0.004 | paper_towel_dispenser | 0.108 | sink | 0.122 | | fridge | 0.097 | book | 0.003 | clock | 0.129 | | vase | 0.070 | fire_extinguisher | 0.008 | blinds | 0.000 | | podium | 0.062 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:49:50,825 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.286 | table | 0.462 | desk | 0.172 | | sofa_chair | 0.528 | pillow | 0.161 | box | 0.036 | | garbage_bin | 0.581 | cabinet | 0.056 | drawer | 0.060 | | shelf | 0.171 | kitchen_counter | 0.257 | kitchen_cabinet | 0.284 | | cpu | 0.122 | bench | 0.256 | file_cabinet | 0.013 | | whiteboard | 0.208 | lamp | 0.458 | endtable | 0.211 | | bookshelf | 0.264 | coffee_table | 0.278 | dresser | 0.214 | | paper | 0.012 | printer | 0.281 | monitor | 0.468 | | back_pack | 0.086 | night_stand | 0.499 | door | 0.019 | | picture | 0.056 | ottoman | 0.265 | stool | 0.437 | | outlet | 0.000 | towel | 0.076 | tray | 0.035 | | bag | 0.018 | stove | 0.101 | bathtub | 0.591 | | scanner | 0.106 | cubby | 0.014 | mirror | 0.069 | | bottle | 0.033 | rack | 0.021 | cup | 0.162 | | thermos | 0.018 | island | 0.075 | counter | 0.047 | | bowl | 0.064 | plate | 0.027 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.135 | | cart | 0.153 | tv_stand | 0.125 | poster | 0.000 | | soap_dispenser | 0.150 | toy | nan | chair | 0.651 | | sofa | 0.535 | plant | 0.149 | bed | 0.830 | | dining_table | 0.012 | toilet | 0.844 | tv | 0.371 | | laptop | 0.251 | mouse | 0.103 | basket | 0.005 | | keyboard | 0.146 | telephone | 0.008 | microwave | 0.267 | | oven | 0.010 | paper_towel_dispenser | 0.252 | sink | 0.360 | | fridge | 0.180 | book | 0.008 | clock | 0.204 | | vase | 0.129 | fire_extinguisher | 0.043 | blinds | 0.000 | | podium | 0.090 | others | 0.082 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:49:50,828 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.092 | table | 0.233 | desk | 0.070 | | sofa_chair | 0.371 | pillow | 0.038 | box | 0.005 | | garbage_bin | 0.336 | cabinet | 0.037 | drawer | 0.030 | | shelf | 0.064 | kitchen_counter | 0.114 | kitchen_cabinet | 0.187 | | cpu | 0.016 | bench | 0.132 | file_cabinet | 0.007 | | whiteboard | 0.117 | lamp | 0.140 | endtable | 0.103 | | bookshelf | 0.075 | coffee_table | 0.104 | dresser | 0.122 | | paper | 0.000 | printer | 0.197 | monitor | 0.141 | | back_pack | 0.051 | night_stand | 0.266 | door | 0.015 | | picture | 0.021 | ottoman | 0.191 | stool | 0.210 | | outlet | 0.000 | towel | 0.041 | tray | 0.012 | | bag | 0.011 | stove | 0.015 | bathtub | 0.288 | | scanner | 0.094 | cubby | 0.007 | mirror | 0.014 | | bottle | 0.000 | rack | 0.017 | cup | 0.016 | | thermos | 0.000 | island | 0.053 | counter | 0.023 | | bowl | 0.011 | plate | 0.005 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.030 | | cart | 0.099 | tv_stand | 0.032 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.225 | | sofa | 0.378 | plant | 0.060 | bed | 0.528 | | dining_table | 0.004 | toilet | 0.405 | tv | 0.216 | | laptop | 0.086 | mouse | 0.001 | basket | 0.001 | | keyboard | 0.010 | telephone | 0.000 | microwave | 0.044 | | oven | 0.000 | paper_towel_dispenser | 0.102 | sink | 0.041 | | fridge | 0.075 | book | 0.002 | clock | 0.204 | | vase | 0.093 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.090 | others | 0.019 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:49:50,829 - mmdet - INFO - Evaluating segm... 2022-05-10 21:50:21,236 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 21:50:21,241 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:50:21,244 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:50:21,248 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 21:50:21,741 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 21:50:21,741 - mmdet - INFO - Epoch(val) [6][2619] bbox_mAP: 0.0950, bbox_mAP_50: 0.1870, bbox_mAP_75: 0.0870, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0400, bbox_mAP_l: 0.1190, bbox_mAP_copypaste: 0.095 0.187 0.087 0.005 0.040 0.119, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 21:50:48,750 - mmdet - INFO - Epoch [7][50/3992] lr: 1.000e-04, eta: 4 days, 9:51:43, time: 0.540, data_time: 0.060, memory: 8365, loss_rpn_cls: 0.0509, loss_rpn_bbox: 0.0427, loss_cls: 0.3395, acc: 89.5820, loss_bbox: 0.3439, loss_mask: 0.0000, loss: 0.7771 2022-05-10 21:51:12,753 - mmdet - INFO - Epoch [7][100/3992] lr: 1.000e-04, eta: 4 days, 9:50:59, time: 0.480, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0323, loss_cls: 0.3391, acc: 89.4570, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7459 2022-05-10 21:51:36,705 - mmdet - INFO - Epoch [7][150/3992] lr: 1.000e-04, eta: 4 days, 9:50:13, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0295, loss_cls: 0.3181, acc: 90.7812, loss_bbox: 0.3042, loss_mask: 0.0000, loss: 0.6817 2022-05-10 21:52:01,269 - mmdet - INFO - Epoch [7][200/3992] lr: 1.000e-04, eta: 4 days, 9:49:47, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0349, loss_cls: 0.3593, acc: 88.7520, loss_bbox: 0.3832, loss_mask: 0.0000, loss: 0.8136 2022-05-10 21:52:26,267 - mmdet - INFO - Epoch [7][250/3992] lr: 1.000e-04, eta: 4 days, 9:49:35, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0342, loss_cls: 0.3481, acc: 89.6543, loss_bbox: 0.3312, loss_mask: 0.0000, loss: 0.7503 2022-05-10 21:52:50,106 - mmdet - INFO - Epoch [7][300/3992] lr: 1.000e-04, eta: 4 days, 9:48:46, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0332, loss_cls: 0.2951, acc: 90.5742, loss_bbox: 0.3245, loss_mask: 0.0000, loss: 0.6806 2022-05-10 21:53:15,236 - mmdet - INFO - Epoch [7][350/3992] lr: 1.000e-04, eta: 4 days, 9:48:38, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0348, loss_cls: 0.3176, acc: 90.1406, loss_bbox: 0.3459, loss_mask: 0.0000, loss: 0.7291 2022-05-10 21:53:40,197 - mmdet - INFO - Epoch [7][400/3992] lr: 1.000e-04, eta: 4 days, 9:48:25, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0383, loss_cls: 0.3583, acc: 89.0293, loss_bbox: 0.3668, loss_mask: 0.0000, loss: 0.8022 2022-05-10 21:54:05,277 - mmdet - INFO - Epoch [7][450/3992] lr: 1.000e-04, eta: 4 days, 9:48:15, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0371, loss_cls: 0.3597, acc: 89.5605, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.7815 2022-05-10 21:54:30,461 - mmdet - INFO - Epoch [7][500/3992] lr: 1.000e-04, eta: 4 days, 9:48:09, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0331, loss_cls: 0.3001, acc: 90.7148, loss_bbox: 0.3190, loss_mask: 0.0000, loss: 0.6831 2022-05-10 21:54:55,788 - mmdet - INFO - Epoch [7][550/3992] lr: 1.000e-04, eta: 4 days, 9:48:07, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0363, loss_cls: 0.3552, acc: 89.0469, loss_bbox: 0.3681, loss_mask: 0.0000, loss: 0.7915 2022-05-10 21:55:20,436 - mmdet - INFO - Epoch [7][600/3992] lr: 1.000e-04, eta: 4 days, 9:47:44, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0328, loss_cls: 0.3209, acc: 90.2441, loss_bbox: 0.3458, loss_mask: 0.0000, loss: 0.7352 2022-05-10 21:55:45,716 - mmdet - INFO - Epoch [7][650/3992] lr: 1.000e-04, eta: 4 days, 9:47:40, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0344, loss_cls: 0.3502, acc: 89.7031, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.7744 2022-05-10 21:56:10,403 - mmdet - INFO - Epoch [7][700/3992] lr: 1.000e-04, eta: 4 days, 9:47:18, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0351, loss_cls: 0.3300, acc: 89.7578, loss_bbox: 0.3530, loss_mask: 0.0000, loss: 0.7496 2022-05-10 21:56:35,250 - mmdet - INFO - Epoch [7][750/3992] lr: 1.000e-04, eta: 4 days, 9:47:01, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0323, loss_cls: 0.3244, acc: 89.8438, loss_bbox: 0.3474, loss_mask: 0.0000, loss: 0.7387 2022-05-10 21:56:59,207 - mmdet - INFO - Epoch [7][800/3992] lr: 1.000e-04, eta: 4 days, 9:46:16, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0330, loss_cls: 0.3478, acc: 89.8105, loss_bbox: 0.3417, loss_mask: 0.0000, loss: 0.7584 2022-05-10 21:57:24,390 - mmdet - INFO - Epoch [7][850/3992] lr: 1.000e-04, eta: 4 days, 9:46:09, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0353, loss_cls: 0.3511, acc: 88.9199, loss_bbox: 0.3661, loss_mask: 0.0000, loss: 0.7832 2022-05-10 21:57:49,612 - mmdet - INFO - Epoch [7][900/3992] lr: 1.000e-04, eta: 4 days, 9:46:04, time: 0.504, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0345, loss_cls: 0.3582, acc: 89.2266, loss_bbox: 0.3395, loss_mask: 0.0000, loss: 0.7601 2022-05-10 21:58:14,583 - mmdet - INFO - Epoch [7][950/3992] lr: 1.000e-04, eta: 4 days, 9:45:50, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0380, loss_cls: 0.3569, acc: 89.0586, loss_bbox: 0.3647, loss_mask: 0.0000, loss: 0.7944 2022-05-10 21:58:38,512 - mmdet - INFO - Epoch [7][1000/3992] lr: 1.000e-04, eta: 4 days, 9:45:04, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0363, loss_cls: 0.3742, acc: 88.7559, loss_bbox: 0.3610, loss_mask: 0.0000, loss: 0.8130 2022-05-10 21:59:03,377 - mmdet - INFO - Epoch [7][1050/3992] lr: 1.000e-04, eta: 4 days, 9:44:48, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0318, loss_cls: 0.3459, acc: 89.8438, loss_bbox: 0.3347, loss_mask: 0.0000, loss: 0.7437 2022-05-10 21:59:28,890 - mmdet - INFO - Epoch [7][1100/3992] lr: 1.000e-04, eta: 4 days, 9:44:51, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0482, loss_rpn_bbox: 0.0397, loss_cls: 0.3457, acc: 89.1445, loss_bbox: 0.3614, loss_mask: 0.0000, loss: 0.7949 2022-05-10 21:59:54,781 - mmdet - INFO - Epoch [7][1150/3992] lr: 1.000e-04, eta: 4 days, 9:45:05, time: 0.518, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0356, loss_cls: 0.3581, acc: 89.1895, loss_bbox: 0.3482, loss_mask: 0.0000, loss: 0.7739 2022-05-10 22:00:20,012 - mmdet - INFO - Epoch [7][1200/3992] lr: 1.000e-04, eta: 4 days, 9:45:00, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0349, loss_cls: 0.3100, acc: 90.3906, loss_bbox: 0.3028, loss_mask: 0.0000, loss: 0.6775 2022-05-10 22:00:45,463 - mmdet - INFO - Epoch [7][1250/3992] lr: 1.000e-04, eta: 4 days, 9:45:01, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0389, loss_cls: 0.3416, acc: 89.8457, loss_bbox: 0.3408, loss_mask: 0.0000, loss: 0.7538 2022-05-10 22:01:10,965 - mmdet - INFO - Epoch [7][1300/3992] lr: 1.000e-04, eta: 4 days, 9:45:03, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0362, loss_cls: 0.3621, acc: 89.5469, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.7763 2022-05-10 22:01:35,892 - mmdet - INFO - Epoch [7][1350/3992] lr: 1.000e-04, eta: 4 days, 9:44:48, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0318, loss_cls: 0.3673, acc: 89.0117, loss_bbox: 0.3736, loss_mask: 0.0000, loss: 0.8040 2022-05-10 22:02:00,359 - mmdet - INFO - Epoch [7][1400/3992] lr: 1.000e-04, eta: 4 days, 9:44:19, time: 0.489, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0379, loss_cls: 0.3727, acc: 88.4980, loss_bbox: 0.3960, loss_mask: 0.0000, loss: 0.8408 2022-05-10 22:02:25,277 - mmdet - INFO - Epoch [7][1450/3992] lr: 1.000e-04, eta: 4 days, 9:44:03, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0334, loss_cls: 0.3502, acc: 89.7793, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.7526 2022-05-10 22:02:49,730 - mmdet - INFO - Epoch [7][1500/3992] lr: 1.000e-04, eta: 4 days, 9:43:33, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0357, loss_cls: 0.3325, acc: 90.2598, loss_bbox: 0.3330, loss_mask: 0.0000, loss: 0.7353 2022-05-10 22:03:14,784 - mmdet - INFO - Epoch [7][1550/3992] lr: 1.000e-04, eta: 4 days, 9:43:22, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0350, loss_cls: 0.3692, acc: 89.0391, loss_bbox: 0.3400, loss_mask: 0.0000, loss: 0.7788 2022-05-10 22:03:39,163 - mmdet - INFO - Epoch [7][1600/3992] lr: 1.000e-04, eta: 4 days, 9:42:50, time: 0.488, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0274, loss_cls: 0.3123, acc: 90.7363, loss_bbox: 0.3125, loss_mask: 0.0000, loss: 0.6759 2022-05-10 22:04:03,994 - mmdet - INFO - Epoch [7][1650/3992] lr: 1.000e-04, eta: 4 days, 9:42:31, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0391, loss_cls: 0.3654, acc: 89.0879, loss_bbox: 0.3525, loss_mask: 0.0000, loss: 0.7956 2022-05-10 22:04:29,513 - mmdet - INFO - Epoch [7][1700/3992] lr: 1.000e-04, eta: 4 days, 9:42:34, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0403, loss_cls: 0.3471, acc: 89.5215, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7839 2022-05-10 22:04:54,230 - mmdet - INFO - Epoch [7][1750/3992] lr: 1.000e-04, eta: 4 days, 9:42:12, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0379, loss_cls: 0.3327, acc: 89.7891, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.7439 2022-05-10 22:05:19,212 - mmdet - INFO - Epoch [7][1800/3992] lr: 1.000e-04, eta: 4 days, 9:41:58, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0363, loss_cls: 0.3497, acc: 89.5781, loss_bbox: 0.3445, loss_mask: 0.0000, loss: 0.7703 2022-05-10 22:05:43,745 - mmdet - INFO - Epoch [7][1850/3992] lr: 1.000e-04, eta: 4 days, 9:41:31, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0341, loss_cls: 0.3460, acc: 89.2793, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7611 2022-05-10 22:06:09,455 - mmdet - INFO - Epoch [7][1900/3992] lr: 1.000e-04, eta: 4 days, 9:41:39, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0376, loss_cls: 0.3288, acc: 89.7539, loss_bbox: 0.3421, loss_mask: 0.0000, loss: 0.7457 2022-05-10 22:06:35,727 - mmdet - INFO - Epoch [7][1950/3992] lr: 1.000e-04, eta: 4 days, 9:42:03, time: 0.525, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0383, loss_cls: 0.3491, acc: 89.1250, loss_bbox: 0.3600, loss_mask: 0.0000, loss: 0.7851 2022-05-10 22:07:01,520 - mmdet - INFO - Epoch [7][2000/3992] lr: 1.000e-04, eta: 4 days, 9:42:13, time: 0.516, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0316, loss_cls: 0.3400, acc: 89.7676, loss_bbox: 0.3293, loss_mask: 0.0000, loss: 0.7353 2022-05-10 22:07:25,981 - mmdet - INFO - Epoch [7][2050/3992] lr: 1.000e-04, eta: 4 days, 9:41:43, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0368, loss_cls: 0.3403, acc: 89.8008, loss_bbox: 0.3451, loss_mask: 0.0000, loss: 0.7597 2022-05-10 22:07:51,964 - mmdet - INFO - Epoch [7][2100/3992] lr: 1.000e-04, eta: 4 days, 9:41:59, time: 0.520, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0397, loss_cls: 0.3875, acc: 87.9375, loss_bbox: 0.4134, loss_mask: 0.0000, loss: 0.8769 2022-05-10 22:08:16,355 - mmdet - INFO - Epoch [7][2150/3992] lr: 1.000e-04, eta: 4 days, 9:41:27, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0359, loss_cls: 0.3350, acc: 89.8457, loss_bbox: 0.3408, loss_mask: 0.0000, loss: 0.7486 2022-05-10 22:08:41,783 - mmdet - INFO - Epoch [7][2200/3992] lr: 1.000e-04, eta: 4 days, 9:41:26, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0416, loss_cls: 0.3429, acc: 89.6152, loss_bbox: 0.3395, loss_mask: 0.0000, loss: 0.7638 2022-05-10 22:09:06,294 - mmdet - INFO - Epoch [7][2250/3992] lr: 1.000e-04, eta: 4 days, 9:40:57, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0326, loss_cls: 0.3395, acc: 90.0176, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.7394 2022-05-10 22:09:31,238 - mmdet - INFO - Epoch [7][2300/3992] lr: 1.000e-04, eta: 4 days, 9:40:42, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0380, loss_cls: 0.3776, acc: 88.8711, loss_bbox: 0.3556, loss_mask: 0.0000, loss: 0.8021 2022-05-10 22:09:56,735 - mmdet - INFO - Epoch [7][2350/3992] lr: 1.000e-04, eta: 4 days, 9:40:43, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0334, loss_cls: 0.3480, acc: 89.8926, loss_bbox: 0.3264, loss_mask: 0.0000, loss: 0.7411 2022-05-10 22:10:21,963 - mmdet - INFO - Epoch [7][2400/3992] lr: 1.000e-04, eta: 4 days, 9:40:35, time: 0.505, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0313, loss_cls: 0.3301, acc: 90.1914, loss_bbox: 0.3145, loss_mask: 0.0000, loss: 0.7080 2022-05-10 22:10:46,616 - mmdet - INFO - Epoch [7][2450/3992] lr: 1.000e-04, eta: 4 days, 9:40:11, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0333, loss_cls: 0.3388, acc: 89.7715, loss_bbox: 0.3323, loss_mask: 0.0000, loss: 0.7348 2022-05-10 22:11:11,383 - mmdet - INFO - Epoch [7][2500/3992] lr: 1.000e-04, eta: 4 days, 9:39:50, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0332, loss_cls: 0.3376, acc: 89.4922, loss_bbox: 0.3478, loss_mask: 0.0000, loss: 0.7535 2022-05-10 22:11:35,926 - mmdet - INFO - Epoch [7][2550/3992] lr: 1.000e-04, eta: 4 days, 9:39:23, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0327, loss_cls: 0.3601, acc: 89.4473, loss_bbox: 0.3447, loss_mask: 0.0000, loss: 0.7690 2022-05-10 22:12:02,279 - mmdet - INFO - Epoch [7][2600/3992] lr: 1.000e-04, eta: 4 days, 9:39:48, time: 0.527, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0358, loss_cls: 0.3326, acc: 90.2578, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.7328 2022-05-10 22:12:26,280 - mmdet - INFO - Epoch [7][2650/3992] lr: 1.000e-04, eta: 4 days, 9:39:05, time: 0.480, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0339, loss_cls: 0.3345, acc: 89.8555, loss_bbox: 0.3593, loss_mask: 0.0000, loss: 0.7647 2022-05-10 22:12:50,447 - mmdet - INFO - Epoch [7][2700/3992] lr: 1.000e-04, eta: 4 days, 9:38:26, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0363, loss_cls: 0.3249, acc: 90.1777, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.7195 2022-05-10 22:13:14,501 - mmdet - INFO - Epoch [7][2750/3992] lr: 1.000e-04, eta: 4 days, 9:37:45, time: 0.481, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0352, loss_cls: 0.3831, acc: 88.4141, loss_bbox: 0.3841, loss_mask: 0.0000, loss: 0.8329 2022-05-10 22:13:39,789 - mmdet - INFO - Epoch [7][2800/3992] lr: 1.000e-04, eta: 4 days, 9:37:39, time: 0.506, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0402, loss_cls: 0.3618, acc: 88.8320, loss_bbox: 0.3659, loss_mask: 0.0000, loss: 0.7996 2022-05-10 22:14:04,280 - mmdet - INFO - Epoch [7][2850/3992] lr: 1.000e-04, eta: 4 days, 9:37:10, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0324, loss_cls: 0.3361, acc: 89.9121, loss_bbox: 0.3348, loss_mask: 0.0000, loss: 0.7467 2022-05-10 22:14:29,759 - mmdet - INFO - Epoch [7][2900/3992] lr: 1.000e-04, eta: 4 days, 9:37:09, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0355, loss_cls: 0.3634, acc: 88.9082, loss_bbox: 0.3704, loss_mask: 0.0000, loss: 0.8062 2022-05-10 22:14:54,975 - mmdet - INFO - Epoch [7][2950/3992] lr: 1.000e-04, eta: 4 days, 9:37:01, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0349, loss_cls: 0.3471, acc: 89.3672, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.7611 2022-05-10 22:15:18,966 - mmdet - INFO - Epoch [7][3000/3992] lr: 1.000e-04, eta: 4 days, 9:36:18, time: 0.480, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0292, loss_cls: 0.3113, acc: 90.6387, loss_bbox: 0.3141, loss_mask: 0.0000, loss: 0.6841 2022-05-10 22:15:44,093 - mmdet - INFO - Epoch [7][3050/3992] lr: 1.000e-04, eta: 4 days, 9:36:07, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0391, loss_cls: 0.3302, acc: 89.9453, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.7576 2022-05-10 22:16:08,378 - mmdet - INFO - Epoch [7][3100/3992] lr: 1.000e-04, eta: 4 days, 9:35:32, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0340, loss_cls: 0.3411, acc: 90.1270, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.7373 2022-05-10 22:16:32,808 - mmdet - INFO - Epoch [7][3150/3992] lr: 1.000e-04, eta: 4 days, 9:35:02, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0481, loss_rpn_bbox: 0.0386, loss_cls: 0.3373, acc: 89.6523, loss_bbox: 0.3452, loss_mask: 0.0000, loss: 0.7692 2022-05-10 22:16:57,932 - mmdet - INFO - Epoch [7][3200/3992] lr: 1.000e-04, eta: 4 days, 9:34:51, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0291, loss_cls: 0.3293, acc: 90.3242, loss_bbox: 0.3168, loss_mask: 0.0000, loss: 0.7041 2022-05-10 22:17:21,890 - mmdet - INFO - Epoch [7][3250/3992] lr: 1.000e-04, eta: 4 days, 9:34:07, time: 0.479, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0330, loss_cls: 0.3229, acc: 89.8906, loss_bbox: 0.3277, loss_mask: 0.0000, loss: 0.7133 2022-05-10 22:17:48,019 - mmdet - INFO - Epoch [7][3300/3992] lr: 1.000e-04, eta: 4 days, 9:34:24, time: 0.523, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0357, loss_cls: 0.3415, acc: 89.9004, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.7426 2022-05-10 22:18:12,928 - mmdet - INFO - Epoch [7][3350/3992] lr: 1.000e-04, eta: 4 days, 9:34:07, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0358, loss_cls: 0.3379, acc: 89.8691, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.7437 2022-05-10 22:18:38,569 - mmdet - INFO - Epoch [7][3400/3992] lr: 1.000e-04, eta: 4 days, 9:34:11, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0395, loss_cls: 0.3744, acc: 89.0410, loss_bbox: 0.3546, loss_mask: 0.0000, loss: 0.8021 2022-05-10 22:19:03,549 - mmdet - INFO - Epoch [7][3450/3992] lr: 1.000e-04, eta: 4 days, 9:33:55, time: 0.500, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0407, loss_cls: 0.3664, acc: 88.6387, loss_bbox: 0.3741, loss_mask: 0.0000, loss: 0.8258 2022-05-10 22:19:28,254 - mmdet - INFO - Epoch [7][3500/3992] lr: 1.000e-04, eta: 4 days, 9:33:32, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0358, loss_cls: 0.3507, acc: 89.5156, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.7732 2022-05-10 22:19:52,026 - mmdet - INFO - Epoch [7][3550/3992] lr: 1.000e-04, eta: 4 days, 9:32:43, time: 0.475, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0305, loss_cls: 0.3366, acc: 90.4180, loss_bbox: 0.3121, loss_mask: 0.0000, loss: 0.7183 2022-05-10 22:20:17,452 - mmdet - INFO - Epoch [7][3600/3992] lr: 1.000e-04, eta: 4 days, 9:32:41, time: 0.509, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0338, loss_cls: 0.3025, acc: 90.8340, loss_bbox: 0.2973, loss_mask: 0.0000, loss: 0.6705 2022-05-10 22:20:41,779 - mmdet - INFO - Epoch [7][3650/3992] lr: 1.000e-04, eta: 4 days, 9:32:07, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0359, loss_cls: 0.3500, acc: 89.2578, loss_bbox: 0.3526, loss_mask: 0.0000, loss: 0.7726 2022-05-10 22:21:06,314 - mmdet - INFO - Epoch [7][3700/3992] lr: 1.000e-04, eta: 4 days, 9:31:39, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0295, loss_cls: 0.3142, acc: 90.1836, loss_bbox: 0.3284, loss_mask: 0.0000, loss: 0.7055 2022-05-10 22:21:31,587 - mmdet - INFO - Epoch [7][3750/3992] lr: 1.000e-04, eta: 4 days, 9:31:32, time: 0.505, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0408, loss_cls: 0.3907, acc: 88.2832, loss_bbox: 0.3810, loss_mask: 0.0000, loss: 0.8470 2022-05-10 22:21:56,843 - mmdet - INFO - Epoch [7][3800/3992] lr: 1.000e-04, eta: 4 days, 9:31:24, time: 0.505, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0383, loss_cls: 0.3616, acc: 88.9609, loss_bbox: 0.3649, loss_mask: 0.0000, loss: 0.8032 2022-05-10 22:22:22,352 - mmdet - INFO - Epoch [7][3850/3992] lr: 1.000e-04, eta: 4 days, 9:31:24, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0309, loss_cls: 0.3287, acc: 89.6797, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.7169 2022-05-10 22:22:46,549 - mmdet - INFO - Epoch [7][3900/3992] lr: 1.000e-04, eta: 4 days, 9:30:46, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0351, loss_cls: 0.3734, acc: 88.8477, loss_bbox: 0.3541, loss_mask: 0.0000, loss: 0.7987 2022-05-10 22:23:12,011 - mmdet - INFO - Epoch [7][3950/3992] lr: 1.000e-04, eta: 4 days, 9:30:44, time: 0.509, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0395, loss_cls: 0.3742, acc: 89.1074, loss_bbox: 0.3552, loss_mask: 0.0000, loss: 0.8074 2022-05-10 22:23:33,254 - mmdet - INFO - Saving checkpoint at 7 epochs 2022-05-10 22:31:06,185 - mmdet - INFO - Evaluating bbox... 2022-05-10 22:31:34,910 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.086 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.174 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.076 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.033 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.113 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.047 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.281 2022-05-10 22:31:34,914 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.095 | table | 0.216 | desk | 0.066 | | sofa_chair | 0.381 | pillow | 0.084 | box | 0.012 | | garbage_bin | 0.297 | cabinet | 0.027 | drawer | 0.020 | | shelf | 0.044 | kitchen_counter | 0.094 | kitchen_cabinet | 0.129 | | cpu | 0.009 | bench | 0.103 | file_cabinet | 0.006 | | whiteboard | 0.087 | lamp | 0.180 | endtable | 0.054 | | bookshelf | 0.121 | coffee_table | 0.132 | dresser | 0.144 | | paper | 0.001 | printer | 0.063 | monitor | 0.166 | | back_pack | 0.027 | night_stand | 0.259 | door | 0.010 | | picture | 0.011 | ottoman | 0.132 | stool | 0.190 | | outlet | 0.000 | towel | 0.035 | tray | 0.035 | | bag | 0.034 | stove | 0.052 | bathtub | 0.217 | | scanner | 0.064 | cubby | 0.016 | mirror | 0.019 | | bottle | 0.004 | rack | 0.005 | cup | 0.049 | | thermos | 0.014 | island | 0.050 | counter | 0.020 | | bowl | 0.028 | plate | 0.003 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.074 | | cart | 0.081 | tv_stand | 0.039 | poster | 0.000 | | soap_dispenser | 0.010 | toy | nan | chair | 0.275 | | sofa | 0.282 | plant | 0.047 | bed | 0.520 | | dining_table | 0.008 | toilet | 0.457 | tv | 0.173 | | laptop | 0.073 | mouse | 0.021 | basket | 0.001 | | keyboard | 0.019 | telephone | 0.024 | microwave | 0.093 | | oven | 0.014 | paper_towel_dispenser | 0.354 | sink | 0.090 | | fridge | 0.083 | book | 0.020 | clock | 0.079 | | vase | 0.017 | fire_extinguisher | 0.025 | blinds | 0.000 | | podium | 0.055 | others | 0.029 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:31:34,918 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.215 | table | 0.422 | desk | 0.160 | | sofa_chair | 0.566 | pillow | 0.233 | box | 0.029 | | garbage_bin | 0.587 | cabinet | 0.046 | drawer | 0.038 | | shelf | 0.097 | kitchen_counter | 0.207 | kitchen_cabinet | 0.223 | | cpu | 0.028 | bench | 0.220 | file_cabinet | 0.011 | | whiteboard | 0.151 | lamp | 0.395 | endtable | 0.126 | | bookshelf | 0.260 | coffee_table | 0.294 | dresser | 0.246 | | paper | 0.002 | printer | 0.120 | monitor | 0.414 | | back_pack | 0.094 | night_stand | 0.478 | door | 0.021 | | picture | 0.028 | ottoman | 0.223 | stool | 0.357 | | outlet | 0.000 | towel | 0.066 | tray | 0.081 | | bag | 0.051 | stove | 0.097 | bathtub | 0.487 | | scanner | 0.120 | cubby | 0.032 | mirror | 0.048 | | bottle | 0.013 | rack | 0.009 | cup | 0.134 | | thermos | 0.037 | island | 0.092 | counter | 0.041 | | bowl | 0.111 | plate | 0.013 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.328 | | cart | 0.135 | tv_stand | 0.109 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.631 | | sofa | 0.469 | plant | 0.146 | bed | 0.819 | | dining_table | 0.018 | toilet | 0.769 | tv | 0.325 | | laptop | 0.195 | mouse | 0.078 | basket | 0.002 | | keyboard | 0.074 | telephone | 0.070 | microwave | 0.228 | | oven | 0.021 | paper_towel_dispenser | 0.604 | sink | 0.320 | | fridge | 0.189 | book | 0.036 | clock | 0.145 | | vase | 0.042 | fire_extinguisher | 0.096 | blinds | 0.000 | | podium | 0.104 | others | 0.080 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:31:34,921 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.036 | table | 0.198 | desk | 0.045 | | sofa_chair | 0.457 | pillow | 0.031 | box | 0.008 | | garbage_bin | 0.274 | cabinet | 0.028 | drawer | 0.020 | | shelf | 0.040 | kitchen_counter | 0.075 | kitchen_cabinet | 0.125 | | cpu | 0.000 | bench | 0.055 | file_cabinet | 0.006 | | whiteboard | 0.098 | lamp | 0.123 | endtable | 0.033 | | bookshelf | 0.099 | coffee_table | 0.070 | dresser | 0.164 | | paper | 0.000 | printer | 0.068 | monitor | 0.095 | | back_pack | 0.012 | night_stand | 0.251 | door | 0.009 | | picture | 0.010 | ottoman | 0.141 | stool | 0.180 | | outlet | 0.000 | towel | 0.034 | tray | 0.046 | | bag | 0.044 | stove | 0.069 | bathtub | 0.139 | | scanner | 0.018 | cubby | 0.016 | mirror | 0.010 | | bottle | 0.001 | rack | 0.006 | cup | 0.022 | | thermos | 0.007 | island | 0.042 | counter | 0.018 | | bowl | 0.016 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.008 | | cart | 0.096 | tv_stand | 0.030 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.199 | | sofa | 0.306 | plant | 0.028 | bed | 0.580 | | dining_table | 0.004 | toilet | 0.538 | tv | 0.180 | | laptop | 0.029 | mouse | 0.001 | basket | 0.001 | | keyboard | 0.009 | telephone | 0.003 | microwave | 0.025 | | oven | 0.015 | paper_towel_dispenser | 0.406 | sink | 0.021 | | fridge | 0.049 | book | 0.024 | clock | 0.079 | | vase | 0.009 | fire_extinguisher | 0.014 | blinds | 0.000 | | podium | 0.044 | others | 0.015 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:31:34,921 - mmdet - INFO - Evaluating segm... 2022-05-10 22:32:10,608 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 22:32:10,613 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:32:10,618 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:32:10,622 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 22:32:11,208 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 22:32:11,208 - mmdet - INFO - Epoch(val) [7][2619] bbox_mAP: 0.0860, bbox_mAP_50: 0.1740, bbox_mAP_75: 0.0760, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0330, bbox_mAP_l: 0.1130, bbox_mAP_copypaste: 0.086 0.174 0.076 0.005 0.033 0.113, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 22:32:37,212 - mmdet - INFO - Epoch [8][50/3992] lr: 1.000e-04, eta: 4 days, 9:21:06, time: 0.520, data_time: 0.059, memory: 8365, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0338, loss_cls: 0.3162, acc: 90.5098, loss_bbox: 0.3302, loss_mask: 0.0000, loss: 0.7165 2022-05-10 22:33:01,600 - mmdet - INFO - Epoch [8][100/3992] lr: 1.000e-04, eta: 4 days, 9:20:35, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0395, loss_cls: 0.3665, acc: 88.8945, loss_bbox: 0.3618, loss_mask: 0.0000, loss: 0.8110 2022-05-10 22:33:25,173 - mmdet - INFO - Epoch [8][150/3992] lr: 1.000e-04, eta: 4 days, 9:19:42, time: 0.471, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0346, loss_cls: 0.3306, acc: 89.8594, loss_bbox: 0.3495, loss_mask: 0.0000, loss: 0.7532 2022-05-10 22:33:50,642 - mmdet - INFO - Epoch [8][200/3992] lr: 1.000e-04, eta: 4 days, 9:19:41, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0379, loss_cls: 0.3302, acc: 89.7734, loss_bbox: 0.3538, loss_mask: 0.0000, loss: 0.7511 2022-05-10 22:34:15,420 - mmdet - INFO - Epoch [8][250/3992] lr: 1.000e-04, eta: 4 days, 9:19:21, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0340, loss_cls: 0.3446, acc: 89.6543, loss_bbox: 0.3467, loss_mask: 0.0000, loss: 0.7589 2022-05-10 22:34:40,627 - mmdet - INFO - Epoch [8][300/3992] lr: 1.000e-04, eta: 4 days, 9:19:12, time: 0.504, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0416, loss_cls: 0.3640, acc: 88.6055, loss_bbox: 0.3988, loss_mask: 0.0000, loss: 0.8448 2022-05-10 22:35:05,697 - mmdet - INFO - Epoch [8][350/3992] lr: 1.000e-04, eta: 4 days, 9:19:00, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0313, loss_cls: 0.3343, acc: 89.8047, loss_bbox: 0.3422, loss_mask: 0.0000, loss: 0.7384 2022-05-10 22:35:30,569 - mmdet - INFO - Epoch [8][400/3992] lr: 1.000e-04, eta: 4 days, 9:18:42, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0344, loss_cls: 0.3163, acc: 90.3496, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.7183 2022-05-10 22:35:55,050 - mmdet - INFO - Epoch [8][450/3992] lr: 1.000e-04, eta: 4 days, 9:18:14, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0410, loss_cls: 0.3357, acc: 89.4297, loss_bbox: 0.3646, loss_mask: 0.0000, loss: 0.7827 2022-05-10 22:36:21,606 - mmdet - INFO - Epoch [8][500/3992] lr: 1.000e-04, eta: 4 days, 9:18:42, time: 0.531, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0377, loss_cls: 0.3339, acc: 89.3906, loss_bbox: 0.3471, loss_mask: 0.0000, loss: 0.7526 2022-05-10 22:36:46,918 - mmdet - INFO - Epoch [8][550/3992] lr: 1.000e-04, eta: 4 days, 9:18:36, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0369, loss_cls: 0.3400, acc: 89.8418, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.7380 2022-05-10 22:37:11,767 - mmdet - INFO - Epoch [8][600/3992] lr: 1.000e-04, eta: 4 days, 9:18:18, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0342, loss_cls: 0.3380, acc: 90.1094, loss_bbox: 0.3205, loss_mask: 0.0000, loss: 0.7282 2022-05-10 22:37:37,273 - mmdet - INFO - Epoch [8][650/3992] lr: 1.000e-04, eta: 4 days, 9:18:17, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0369, loss_cls: 0.3594, acc: 89.1758, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.7797 2022-05-10 22:38:01,780 - mmdet - INFO - Epoch [8][700/3992] lr: 1.000e-04, eta: 4 days, 9:17:49, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0386, loss_cls: 0.3473, acc: 89.2910, loss_bbox: 0.3521, loss_mask: 0.0000, loss: 0.7735 2022-05-10 22:38:26,890 - mmdet - INFO - Epoch [8][750/3992] lr: 1.000e-04, eta: 4 days, 9:17:37, time: 0.502, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0379, loss_cls: 0.3239, acc: 89.3965, loss_bbox: 0.3582, loss_mask: 0.0000, loss: 0.7542 2022-05-10 22:38:50,794 - mmdet - INFO - Epoch [8][800/3992] lr: 1.000e-04, eta: 4 days, 9:16:54, time: 0.478, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0331, loss_cls: 0.3381, acc: 89.9766, loss_bbox: 0.3224, loss_mask: 0.0000, loss: 0.7272 2022-05-10 22:39:15,420 - mmdet - INFO - Epoch [8][850/3992] lr: 1.000e-04, eta: 4 days, 9:16:29, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0352, loss_cls: 0.3389, acc: 90.1582, loss_bbox: 0.3314, loss_mask: 0.0000, loss: 0.7401 2022-05-10 22:39:39,901 - mmdet - INFO - Epoch [8][900/3992] lr: 1.000e-04, eta: 4 days, 9:16:01, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0313, loss_cls: 0.3290, acc: 90.2500, loss_bbox: 0.3240, loss_mask: 0.0000, loss: 0.7219 2022-05-10 22:40:05,219 - mmdet - INFO - Epoch [8][950/3992] lr: 1.000e-04, eta: 4 days, 9:15:55, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0374, loss_cls: 0.3415, acc: 89.4609, loss_bbox: 0.3521, loss_mask: 0.0000, loss: 0.7648 2022-05-10 22:40:29,668 - mmdet - INFO - Epoch [8][1000/3992] lr: 1.000e-04, eta: 4 days, 9:15:25, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0292, loss_cls: 0.3133, acc: 90.2949, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.6886 2022-05-10 22:40:53,708 - mmdet - INFO - Epoch [8][1050/3992] lr: 1.000e-04, eta: 4 days, 9:14:45, time: 0.481, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0300, loss_cls: 0.3174, acc: 90.9512, loss_bbox: 0.2958, loss_mask: 0.0000, loss: 0.6734 2022-05-10 22:41:18,844 - mmdet - INFO - Epoch [8][1100/3992] lr: 1.000e-04, eta: 4 days, 9:14:34, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0365, loss_cls: 0.3479, acc: 89.1289, loss_bbox: 0.3526, loss_mask: 0.0000, loss: 0.7659 2022-05-10 22:41:43,835 - mmdet - INFO - Epoch [8][1150/3992] lr: 1.000e-04, eta: 4 days, 9:14:19, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0376, loss_cls: 0.3311, acc: 89.8828, loss_bbox: 0.3472, loss_mask: 0.0000, loss: 0.7553 2022-05-10 22:42:08,706 - mmdet - INFO - Epoch [8][1200/3992] lr: 1.000e-04, eta: 4 days, 9:14:01, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0345, loss_cls: 0.3556, acc: 89.4746, loss_bbox: 0.3413, loss_mask: 0.0000, loss: 0.7657 2022-05-10 22:42:33,565 - mmdet - INFO - Epoch [8][1250/3992] lr: 1.000e-04, eta: 4 days, 9:13:43, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0374, loss_cls: 0.3375, acc: 89.3379, loss_bbox: 0.3732, loss_mask: 0.0000, loss: 0.7872 2022-05-10 22:42:58,161 - mmdet - INFO - Epoch [8][1300/3992] lr: 1.000e-04, eta: 4 days, 9:13:17, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0362, loss_cls: 0.3237, acc: 89.9258, loss_bbox: 0.3372, loss_mask: 0.0000, loss: 0.7310 2022-05-10 22:43:23,429 - mmdet - INFO - Epoch [8][1350/3992] lr: 1.000e-04, eta: 4 days, 9:13:10, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0374, loss_cls: 0.3160, acc: 90.0078, loss_bbox: 0.3292, loss_mask: 0.0000, loss: 0.7164 2022-05-10 22:43:48,786 - mmdet - INFO - Epoch [8][1400/3992] lr: 1.000e-04, eta: 4 days, 9:13:04, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0403, loss_cls: 0.3318, acc: 89.9453, loss_bbox: 0.3388, loss_mask: 0.0000, loss: 0.7543 2022-05-10 22:44:14,235 - mmdet - INFO - Epoch [8][1450/3992] lr: 1.000e-04, eta: 4 days, 9:13:01, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0380, loss_cls: 0.3637, acc: 88.8613, loss_bbox: 0.3706, loss_mask: 0.0000, loss: 0.8017 2022-05-10 22:44:39,975 - mmdet - INFO - Epoch [8][1500/3992] lr: 1.000e-04, eta: 4 days, 9:13:05, time: 0.515, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0339, loss_cls: 0.3200, acc: 90.1738, loss_bbox: 0.3384, loss_mask: 0.0000, loss: 0.7283 2022-05-10 22:45:04,790 - mmdet - INFO - Epoch [8][1550/3992] lr: 1.000e-04, eta: 4 days, 9:12:46, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0353, loss_cls: 0.3474, acc: 89.3906, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.7621 2022-05-10 22:45:29,596 - mmdet - INFO - Epoch [8][1600/3992] lr: 1.000e-04, eta: 4 days, 9:12:26, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0508, loss_rpn_bbox: 0.0455, loss_cls: 0.5857, acc: 88.1211, loss_bbox: 0.3954, loss_mask: 0.0000, loss: 1.0774 2022-05-10 22:45:55,133 - mmdet - INFO - Epoch [8][1650/3992] lr: 1.000e-04, eta: 4 days, 9:12:25, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0385, loss_cls: 0.4048, acc: 88.1973, loss_bbox: 0.3882, loss_mask: 0.0000, loss: 0.8766 2022-05-10 22:46:19,079 - mmdet - INFO - Epoch [8][1700/3992] lr: 1.000e-04, eta: 4 days, 9:11:42, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0379, loss_cls: 0.3416, acc: 90.1992, loss_bbox: 0.3231, loss_mask: 0.0000, loss: 0.7442 2022-05-10 22:46:43,756 - mmdet - INFO - Epoch [8][1750/3992] lr: 1.000e-04, eta: 4 days, 9:11:19, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0434, loss_rpn_bbox: 0.0349, loss_cls: 0.3233, acc: 90.2520, loss_bbox: 0.3331, loss_mask: 0.0000, loss: 0.7347 2022-05-10 22:47:08,665 - mmdet - INFO - Epoch [8][1800/3992] lr: 1.000e-04, eta: 4 days, 9:11:01, time: 0.498, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0350, loss_cls: 0.3436, acc: 89.5215, loss_bbox: 0.3448, loss_mask: 0.0000, loss: 0.7630 2022-05-10 22:47:32,793 - mmdet - INFO - Epoch [8][1850/3992] lr: 1.000e-04, eta: 4 days, 9:10:24, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0341, loss_cls: 0.3241, acc: 90.3477, loss_bbox: 0.3241, loss_mask: 0.0000, loss: 0.7128 2022-05-10 22:47:57,427 - mmdet - INFO - Epoch [8][1900/3992] lr: 1.000e-04, eta: 4 days, 9:09:59, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0337, loss_cls: 0.3569, acc: 89.2559, loss_bbox: 0.3547, loss_mask: 0.0000, loss: 0.7811 2022-05-10 22:48:22,287 - mmdet - INFO - Epoch [8][1950/3992] lr: 1.000e-04, eta: 4 days, 9:09:40, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0341, loss_cls: 0.3371, acc: 89.8594, loss_bbox: 0.3581, loss_mask: 0.0000, loss: 0.7625 2022-05-10 22:48:47,741 - mmdet - INFO - Epoch [8][2000/3992] lr: 1.000e-04, eta: 4 days, 9:09:37, time: 0.509, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0433, loss_cls: 0.3615, acc: 89.0879, loss_bbox: 0.3775, loss_mask: 0.0000, loss: 0.8219 2022-05-10 22:49:12,384 - mmdet - INFO - Epoch [8][2050/3992] lr: 1.000e-04, eta: 4 days, 9:09:12, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0323, loss_cls: 0.3075, acc: 90.7852, loss_bbox: 0.3204, loss_mask: 0.0000, loss: 0.6945 2022-05-10 22:49:37,160 - mmdet - INFO - Epoch [8][2100/3992] lr: 1.000e-04, eta: 4 days, 9:08:51, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0346, loss_cls: 0.3134, acc: 90.2930, loss_bbox: 0.3224, loss_mask: 0.0000, loss: 0.7070 2022-05-10 22:50:01,674 - mmdet - INFO - Epoch [8][2150/3992] lr: 1.000e-04, eta: 4 days, 9:08:24, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0340, loss_cls: 0.3223, acc: 90.4336, loss_bbox: 0.3312, loss_mask: 0.0000, loss: 0.7197 2022-05-10 22:50:27,029 - mmdet - INFO - Epoch [8][2200/3992] lr: 1.000e-04, eta: 4 days, 9:08:18, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0390, loss_cls: 0.3324, acc: 90.0586, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7536 2022-05-10 22:50:52,072 - mmdet - INFO - Epoch [8][2250/3992] lr: 1.000e-04, eta: 4 days, 9:08:03, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0311, loss_cls: 0.3084, acc: 90.4434, loss_bbox: 0.3322, loss_mask: 0.0000, loss: 0.7012 2022-05-10 22:51:16,507 - mmdet - INFO - Epoch [8][2300/3992] lr: 1.000e-04, eta: 4 days, 9:07:34, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0307, loss_cls: 0.3137, acc: 90.5371, loss_bbox: 0.3155, loss_mask: 0.0000, loss: 0.6889 2022-05-10 22:51:41,672 - mmdet - INFO - Epoch [8][2350/3992] lr: 1.000e-04, eta: 4 days, 9:07:22, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0399, loss_cls: 0.3679, acc: 88.4238, loss_bbox: 0.3727, loss_mask: 0.0000, loss: 0.8161 2022-05-10 22:52:06,688 - mmdet - INFO - Epoch [8][2400/3992] lr: 1.000e-04, eta: 4 days, 9:07:07, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0366, loss_cls: 0.3174, acc: 89.9297, loss_bbox: 0.3355, loss_mask: 0.0000, loss: 0.7186 2022-05-10 22:52:31,580 - mmdet - INFO - Epoch [8][2450/3992] lr: 1.000e-04, eta: 4 days, 9:06:49, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0327, loss_cls: 0.3422, acc: 89.8145, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.7506 2022-05-10 22:52:56,241 - mmdet - INFO - Epoch [8][2500/3992] lr: 1.000e-04, eta: 4 days, 9:06:25, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0341, loss_cls: 0.3397, acc: 89.8418, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.7582 2022-05-10 22:53:21,147 - mmdet - INFO - Epoch [8][2550/3992] lr: 1.000e-04, eta: 4 days, 9:06:07, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0374, loss_cls: 0.3256, acc: 90.1406, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7489 2022-05-10 22:53:45,765 - mmdet - INFO - Epoch [8][2600/3992] lr: 1.000e-04, eta: 4 days, 9:05:42, time: 0.492, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0345, loss_cls: 0.3060, acc: 90.8887, loss_bbox: 0.3074, loss_mask: 0.0000, loss: 0.6776 2022-05-10 22:54:10,695 - mmdet - INFO - Epoch [8][2650/3992] lr: 1.000e-04, eta: 4 days, 9:05:25, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0337, loss_cls: 0.3610, acc: 88.9277, loss_bbox: 0.3706, loss_mask: 0.0000, loss: 0.8001 2022-05-10 22:54:36,432 - mmdet - INFO - Epoch [8][2700/3992] lr: 1.000e-04, eta: 4 days, 9:05:28, time: 0.515, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0562, loss_rpn_bbox: 0.0437, loss_cls: 0.3528, acc: 89.2949, loss_bbox: 0.3595, loss_mask: 0.0000, loss: 0.8121 2022-05-10 22:55:00,803 - mmdet - INFO - Epoch [8][2750/3992] lr: 1.000e-04, eta: 4 days, 9:04:57, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0334, loss_cls: 0.3424, acc: 89.9688, loss_bbox: 0.3353, loss_mask: 0.0000, loss: 0.7408 2022-05-10 22:55:25,509 - mmdet - INFO - Epoch [8][2800/3992] lr: 1.000e-04, eta: 4 days, 9:04:34, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0317, loss_cls: 0.3634, acc: 89.2031, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.7674 2022-05-10 22:55:51,682 - mmdet - INFO - Epoch [8][2850/3992] lr: 1.000e-04, eta: 4 days, 9:04:47, time: 0.523, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0394, loss_cls: 0.3565, acc: 89.1035, loss_bbox: 0.3741, loss_mask: 0.0000, loss: 0.8129 2022-05-10 22:56:16,578 - mmdet - INFO - Epoch [8][2900/3992] lr: 1.000e-04, eta: 4 days, 9:04:29, time: 0.498, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0328, loss_cls: 0.3135, acc: 89.9707, loss_bbox: 0.3438, loss_mask: 0.0000, loss: 0.7185 2022-05-10 22:56:41,864 - mmdet - INFO - Epoch [8][2950/3992] lr: 1.000e-04, eta: 4 days, 9:04:20, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0394, loss_cls: 0.3401, acc: 90.0000, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.7449 2022-05-10 22:57:06,538 - mmdet - INFO - Epoch [8][3000/3992] lr: 1.000e-04, eta: 4 days, 9:03:57, time: 0.493, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0255, loss_cls: 0.2943, acc: 90.7090, loss_bbox: 0.3007, loss_mask: 0.0000, loss: 0.6491 2022-05-10 22:57:31,503 - mmdet - INFO - Epoch [8][3050/3992] lr: 1.000e-04, eta: 4 days, 9:03:40, time: 0.499, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0385, loss_cls: 0.3553, acc: 88.9180, loss_bbox: 0.3795, loss_mask: 0.0000, loss: 0.8018 2022-05-10 22:57:56,019 - mmdet - INFO - Epoch [8][3100/3992] lr: 1.000e-04, eta: 4 days, 9:03:12, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0319, loss_cls: 0.3194, acc: 90.2129, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.6965 2022-05-10 22:58:21,671 - mmdet - INFO - Epoch [8][3150/3992] lr: 1.000e-04, eta: 4 days, 9:03:12, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0356, loss_cls: 0.3330, acc: 89.5039, loss_bbox: 0.3612, loss_mask: 0.0000, loss: 0.7626 2022-05-10 22:58:46,456 - mmdet - INFO - Epoch [8][3200/3992] lr: 1.000e-04, eta: 4 days, 9:02:51, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0334, loss_cls: 0.3065, acc: 90.4941, loss_bbox: 0.3137, loss_mask: 0.0000, loss: 0.6796 2022-05-10 22:59:11,983 - mmdet - INFO - Epoch [8][3250/3992] lr: 1.000e-04, eta: 4 days, 9:02:48, time: 0.511, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0376, loss_cls: 0.3391, acc: 89.0527, loss_bbox: 0.3623, loss_mask: 0.0000, loss: 0.7747 2022-05-10 22:59:36,385 - mmdet - INFO - Epoch [8][3300/3992] lr: 1.000e-04, eta: 4 days, 9:02:18, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0578, loss_rpn_bbox: 0.0374, loss_cls: 0.3217, acc: 89.7773, loss_bbox: 0.3530, loss_mask: 0.0000, loss: 0.7699 2022-05-10 23:00:01,605 - mmdet - INFO - Epoch [8][3350/3992] lr: 1.000e-04, eta: 4 days, 9:02:07, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0344, loss_cls: 0.3319, acc: 89.7871, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.7260 2022-05-10 23:00:26,238 - mmdet - INFO - Epoch [8][3400/3992] lr: 1.000e-04, eta: 4 days, 9:01:42, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0329, loss_cls: 0.3216, acc: 90.2324, loss_bbox: 0.3290, loss_mask: 0.0000, loss: 0.7116 2022-05-10 23:00:51,330 - mmdet - INFO - Epoch [8][3450/3992] lr: 1.000e-04, eta: 4 days, 9:01:28, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0312, loss_cls: 0.3306, acc: 90.0176, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.7282 2022-05-10 23:01:16,673 - mmdet - INFO - Epoch [8][3500/3992] lr: 1.000e-04, eta: 4 days, 9:01:21, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0321, loss_cls: 0.3366, acc: 89.4316, loss_bbox: 0.3668, loss_mask: 0.0000, loss: 0.7637 2022-05-10 23:01:41,151 - mmdet - INFO - Epoch [8][3550/3992] lr: 1.000e-04, eta: 4 days, 9:00:52, time: 0.490, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0370, loss_cls: 0.3463, acc: 89.0938, loss_bbox: 0.3860, loss_mask: 0.0000, loss: 0.8029 2022-05-10 23:02:04,818 - mmdet - INFO - Epoch [8][3600/3992] lr: 1.000e-04, eta: 4 days, 9:00:03, time: 0.473, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0446, loss_rpn_bbox: 0.0384, loss_cls: 0.3299, acc: 89.7852, loss_bbox: 0.3617, loss_mask: 0.0000, loss: 0.7746 2022-05-10 23:02:30,110 - mmdet - INFO - Epoch [8][3650/3992] lr: 1.000e-04, eta: 4 days, 8:59:54, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0341, loss_cls: 0.3179, acc: 90.3242, loss_bbox: 0.3214, loss_mask: 0.0000, loss: 0.7083 2022-05-10 23:02:54,900 - mmdet - INFO - Epoch [8][3700/3992] lr: 1.000e-04, eta: 4 days, 8:59:33, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0332, loss_cls: 0.3218, acc: 89.9395, loss_bbox: 0.3370, loss_mask: 0.0000, loss: 0.7305 2022-05-10 23:03:20,558 - mmdet - INFO - Epoch [8][3750/3992] lr: 1.000e-04, eta: 4 days, 8:59:33, time: 0.513, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0321, loss_cls: 0.3141, acc: 90.0273, loss_bbox: 0.3413, loss_mask: 0.0000, loss: 0.7196 2022-05-10 23:03:45,209 - mmdet - INFO - Epoch [8][3800/3992] lr: 1.000e-04, eta: 4 days, 8:59:08, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0318, loss_cls: 0.3194, acc: 90.0547, loss_bbox: 0.3431, loss_mask: 0.0000, loss: 0.7246 2022-05-10 23:04:10,277 - mmdet - INFO - Epoch [8][3850/3992] lr: 1.000e-04, eta: 4 days, 8:58:54, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0379, loss_cls: 0.3149, acc: 90.5020, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.7225 2022-05-10 23:04:33,794 - mmdet - INFO - Epoch [8][3900/3992] lr: 1.000e-04, eta: 4 days, 8:58:02, time: 0.470, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0338, loss_cls: 0.3303, acc: 89.7383, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.7247 2022-05-10 23:04:58,529 - mmdet - INFO - Epoch [8][3950/3992] lr: 1.000e-04, eta: 4 days, 8:57:39, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0361, loss_cls: 0.3778, acc: 88.8203, loss_bbox: 0.3750, loss_mask: 0.0000, loss: 0.8304 2022-05-10 23:05:19,766 - mmdet - INFO - Saving checkpoint at 8 epochs 2022-05-10 23:11:36,543 - mmdet - INFO - Evaluating bbox... 2022-05-10 23:11:58,450 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.102 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.199 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.096 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.001 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.048 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.132 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.013 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.129 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.285 2022-05-10 23:11:58,454 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.250 | desk | 0.089 | | sofa_chair | 0.429 | pillow | 0.055 | box | 0.015 | | garbage_bin | 0.350 | cabinet | 0.038 | drawer | 0.029 | | shelf | 0.045 | kitchen_counter | 0.158 | kitchen_cabinet | 0.193 | | cpu | 0.034 | bench | 0.130 | file_cabinet | 0.021 | | whiteboard | 0.100 | lamp | 0.195 | endtable | 0.120 | | bookshelf | 0.129 | coffee_table | 0.167 | dresser | 0.113 | | paper | 0.003 | printer | 0.129 | monitor | 0.179 | | back_pack | 0.042 | night_stand | 0.281 | door | 0.008 | | picture | 0.043 | ottoman | 0.179 | stool | 0.218 | | outlet | 0.000 | towel | 0.070 | tray | 0.007 | | bag | 0.023 | stove | 0.076 | bathtub | 0.296 | | scanner | 0.128 | cubby | 0.019 | mirror | 0.015 | | bottle | 0.026 | rack | 0.007 | cup | 0.047 | | thermos | 0.026 | island | 0.080 | counter | 0.021 | | bowl | 0.036 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.123 | | cart | 0.087 | tv_stand | 0.058 | poster | 0.000 | | soap_dispenser | 0.058 | toy | nan | chair | 0.299 | | sofa | 0.311 | plant | 0.041 | bed | 0.504 | | dining_table | 0.009 | toilet | 0.476 | tv | 0.251 | | laptop | 0.070 | mouse | 0.030 | basket | 0.001 | | keyboard | 0.027 | telephone | 0.043 | microwave | 0.193 | | oven | 0.008 | paper_towel_dispenser | 0.143 | sink | 0.108 | | fridge | 0.102 | book | 0.013 | clock | 0.070 | | vase | 0.046 | fire_extinguisher | 0.114 | blinds | 0.003 | | podium | 0.074 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:11:58,457 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.267 | table | 0.479 | desk | 0.188 | | sofa_chair | 0.629 | pillow | 0.152 | box | 0.040 | | garbage_bin | 0.608 | cabinet | 0.081 | drawer | 0.054 | | shelf | 0.112 | kitchen_counter | 0.297 | kitchen_cabinet | 0.338 | | cpu | 0.064 | bench | 0.273 | file_cabinet | 0.033 | | whiteboard | 0.188 | lamp | 0.433 | endtable | 0.257 | | bookshelf | 0.330 | coffee_table | 0.329 | dresser | 0.202 | | paper | 0.008 | printer | 0.246 | monitor | 0.420 | | back_pack | 0.084 | night_stand | 0.519 | door | 0.016 | | picture | 0.080 | ottoman | 0.271 | stool | 0.427 | | outlet | 0.000 | towel | 0.108 | tray | 0.023 | | bag | 0.030 | stove | 0.147 | bathtub | 0.667 | | scanner | 0.184 | cubby | 0.031 | mirror | 0.043 | | bottle | 0.050 | rack | 0.013 | cup | 0.133 | | thermos | 0.062 | island | 0.112 | counter | 0.034 | | bowl | 0.108 | plate | 0.009 | organizer | 0.003 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.338 | | cart | 0.163 | tv_stand | 0.129 | poster | 0.000 | | soap_dispenser | 0.086 | toy | nan | chair | 0.666 | | sofa | 0.521 | plant | 0.104 | bed | 0.812 | | dining_table | 0.028 | toilet | 0.822 | tv | 0.457 | | laptop | 0.173 | mouse | 0.062 | basket | 0.002 | | keyboard | 0.104 | telephone | 0.076 | microwave | 0.383 | | oven | 0.010 | paper_towel_dispenser | 0.361 | sink | 0.317 | | fridge | 0.215 | book | 0.039 | clock | 0.150 | | vase | 0.109 | fire_extinguisher | 0.219 | blinds | 0.006 | | podium | 0.103 | others | 0.087 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:11:58,461 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.058 | table | 0.230 | desk | 0.082 | | sofa_chair | 0.515 | pillow | 0.025 | box | 0.009 | | garbage_bin | 0.354 | cabinet | 0.034 | drawer | 0.032 | | shelf | 0.026 | kitchen_counter | 0.141 | kitchen_cabinet | 0.205 | | cpu | 0.024 | bench | 0.143 | file_cabinet | 0.030 | | whiteboard | 0.097 | lamp | 0.159 | endtable | 0.079 | | bookshelf | 0.088 | coffee_table | 0.151 | dresser | 0.148 | | paper | 0.002 | printer | 0.139 | monitor | 0.122 | | back_pack | 0.041 | night_stand | 0.293 | door | 0.003 | | picture | 0.038 | ottoman | 0.231 | stool | 0.202 | | outlet | 0.000 | towel | 0.083 | tray | 0.000 | | bag | 0.022 | stove | 0.039 | bathtub | 0.298 | | scanner | 0.180 | cubby | 0.020 | mirror | 0.001 | | bottle | 0.030 | rack | 0.001 | cup | 0.032 | | thermos | 0.002 | island | 0.079 | counter | 0.024 | | bowl | 0.043 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.136 | | cart | 0.102 | tv_stand | 0.034 | poster | 0.000 | | soap_dispenser | 0.086 | toy | nan | chair | 0.225 | | sofa | 0.327 | plant | 0.005 | bed | 0.561 | | dining_table | 0.002 | toilet | 0.501 | tv | 0.271 | | laptop | 0.022 | mouse | 0.025 | basket | 0.002 | | keyboard | 0.006 | telephone | 0.034 | microwave | 0.144 | | oven | 0.010 | paper_towel_dispenser | 0.088 | sink | 0.048 | | fridge | 0.081 | book | 0.009 | clock | 0.072 | | vase | 0.036 | fire_extinguisher | 0.129 | blinds | 0.001 | | podium | 0.090 | others | 0.021 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:11:58,461 - mmdet - INFO - Evaluating segm... 2022-05-10 23:12:23,731 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 23:12:23,735 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:12:23,738 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:12:23,742 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:12:24,130 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 23:12:24,130 - mmdet - INFO - Epoch(val) [8][2619] bbox_mAP: 0.1020, bbox_mAP_50: 0.1990, bbox_mAP_75: 0.0960, bbox_mAP_s: 0.0010, bbox_mAP_m: 0.0480, bbox_mAP_l: 0.1320, bbox_mAP_copypaste: 0.102 0.199 0.096 0.001 0.048 0.132, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 23:12:51,260 - mmdet - INFO - Epoch [9][50/3992] lr: 1.000e-04, eta: 4 days, 8:49:37, time: 0.542, data_time: 0.059, memory: 8365, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0327, loss_cls: 0.2978, acc: 90.8105, loss_bbox: 0.3273, loss_mask: 0.0000, loss: 0.6896 2022-05-10 23:13:15,791 - mmdet - INFO - Epoch [9][100/3992] lr: 1.000e-04, eta: 4 days, 8:49:10, time: 0.491, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0388, loss_cls: 0.3500, acc: 89.2070, loss_bbox: 0.3578, loss_mask: 0.0000, loss: 0.7942 2022-05-10 23:13:40,548 - mmdet - INFO - Epoch [9][150/3992] lr: 1.000e-04, eta: 4 days, 8:48:49, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0367, loss_cls: 0.3221, acc: 89.7402, loss_bbox: 0.3439, loss_mask: 0.0000, loss: 0.7327 2022-05-10 23:14:05,791 - mmdet - INFO - Epoch [9][200/3992] lr: 1.000e-04, eta: 4 days, 8:48:39, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0333, loss_cls: 0.3253, acc: 89.5742, loss_bbox: 0.3574, loss_mask: 0.0000, loss: 0.7450 2022-05-10 23:14:31,027 - mmdet - INFO - Epoch [9][250/3992] lr: 1.000e-04, eta: 4 days, 8:48:29, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0373, loss_cls: 0.3134, acc: 89.9570, loss_bbox: 0.3489, loss_mask: 0.0000, loss: 0.7320 2022-05-10 23:14:57,104 - mmdet - INFO - Epoch [9][300/3992] lr: 1.000e-04, eta: 4 days, 8:48:39, time: 0.522, data_time: 0.015, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0371, loss_cls: 0.3378, acc: 89.5020, loss_bbox: 0.3588, loss_mask: 0.0000, loss: 0.7685 2022-05-10 23:15:22,502 - mmdet - INFO - Epoch [9][350/3992] lr: 1.000e-04, eta: 4 days, 8:48:33, time: 0.508, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0341, loss_cls: 0.3036, acc: 90.4863, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.6851 2022-05-10 23:15:46,644 - mmdet - INFO - Epoch [9][400/3992] lr: 1.000e-04, eta: 4 days, 8:47:57, time: 0.483, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0351, loss_cls: 0.3072, acc: 90.0488, loss_bbox: 0.3313, loss_mask: 0.0000, loss: 0.7042 2022-05-10 23:16:11,706 - mmdet - INFO - Epoch [9][450/3992] lr: 1.000e-04, eta: 4 days, 8:47:42, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0338, loss_cls: 0.3148, acc: 90.3066, loss_bbox: 0.3346, loss_mask: 0.0000, loss: 0.7140 2022-05-10 23:16:35,264 - mmdet - INFO - Epoch [9][500/3992] lr: 1.000e-04, eta: 4 days, 8:46:53, time: 0.471, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0311, loss_cls: 0.2832, acc: 91.0605, loss_bbox: 0.3097, loss_mask: 0.0000, loss: 0.6501 2022-05-10 23:17:00,976 - mmdet - INFO - Epoch [9][550/3992] lr: 1.000e-04, eta: 4 days, 8:46:54, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0373, loss_cls: 0.3247, acc: 89.9316, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.7327 2022-05-10 23:17:26,547 - mmdet - INFO - Epoch [9][600/3992] lr: 1.000e-04, eta: 4 days, 8:46:51, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0329, loss_cls: 0.3069, acc: 90.3574, loss_bbox: 0.3330, loss_mask: 0.0000, loss: 0.7053 2022-05-10 23:17:51,635 - mmdet - INFO - Epoch [9][650/3992] lr: 1.000e-04, eta: 4 days, 8:46:38, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0341, loss_cls: 0.3531, acc: 89.6504, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.7555 2022-05-10 23:18:15,828 - mmdet - INFO - Epoch [9][700/3992] lr: 1.000e-04, eta: 4 days, 8:46:03, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0324, loss_cls: 0.3333, acc: 89.7734, loss_bbox: 0.3444, loss_mask: 0.0000, loss: 0.7430 2022-05-10 23:18:41,313 - mmdet - INFO - Epoch [9][750/3992] lr: 1.000e-04, eta: 4 days, 8:45:58, time: 0.510, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0374, loss_cls: 0.3457, acc: 89.2168, loss_bbox: 0.3723, loss_mask: 0.0000, loss: 0.7894 2022-05-10 23:19:05,834 - mmdet - INFO - Epoch [9][800/3992] lr: 1.000e-04, eta: 4 days, 8:45:31, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0321, loss_cls: 0.3092, acc: 90.2793, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.6957 2022-05-10 23:19:31,386 - mmdet - INFO - Epoch [9][850/3992] lr: 1.000e-04, eta: 4 days, 8:45:28, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0350, loss_cls: 0.3292, acc: 89.6289, loss_bbox: 0.3593, loss_mask: 0.0000, loss: 0.7570 2022-05-10 23:19:56,374 - mmdet - INFO - Epoch [9][900/3992] lr: 1.000e-04, eta: 4 days, 8:45:12, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0343, loss_cls: 0.3274, acc: 89.5410, loss_bbox: 0.3475, loss_mask: 0.0000, loss: 0.7378 2022-05-10 23:20:22,191 - mmdet - INFO - Epoch [9][950/3992] lr: 1.000e-04, eta: 4 days, 8:45:15, time: 0.516, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0340, loss_cls: 0.3359, acc: 89.3848, loss_bbox: 0.3538, loss_mask: 0.0000, loss: 0.7490 2022-05-10 23:20:47,267 - mmdet - INFO - Epoch [9][1000/3992] lr: 1.000e-04, eta: 4 days, 8:45:00, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0322, loss_cls: 0.3237, acc: 89.8828, loss_bbox: 0.3344, loss_mask: 0.0000, loss: 0.7222 2022-05-10 23:21:12,081 - mmdet - INFO - Epoch [9][1050/3992] lr: 1.000e-04, eta: 4 days, 8:44:40, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0305, loss_cls: 0.3113, acc: 90.4551, loss_bbox: 0.3073, loss_mask: 0.0000, loss: 0.6804 2022-05-10 23:21:37,328 - mmdet - INFO - Epoch [9][1100/3992] lr: 1.000e-04, eta: 4 days, 8:44:30, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0349, loss_cls: 0.3296, acc: 89.8926, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.7534 2022-05-10 23:22:03,433 - mmdet - INFO - Epoch [9][1150/3992] lr: 1.000e-04, eta: 4 days, 8:44:39, time: 0.522, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0340, loss_cls: 0.3265, acc: 89.6465, loss_bbox: 0.3524, loss_mask: 0.0000, loss: 0.7398 2022-05-10 23:22:28,830 - mmdet - INFO - Epoch [9][1200/3992] lr: 1.000e-04, eta: 4 days, 8:44:32, time: 0.508, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0337, loss_cls: 0.3329, acc: 89.7695, loss_bbox: 0.3495, loss_mask: 0.0000, loss: 0.7439 2022-05-10 23:22:54,008 - mmdet - INFO - Epoch [9][1250/3992] lr: 1.000e-04, eta: 4 days, 8:44:20, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0380, loss_cls: 0.3325, acc: 89.4922, loss_bbox: 0.3503, loss_mask: 0.0000, loss: 0.7666 2022-05-10 23:23:19,413 - mmdet - INFO - Epoch [9][1300/3992] lr: 1.000e-04, eta: 4 days, 8:44:13, time: 0.508, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0299, loss_cls: 0.3067, acc: 90.0664, loss_bbox: 0.3374, loss_mask: 0.0000, loss: 0.7086 2022-05-10 23:23:44,707 - mmdet - INFO - Epoch [9][1350/3992] lr: 1.000e-04, eta: 4 days, 8:44:03, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0337, loss_cls: 0.3393, acc: 89.8027, loss_bbox: 0.3288, loss_mask: 0.0000, loss: 0.7325 2022-05-10 23:24:10,156 - mmdet - INFO - Epoch [9][1400/3992] lr: 1.000e-04, eta: 4 days, 8:43:57, time: 0.509, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0361, loss_cls: 0.3035, acc: 90.3438, loss_bbox: 0.3360, loss_mask: 0.0000, loss: 0.7102 2022-05-10 23:24:35,762 - mmdet - INFO - Epoch [9][1450/3992] lr: 1.000e-04, eta: 4 days, 8:43:55, time: 0.512, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0403, loss_cls: 0.3249, acc: 89.0859, loss_bbox: 0.3631, loss_mask: 0.0000, loss: 0.7682 2022-05-10 23:25:00,948 - mmdet - INFO - Epoch [9][1500/3992] lr: 1.000e-04, eta: 4 days, 8:43:42, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0326, loss_cls: 0.3228, acc: 90.1465, loss_bbox: 0.3268, loss_mask: 0.0000, loss: 0.7220 2022-05-10 23:25:26,007 - mmdet - INFO - Epoch [9][1550/3992] lr: 1.000e-04, eta: 4 days, 8:43:27, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0331, loss_cls: 0.2945, acc: 90.6211, loss_bbox: 0.3366, loss_mask: 0.0000, loss: 0.6951 2022-05-10 23:25:51,015 - mmdet - INFO - Epoch [9][1600/3992] lr: 1.000e-04, eta: 4 days, 8:43:11, time: 0.500, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0349, loss_cls: 0.3373, acc: 89.5020, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.7553 2022-05-10 23:26:15,404 - mmdet - INFO - Epoch [9][1650/3992] lr: 1.000e-04, eta: 4 days, 8:42:40, time: 0.488, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0364, loss_cls: 0.3194, acc: 90.0352, loss_bbox: 0.3202, loss_mask: 0.0000, loss: 0.7146 2022-05-10 23:26:40,164 - mmdet - INFO - Epoch [9][1700/3992] lr: 1.000e-04, eta: 4 days, 8:42:18, time: 0.495, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0368, loss_cls: 0.3166, acc: 90.0820, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7306 2022-05-10 23:27:05,020 - mmdet - INFO - Epoch [9][1750/3992] lr: 1.000e-04, eta: 4 days, 8:41:59, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0330, loss_cls: 0.3106, acc: 90.4668, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6983 2022-05-10 23:27:29,822 - mmdet - INFO - Epoch [9][1800/3992] lr: 1.000e-04, eta: 4 days, 8:41:37, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0300, loss_cls: 0.3007, acc: 90.7734, loss_bbox: 0.3085, loss_mask: 0.0000, loss: 0.6706 2022-05-10 23:27:54,767 - mmdet - INFO - Epoch [9][1850/3992] lr: 1.000e-04, eta: 4 days, 8:41:20, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0356, loss_cls: 0.3071, acc: 90.7773, loss_bbox: 0.3339, loss_mask: 0.0000, loss: 0.7074 2022-05-10 23:28:19,973 - mmdet - INFO - Epoch [9][1900/3992] lr: 1.000e-04, eta: 4 days, 8:41:08, time: 0.504, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0319, loss_cls: 0.3148, acc: 90.2949, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.7110 2022-05-10 23:28:44,690 - mmdet - INFO - Epoch [9][1950/3992] lr: 1.000e-04, eta: 4 days, 8:40:45, time: 0.494, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0383, loss_cls: 0.3804, acc: 88.8789, loss_bbox: 0.3677, loss_mask: 0.0000, loss: 0.8197 2022-05-10 23:29:09,330 - mmdet - INFO - Epoch [9][2000/3992] lr: 1.000e-04, eta: 4 days, 8:40:20, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0352, loss_cls: 0.3653, acc: 88.8125, loss_bbox: 0.3701, loss_mask: 0.0000, loss: 0.8068 2022-05-10 23:29:35,283 - mmdet - INFO - Epoch [9][2050/3992] lr: 1.000e-04, eta: 4 days, 8:40:25, time: 0.519, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0360, loss_cls: 0.3568, acc: 89.1191, loss_bbox: 0.3556, loss_mask: 0.0000, loss: 0.7806 2022-05-10 23:29:59,965 - mmdet - INFO - Epoch [9][2100/3992] lr: 1.000e-04, eta: 4 days, 8:40:01, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0310, loss_cls: 0.3288, acc: 89.9004, loss_bbox: 0.3565, loss_mask: 0.0000, loss: 0.7472 2022-05-10 23:30:25,660 - mmdet - INFO - Epoch [9][2150/3992] lr: 1.000e-04, eta: 4 days, 8:39:59, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0356, loss_cls: 0.3629, acc: 89.1992, loss_bbox: 0.3596, loss_mask: 0.0000, loss: 0.7869 2022-05-10 23:30:50,785 - mmdet - INFO - Epoch [9][2200/3992] lr: 1.000e-04, eta: 4 days, 8:39:45, time: 0.502, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0332, loss_cls: 0.3362, acc: 89.7227, loss_bbox: 0.3460, loss_mask: 0.0000, loss: 0.7538 2022-05-10 23:31:15,068 - mmdet - INFO - Epoch [9][2250/3992] lr: 1.000e-04, eta: 4 days, 8:39:13, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0290, loss_cls: 0.3413, acc: 89.9883, loss_bbox: 0.3333, loss_mask: 0.0000, loss: 0.7347 2022-05-10 23:31:39,291 - mmdet - INFO - Epoch [9][2300/3992] lr: 1.000e-04, eta: 4 days, 8:38:38, time: 0.484, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0416, loss_cls: 0.3362, acc: 89.3184, loss_bbox: 0.3611, loss_mask: 0.0000, loss: 0.7756 2022-05-10 23:32:04,195 - mmdet - INFO - Epoch [9][2350/3992] lr: 1.000e-04, eta: 4 days, 8:38:19, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0376, loss_cls: 0.3116, acc: 89.9199, loss_bbox: 0.3480, loss_mask: 0.0000, loss: 0.7290 2022-05-10 23:32:28,459 - mmdet - INFO - Epoch [9][2400/3992] lr: 1.000e-04, eta: 4 days, 8:37:46, time: 0.485, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0342, loss_cls: 0.3353, acc: 89.6523, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7484 2022-05-10 23:32:53,334 - mmdet - INFO - Epoch [9][2450/3992] lr: 1.000e-04, eta: 4 days, 8:37:27, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0335, loss_cls: 0.3387, acc: 90.0547, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.7303 2022-05-10 23:33:18,880 - mmdet - INFO - Epoch [9][2500/3992] lr: 1.000e-04, eta: 4 days, 8:37:22, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0341, loss_cls: 0.3670, acc: 88.9102, loss_bbox: 0.3641, loss_mask: 0.0000, loss: 0.7974 2022-05-10 23:33:44,914 - mmdet - INFO - Epoch [9][2550/3992] lr: 1.000e-04, eta: 4 days, 8:37:28, time: 0.521, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0351, loss_cls: 0.3321, acc: 89.6953, loss_bbox: 0.3314, loss_mask: 0.0000, loss: 0.7272 2022-05-10 23:34:10,109 - mmdet - INFO - Epoch [9][2600/3992] lr: 1.000e-04, eta: 4 days, 8:37:15, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0317, loss_cls: 0.3091, acc: 90.4531, loss_bbox: 0.3197, loss_mask: 0.0000, loss: 0.6936 2022-05-10 23:34:35,232 - mmdet - INFO - Epoch [9][2650/3992] lr: 1.000e-04, eta: 4 days, 8:37:01, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0363, loss_cls: 0.3559, acc: 89.0215, loss_bbox: 0.3663, loss_mask: 0.0000, loss: 0.7938 2022-05-10 23:35:00,206 - mmdet - INFO - Epoch [9][2700/3992] lr: 1.000e-04, eta: 4 days, 8:36:43, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0346, loss_cls: 0.3178, acc: 89.8809, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7249 2022-05-10 23:35:25,995 - mmdet - INFO - Epoch [9][2750/3992] lr: 1.000e-04, eta: 4 days, 8:36:44, time: 0.516, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0358, loss_cls: 0.3338, acc: 89.4785, loss_bbox: 0.3539, loss_mask: 0.0000, loss: 0.7521 2022-05-10 23:35:51,369 - mmdet - INFO - Epoch [9][2800/3992] lr: 1.000e-04, eta: 4 days, 8:36:35, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0328, loss_cls: 0.3108, acc: 89.9629, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.7135 2022-05-10 23:36:15,179 - mmdet - INFO - Epoch [9][2850/3992] lr: 1.000e-04, eta: 4 days, 8:35:51, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0290, loss_cls: 0.3120, acc: 90.4316, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.6768 2022-05-10 23:36:40,459 - mmdet - INFO - Epoch [9][2900/3992] lr: 1.000e-04, eta: 4 days, 8:35:40, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0350, loss_cls: 0.3387, acc: 90.0059, loss_bbox: 0.3451, loss_mask: 0.0000, loss: 0.7498 2022-05-10 23:37:05,613 - mmdet - INFO - Epoch [9][2950/3992] lr: 1.000e-04, eta: 4 days, 8:35:27, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0395, loss_cls: 0.3272, acc: 89.7266, loss_bbox: 0.3627, loss_mask: 0.0000, loss: 0.7638 2022-05-10 23:37:30,070 - mmdet - INFO - Epoch [9][3000/3992] lr: 1.000e-04, eta: 4 days, 8:34:58, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0353, loss_cls: 0.3156, acc: 90.2500, loss_bbox: 0.3410, loss_mask: 0.0000, loss: 0.7326 2022-05-10 23:37:54,617 - mmdet - INFO - Epoch [9][3050/3992] lr: 1.000e-04, eta: 4 days, 8:34:31, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0315, loss_cls: 0.3422, acc: 89.9023, loss_bbox: 0.3444, loss_mask: 0.0000, loss: 0.7528 2022-05-10 23:38:19,361 - mmdet - INFO - Epoch [9][3100/3992] lr: 1.000e-04, eta: 4 days, 8:34:08, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0350, loss_cls: 0.3223, acc: 89.9316, loss_bbox: 0.3465, loss_mask: 0.0000, loss: 0.7322 2022-05-10 23:38:44,380 - mmdet - INFO - Epoch [9][3150/3992] lr: 1.000e-04, eta: 4 days, 8:33:51, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0341, loss_cls: 0.3317, acc: 89.7148, loss_bbox: 0.3373, loss_mask: 0.0000, loss: 0.7345 2022-05-10 23:39:09,683 - mmdet - INFO - Epoch [9][3200/3992] lr: 1.000e-04, eta: 4 days, 8:33:40, time: 0.506, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0300, loss_cls: 0.3215, acc: 90.1348, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.7178 2022-05-10 23:39:34,629 - mmdet - INFO - Epoch [9][3250/3992] lr: 1.000e-04, eta: 4 days, 8:33:22, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0340, loss_cls: 0.3352, acc: 89.7129, loss_bbox: 0.3438, loss_mask: 0.0000, loss: 0.7460 2022-05-10 23:39:59,174 - mmdet - INFO - Epoch [9][3300/3992] lr: 1.000e-04, eta: 4 days, 8:32:55, time: 0.491, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0317, loss_cls: 0.3339, acc: 89.8691, loss_bbox: 0.3282, loss_mask: 0.0000, loss: 0.7255 2022-05-10 23:40:24,186 - mmdet - INFO - Epoch [9][3350/3992] lr: 1.000e-04, eta: 4 days, 8:32:38, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0328, loss_cls: 0.3248, acc: 90.0332, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.7405 2022-05-10 23:40:48,274 - mmdet - INFO - Epoch [9][3400/3992] lr: 1.000e-04, eta: 4 days, 8:32:01, time: 0.482, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0370, loss_cls: 0.3056, acc: 91.1660, loss_bbox: 0.3070, loss_mask: 0.0000, loss: 0.6839 2022-05-10 23:41:14,180 - mmdet - INFO - Epoch [9][3450/3992] lr: 1.000e-04, eta: 4 days, 8:32:03, time: 0.518, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0357, loss_cls: 0.3413, acc: 89.3984, loss_bbox: 0.3409, loss_mask: 0.0000, loss: 0.7526 2022-05-10 23:41:37,768 - mmdet - INFO - Epoch [9][3500/3992] lr: 1.000e-04, eta: 4 days, 8:31:15, time: 0.472, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0356, loss_cls: 0.3472, acc: 89.6426, loss_bbox: 0.3343, loss_mask: 0.0000, loss: 0.7529 2022-05-10 23:42:02,717 - mmdet - INFO - Epoch [9][3550/3992] lr: 1.000e-04, eta: 4 days, 8:30:57, time: 0.499, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0377, loss_cls: 0.3423, acc: 89.6191, loss_bbox: 0.3515, loss_mask: 0.0000, loss: 0.7659 2022-05-10 23:42:28,490 - mmdet - INFO - Epoch [9][3600/3992] lr: 1.000e-04, eta: 4 days, 8:30:56, time: 0.515, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0351, loss_cls: 0.3315, acc: 89.8223, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.7283 2022-05-10 23:42:52,973 - mmdet - INFO - Epoch [9][3650/3992] lr: 1.000e-04, eta: 4 days, 8:30:28, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0343, loss_cls: 0.3417, acc: 89.9004, loss_bbox: 0.3484, loss_mask: 0.0000, loss: 0.7561 2022-05-10 23:43:17,340 - mmdet - INFO - Epoch [9][3700/3992] lr: 1.000e-04, eta: 4 days, 8:29:57, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0384, loss_cls: 0.3297, acc: 89.7090, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7468 2022-05-10 23:43:41,846 - mmdet - INFO - Epoch [9][3750/3992] lr: 1.000e-04, eta: 4 days, 8:29:29, time: 0.490, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0341, loss_cls: 0.3280, acc: 89.9688, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.7139 2022-05-10 23:44:06,272 - mmdet - INFO - Epoch [9][3800/3992] lr: 1.000e-04, eta: 4 days, 8:28:59, time: 0.489, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0402, loss_cls: 0.3105, acc: 90.5918, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.7199 2022-05-10 23:44:30,881 - mmdet - INFO - Epoch [9][3850/3992] lr: 1.000e-04, eta: 4 days, 8:28:33, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0317, loss_cls: 0.2985, acc: 90.8574, loss_bbox: 0.3114, loss_mask: 0.0000, loss: 0.6776 2022-05-10 23:44:57,259 - mmdet - INFO - Epoch [9][3900/3992] lr: 1.000e-04, eta: 4 days, 8:28:45, time: 0.528, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0373, loss_cls: 0.3767, acc: 88.7461, loss_bbox: 0.3848, loss_mask: 0.0000, loss: 0.8353 2022-05-10 23:45:21,109 - mmdet - INFO - Epoch [9][3950/3992] lr: 1.000e-04, eta: 4 days, 8:28:03, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0366, loss_cls: 0.3807, acc: 88.8496, loss_bbox: 0.3776, loss_mask: 0.0000, loss: 0.8304 2022-05-10 23:45:42,097 - mmdet - INFO - Saving checkpoint at 9 epochs 2022-05-10 23:52:28,713 - mmdet - INFO - Evaluating bbox... 2022-05-10 23:52:53,744 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.094 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.189 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.080 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.037 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.117 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.017 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.117 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.278 2022-05-10 23:52:53,748 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.084 | table | 0.242 | desk | 0.078 | | sofa_chair | 0.407 | pillow | 0.074 | box | 0.016 | | garbage_bin | 0.299 | cabinet | 0.024 | drawer | 0.031 | | shelf | 0.053 | kitchen_counter | 0.128 | kitchen_cabinet | 0.178 | | cpu | 0.052 | bench | 0.112 | file_cabinet | 0.023 | | whiteboard | 0.095 | lamp | 0.156 | endtable | 0.120 | | bookshelf | 0.150 | coffee_table | 0.161 | dresser | 0.148 | | paper | 0.003 | printer | 0.155 | monitor | 0.175 | | back_pack | 0.042 | night_stand | 0.254 | door | 0.013 | | picture | 0.039 | ottoman | 0.131 | stool | 0.170 | | outlet | 0.000 | towel | 0.054 | tray | 0.012 | | bag | 0.014 | stove | 0.071 | bathtub | 0.219 | | scanner | 0.061 | cubby | 0.007 | mirror | 0.008 | | bottle | 0.009 | rack | 0.014 | cup | 0.059 | | thermos | 0.006 | island | 0.044 | counter | 0.043 | | bowl | 0.056 | plate | 0.001 | organizer | 0.005 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.198 | | cart | 0.110 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.301 | | sofa | 0.292 | plant | 0.050 | bed | 0.499 | | dining_table | 0.003 | toilet | 0.377 | tv | 0.191 | | laptop | 0.084 | mouse | 0.031 | basket | 0.003 | | keyboard | 0.017 | telephone | 0.021 | microwave | 0.147 | | oven | 0.008 | paper_towel_dispenser | 0.206 | sink | 0.112 | | fridge | 0.090 | book | 0.007 | clock | 0.056 | | vase | 0.050 | fire_extinguisher | 0.064 | blinds | 0.000 | | podium | 0.111 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:52:53,751 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.239 | table | 0.448 | desk | 0.176 | | sofa_chair | 0.602 | pillow | 0.201 | box | 0.042 | | garbage_bin | 0.545 | cabinet | 0.048 | drawer | 0.054 | | shelf | 0.116 | kitchen_counter | 0.247 | kitchen_cabinet | 0.301 | | cpu | 0.111 | bench | 0.244 | file_cabinet | 0.038 | | whiteboard | 0.184 | lamp | 0.348 | endtable | 0.237 | | bookshelf | 0.352 | coffee_table | 0.353 | dresser | 0.260 | | paper | 0.010 | printer | 0.265 | monitor | 0.427 | | back_pack | 0.096 | night_stand | 0.534 | door | 0.024 | | picture | 0.076 | ottoman | 0.250 | stool | 0.343 | | outlet | 0.000 | towel | 0.086 | tray | 0.074 | | bag | 0.027 | stove | 0.128 | bathtub | 0.453 | | scanner | 0.122 | cubby | 0.014 | mirror | 0.023 | | bottle | 0.023 | rack | 0.035 | cup | 0.186 | | thermos | 0.032 | island | 0.071 | counter | 0.065 | | bowl | 0.234 | plate | 0.005 | organizer | 0.008 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.274 | | cart | 0.190 | tv_stand | 0.107 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.653 | | sofa | 0.504 | plant | 0.113 | bed | 0.852 | | dining_table | 0.009 | toilet | 0.767 | tv | 0.351 | | laptop | 0.209 | mouse | 0.071 | basket | 0.005 | | keyboard | 0.053 | telephone | 0.050 | microwave | 0.327 | | oven | 0.011 | paper_towel_dispenser | 0.452 | sink | 0.360 | | fridge | 0.181 | book | 0.025 | clock | 0.110 | | vase | 0.083 | fire_extinguisher | 0.129 | blinds | 0.000 | | podium | 0.176 | others | 0.080 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:52:53,755 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.072 | table | 0.233 | desk | 0.061 | | sofa_chair | 0.470 | pillow | 0.029 | box | 0.007 | | garbage_bin | 0.276 | cabinet | 0.021 | drawer | 0.031 | | shelf | 0.045 | kitchen_counter | 0.115 | kitchen_cabinet | 0.196 | | cpu | 0.056 | bench | 0.088 | file_cabinet | 0.023 | | whiteboard | 0.086 | lamp | 0.117 | endtable | 0.107 | | bookshelf | 0.135 | coffee_table | 0.098 | dresser | 0.168 | | paper | 0.001 | printer | 0.128 | monitor | 0.128 | | back_pack | 0.028 | night_stand | 0.177 | door | 0.014 | | picture | 0.036 | ottoman | 0.128 | stool | 0.106 | | outlet | 0.000 | towel | 0.055 | tray | 0.007 | | bag | 0.019 | stove | 0.068 | bathtub | 0.173 | | scanner | 0.012 | cubby | 0.008 | mirror | 0.003 | | bottle | 0.007 | rack | 0.009 | cup | 0.027 | | thermos | 0.006 | island | 0.055 | counter | 0.057 | | bowl | 0.007 | plate | 0.000 | organizer | 0.008 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.274 | | cart | 0.128 | tv_stand | 0.092 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.235 | | sofa | 0.294 | plant | 0.028 | bed | 0.526 | | dining_table | 0.001 | toilet | 0.298 | tv | 0.173 | | laptop | 0.072 | mouse | 0.025 | basket | 0.003 | | keyboard | 0.003 | telephone | 0.009 | microwave | 0.082 | | oven | 0.007 | paper_towel_dispenser | 0.016 | sink | 0.047 | | fridge | 0.068 | book | 0.002 | clock | 0.012 | | vase | 0.072 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.131 | others | 0.023 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:52:53,755 - mmdet - INFO - Evaluating segm... 2022-05-10 23:53:23,653 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-10 23:53:23,657 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:53:23,661 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:53:23,664 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-10 23:53:24,137 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-10 23:53:24,137 - mmdet - INFO - Epoch(val) [9][2619] bbox_mAP: 0.0940, bbox_mAP_50: 0.1890, bbox_mAP_75: 0.0800, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0370, bbox_mAP_l: 0.1170, bbox_mAP_copypaste: 0.094 0.189 0.080 0.004 0.037 0.117, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-10 23:53:49,375 - mmdet - INFO - Epoch [10][50/3992] lr: 1.000e-04, eta: 4 days, 8:20:11, time: 0.505, data_time: 0.058, memory: 8365, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0352, loss_cls: 0.2819, acc: 90.5684, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.6708 2022-05-10 23:54:13,331 - mmdet - INFO - Epoch [10][100/3992] lr: 1.000e-04, eta: 4 days, 8:19:32, time: 0.479, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0324, loss_cls: 0.2981, acc: 90.7715, loss_bbox: 0.3152, loss_mask: 0.0000, loss: 0.6788 2022-05-10 23:54:38,059 - mmdet - INFO - Epoch [10][150/3992] lr: 1.000e-04, eta: 4 days, 8:19:09, time: 0.495, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0381, loss_cls: 0.3414, acc: 89.6309, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7529 2022-05-10 23:55:02,590 - mmdet - INFO - Epoch [10][200/3992] lr: 1.000e-04, eta: 4 days, 8:18:43, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0309, loss_cls: 0.3245, acc: 89.9863, loss_bbox: 0.3335, loss_mask: 0.0000, loss: 0.7217 2022-05-10 23:55:28,368 - mmdet - INFO - Epoch [10][250/3992] lr: 1.000e-04, eta: 4 days, 8:18:42, time: 0.516, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0404, loss_cls: 0.3441, acc: 89.1152, loss_bbox: 0.3760, loss_mask: 0.0000, loss: 0.7945 2022-05-10 23:55:54,723 - mmdet - INFO - Epoch [10][300/3992] lr: 1.000e-04, eta: 4 days, 8:18:54, time: 0.527, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0361, loss_cls: 0.3194, acc: 90.0449, loss_bbox: 0.3321, loss_mask: 0.0000, loss: 0.7183 2022-05-10 23:56:19,621 - mmdet - INFO - Epoch [10][350/3992] lr: 1.000e-04, eta: 4 days, 8:18:35, time: 0.498, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0311, loss_cls: 0.2898, acc: 90.6953, loss_bbox: 0.3193, loss_mask: 0.0000, loss: 0.6735 2022-05-10 23:56:44,174 - mmdet - INFO - Epoch [10][400/3992] lr: 1.000e-04, eta: 4 days, 8:18:08, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0401, loss_cls: 0.3021, acc: 90.0742, loss_bbox: 0.3339, loss_mask: 0.0000, loss: 0.7145 2022-05-10 23:57:08,961 - mmdet - INFO - Epoch [10][450/3992] lr: 1.000e-04, eta: 4 days, 8:17:47, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0354, loss_cls: 0.3205, acc: 89.7324, loss_bbox: 0.3396, loss_mask: 0.0000, loss: 0.7309 2022-05-10 23:57:34,547 - mmdet - INFO - Epoch [10][500/3992] lr: 1.000e-04, eta: 4 days, 8:17:42, time: 0.512, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0419, loss_cls: 0.3592, acc: 88.7266, loss_bbox: 0.3871, loss_mask: 0.0000, loss: 0.8294 2022-05-10 23:57:59,702 - mmdet - INFO - Epoch [10][550/3992] lr: 1.000e-04, eta: 4 days, 8:17:28, time: 0.503, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0339, loss_cls: 0.3373, acc: 89.6914, loss_bbox: 0.3302, loss_mask: 0.0000, loss: 0.7426 2022-05-10 23:58:24,796 - mmdet - INFO - Epoch [10][600/3992] lr: 1.000e-04, eta: 4 days, 8:17:13, time: 0.502, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0365, loss_cls: 0.3346, acc: 89.3848, loss_bbox: 0.3773, loss_mask: 0.0000, loss: 0.7837 2022-05-10 23:58:49,739 - mmdet - INFO - Epoch [10][650/3992] lr: 1.000e-04, eta: 4 days, 8:16:55, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0337, loss_cls: 0.2958, acc: 90.8223, loss_bbox: 0.3136, loss_mask: 0.0000, loss: 0.6763 2022-05-10 23:59:14,433 - mmdet - INFO - Epoch [10][700/3992] lr: 1.000e-04, eta: 4 days, 8:16:31, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0322, loss_cls: 0.2945, acc: 90.6465, loss_bbox: 0.3305, loss_mask: 0.0000, loss: 0.6940 2022-05-10 23:59:39,450 - mmdet - INFO - Epoch [10][750/3992] lr: 1.000e-04, eta: 4 days, 8:16:14, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0388, loss_cls: 0.3454, acc: 89.7539, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.7543 2022-05-11 00:00:04,301 - mmdet - INFO - Epoch [10][800/3992] lr: 1.000e-04, eta: 4 days, 8:15:54, time: 0.497, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0374, loss_cls: 0.3438, acc: 89.3242, loss_bbox: 0.3580, loss_mask: 0.0000, loss: 0.7732 2022-05-11 00:00:28,597 - mmdet - INFO - Epoch [10][850/3992] lr: 1.000e-04, eta: 4 days, 8:15:22, time: 0.486, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0303, loss_cls: 0.3098, acc: 90.3164, loss_bbox: 0.3151, loss_mask: 0.0000, loss: 0.6827 2022-05-11 00:00:54,233 - mmdet - INFO - Epoch [10][900/3992] lr: 1.000e-04, eta: 4 days, 8:15:18, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0323, loss_cls: 0.2989, acc: 90.4297, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6842 2022-05-11 00:01:20,070 - mmdet - INFO - Epoch [10][950/3992] lr: 1.000e-04, eta: 4 days, 8:15:18, time: 0.517, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0355, loss_cls: 0.3224, acc: 89.4570, loss_bbox: 0.3530, loss_mask: 0.0000, loss: 0.7442 2022-05-11 00:01:44,220 - mmdet - INFO - Epoch [10][1000/3992] lr: 1.000e-04, eta: 4 days, 8:14:43, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0343, loss_cls: 0.3206, acc: 89.7559, loss_bbox: 0.3567, loss_mask: 0.0000, loss: 0.7447 2022-05-11 00:02:08,772 - mmdet - INFO - Epoch [10][1050/3992] lr: 1.000e-04, eta: 4 days, 8:14:17, time: 0.491, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0309, loss_cls: 0.3295, acc: 89.9395, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.7242 2022-05-11 00:02:33,781 - mmdet - INFO - Epoch [10][1100/3992] lr: 1.000e-04, eta: 4 days, 8:14:00, time: 0.500, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0303, loss_cls: 0.2845, acc: 91.6191, loss_bbox: 0.2840, loss_mask: 0.0000, loss: 0.6245 2022-05-11 00:02:58,450 - mmdet - INFO - Epoch [10][1150/3992] lr: 1.000e-04, eta: 4 days, 8:13:36, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0333, loss_cls: 0.3466, acc: 89.4414, loss_bbox: 0.3411, loss_mask: 0.0000, loss: 0.7583 2022-05-11 00:03:22,580 - mmdet - INFO - Epoch [10][1200/3992] lr: 1.000e-04, eta: 4 days, 8:13:01, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0351, loss_cls: 0.2834, acc: 91.2090, loss_bbox: 0.3238, loss_mask: 0.0000, loss: 0.6755 2022-05-11 00:03:46,384 - mmdet - INFO - Epoch [10][1250/3992] lr: 1.000e-04, eta: 4 days, 8:12:19, time: 0.476, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0368, loss_cls: 0.2985, acc: 90.1172, loss_bbox: 0.3311, loss_mask: 0.0000, loss: 0.6980 2022-05-11 00:04:11,145 - mmdet - INFO - Epoch [10][1300/3992] lr: 1.000e-04, eta: 4 days, 8:11:57, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0374, loss_cls: 0.3416, acc: 89.2402, loss_bbox: 0.3577, loss_mask: 0.0000, loss: 0.7756 2022-05-11 00:04:36,165 - mmdet - INFO - Epoch [10][1350/3992] lr: 1.000e-04, eta: 4 days, 8:11:40, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0300, loss_cls: 0.3055, acc: 90.4395, loss_bbox: 0.3291, loss_mask: 0.0000, loss: 0.6916 2022-05-11 00:05:01,850 - mmdet - INFO - Epoch [10][1400/3992] lr: 1.000e-04, eta: 4 days, 8:11:36, time: 0.514, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0293, loss_cls: 0.2916, acc: 90.5820, loss_bbox: 0.3309, loss_mask: 0.0000, loss: 0.6753 2022-05-11 00:05:27,997 - mmdet - INFO - Epoch [10][1450/3992] lr: 1.000e-04, eta: 4 days, 8:11:42, time: 0.523, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0346, loss_cls: 0.3175, acc: 90.2930, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 0.7128 2022-05-11 00:05:52,599 - mmdet - INFO - Epoch [10][1500/3992] lr: 1.000e-04, eta: 4 days, 8:11:17, time: 0.492, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0346, loss_cls: 0.3334, acc: 89.3633, loss_bbox: 0.3630, loss_mask: 0.0000, loss: 0.7646 2022-05-11 00:06:16,878 - mmdet - INFO - Epoch [10][1550/3992] lr: 1.000e-04, eta: 4 days, 8:10:45, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0348, loss_cls: 0.2951, acc: 90.6387, loss_bbox: 0.3176, loss_mask: 0.0000, loss: 0.6864 2022-05-11 00:06:42,538 - mmdet - INFO - Epoch [10][1600/3992] lr: 1.000e-04, eta: 4 days, 8:10:41, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0320, loss_cls: 0.3034, acc: 90.3223, loss_bbox: 0.3276, loss_mask: 0.0000, loss: 0.6932 2022-05-11 00:07:07,667 - mmdet - INFO - Epoch [10][1650/3992] lr: 1.000e-04, eta: 4 days, 8:10:26, time: 0.503, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0344, loss_cls: 0.3192, acc: 89.6855, loss_bbox: 0.3619, loss_mask: 0.0000, loss: 0.7546 2022-05-11 00:07:32,031 - mmdet - INFO - Epoch [10][1700/3992] lr: 1.000e-04, eta: 4 days, 8:09:55, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0335, loss_cls: 0.2958, acc: 90.5371, loss_bbox: 0.3315, loss_mask: 0.0000, loss: 0.6978 2022-05-11 00:07:56,368 - mmdet - INFO - Epoch [10][1750/3992] lr: 1.000e-04, eta: 4 days, 8:09:25, time: 0.487, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0288, loss_cls: 0.3027, acc: 90.7910, loss_bbox: 0.3306, loss_mask: 0.0000, loss: 0.6932 2022-05-11 00:08:20,985 - mmdet - INFO - Epoch [10][1800/3992] lr: 1.000e-04, eta: 4 days, 8:08:59, time: 0.492, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0350, loss_cls: 0.3292, acc: 89.5000, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.7458 2022-05-11 00:08:47,008 - mmdet - INFO - Epoch [10][1850/3992] lr: 1.000e-04, eta: 4 days, 8:09:02, time: 0.520, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0377, loss_cls: 0.3408, acc: 89.0820, loss_bbox: 0.3612, loss_mask: 0.0000, loss: 0.7742 2022-05-11 00:09:12,063 - mmdet - INFO - Epoch [10][1900/3992] lr: 1.000e-04, eta: 4 days, 8:08:46, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0368, loss_cls: 0.3477, acc: 89.1680, loss_bbox: 0.3591, loss_mask: 0.0000, loss: 0.7788 2022-05-11 00:09:37,698 - mmdet - INFO - Epoch [10][1950/3992] lr: 1.000e-04, eta: 4 days, 8:08:41, time: 0.513, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0321, loss_cls: 0.2978, acc: 90.2520, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.6854 2022-05-11 00:10:01,839 - mmdet - INFO - Epoch [10][2000/3992] lr: 1.000e-04, eta: 4 days, 8:08:06, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0326, loss_cls: 0.3246, acc: 89.7285, loss_bbox: 0.3525, loss_mask: 0.0000, loss: 0.7424 2022-05-11 00:10:26,640 - mmdet - INFO - Epoch [10][2050/3992] lr: 1.000e-04, eta: 4 days, 8:07:45, time: 0.496, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0345, loss_cls: 0.3377, acc: 89.4688, loss_bbox: 0.3579, loss_mask: 0.0000, loss: 0.7683 2022-05-11 00:10:51,740 - mmdet - INFO - Epoch [10][2100/3992] lr: 1.000e-04, eta: 4 days, 8:07:29, time: 0.502, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0341, loss_cls: 0.3225, acc: 90.1543, loss_bbox: 0.3392, loss_mask: 0.0000, loss: 0.7295 2022-05-11 00:11:16,739 - mmdet - INFO - Epoch [10][2150/3992] lr: 1.000e-04, eta: 4 days, 8:07:11, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0332, loss_cls: 0.3356, acc: 89.8691, loss_bbox: 0.3282, loss_mask: 0.0000, loss: 0.7265 2022-05-11 00:11:41,698 - mmdet - INFO - Epoch [10][2200/3992] lr: 1.000e-04, eta: 4 days, 8:06:53, time: 0.499, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0334, loss_cls: 0.3064, acc: 89.9648, loss_bbox: 0.3368, loss_mask: 0.0000, loss: 0.7021 2022-05-11 00:12:07,202 - mmdet - INFO - Epoch [10][2250/3992] lr: 1.000e-04, eta: 4 days, 8:06:45, time: 0.510, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0412, loss_cls: 0.3618, acc: 88.7461, loss_bbox: 0.3804, loss_mask: 0.0000, loss: 0.8191 2022-05-11 00:12:31,878 - mmdet - INFO - Epoch [10][2300/3992] lr: 1.000e-04, eta: 4 days, 8:06:21, time: 0.494, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0381, loss_cls: 0.3292, acc: 89.5820, loss_bbox: 0.3638, loss_mask: 0.0000, loss: 0.7624 2022-05-11 00:12:56,591 - mmdet - INFO - Epoch [10][2350/3992] lr: 1.000e-04, eta: 4 days, 8:05:58, time: 0.494, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0348, loss_cls: 0.3153, acc: 90.0469, loss_bbox: 0.3279, loss_mask: 0.0000, loss: 0.7066 2022-05-11 00:13:20,407 - mmdet - INFO - Epoch [10][2400/3992] lr: 1.000e-04, eta: 4 days, 8:05:16, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0331, loss_cls: 0.3487, acc: 89.1270, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.7587 2022-05-11 00:13:46,047 - mmdet - INFO - Epoch [10][2450/3992] lr: 1.000e-04, eta: 4 days, 8:05:11, time: 0.513, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0397, loss_cls: 0.3371, acc: 89.5273, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7585 2022-05-11 00:14:11,357 - mmdet - INFO - Epoch [10][2500/3992] lr: 1.000e-04, eta: 4 days, 8:05:00, time: 0.506, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0357, loss_cls: 0.3341, acc: 89.6094, loss_bbox: 0.3449, loss_mask: 0.0000, loss: 0.7532 2022-05-11 00:14:35,626 - mmdet - INFO - Epoch [10][2550/3992] lr: 1.000e-04, eta: 4 days, 8:04:28, time: 0.485, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0314, loss_cls: 0.3159, acc: 90.1309, loss_bbox: 0.3135, loss_mask: 0.0000, loss: 0.6918 2022-05-11 00:15:00,648 - mmdet - INFO - Epoch [10][2600/3992] lr: 1.000e-04, eta: 4 days, 8:04:10, time: 0.500, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0290, loss_cls: 0.3088, acc: 90.7500, loss_bbox: 0.3037, loss_mask: 0.0000, loss: 0.6685 2022-05-11 00:15:24,483 - mmdet - INFO - Epoch [10][2650/3992] lr: 1.000e-04, eta: 4 days, 8:03:29, time: 0.477, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0359, loss_cls: 0.3519, acc: 89.3340, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.7503 2022-05-11 00:15:48,953 - mmdet - INFO - Epoch [10][2700/3992] lr: 1.000e-04, eta: 4 days, 8:03:01, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0325, loss_cls: 0.3223, acc: 90.2441, loss_bbox: 0.3303, loss_mask: 0.0000, loss: 0.7187 2022-05-11 00:16:14,108 - mmdet - INFO - Epoch [10][2750/3992] lr: 1.000e-04, eta: 4 days, 8:02:46, time: 0.503, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0345, loss_cls: 0.3264, acc: 89.4824, loss_bbox: 0.3685, loss_mask: 0.0000, loss: 0.7588 2022-05-11 00:16:37,933 - mmdet - INFO - Epoch [10][2800/3992] lr: 1.000e-04, eta: 4 days, 8:02:06, time: 0.476, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0332, loss_cls: 0.3194, acc: 89.9062, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.7241 2022-05-11 00:17:00,964 - mmdet - INFO - Epoch [10][2850/3992] lr: 1.000e-04, eta: 4 days, 8:01:09, time: 0.461, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0318, loss_cls: 0.2931, acc: 90.8848, loss_bbox: 0.3059, loss_mask: 0.0000, loss: 0.6607 2022-05-11 00:17:25,851 - mmdet - INFO - Epoch [10][2900/3992] lr: 1.000e-04, eta: 4 days, 8:00:49, time: 0.498, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0376, loss_cls: 0.3251, acc: 89.4961, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.7478 2022-05-11 00:17:50,647 - mmdet - INFO - Epoch [10][2950/3992] lr: 1.000e-04, eta: 4 days, 8:00:27, time: 0.496, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0397, loss_cls: 0.3548, acc: 88.9863, loss_bbox: 0.3681, loss_mask: 0.0000, loss: 0.7946 2022-05-11 00:18:14,836 - mmdet - INFO - Epoch [10][3000/3992] lr: 1.000e-04, eta: 4 days, 7:59:54, time: 0.484, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0277, loss_cls: 0.2791, acc: 91.1289, loss_bbox: 0.2970, loss_mask: 0.0000, loss: 0.6282 2022-05-11 00:18:41,207 - mmdet - INFO - Epoch [10][3050/3992] lr: 1.000e-04, eta: 4 days, 8:00:03, time: 0.527, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0366, loss_cls: 0.3338, acc: 89.9004, loss_bbox: 0.3531, loss_mask: 0.0000, loss: 0.7508 2022-05-11 00:19:06,249 - mmdet - INFO - Epoch [10][3100/3992] lr: 1.000e-04, eta: 4 days, 7:59:46, time: 0.501, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0303, loss_cls: 0.3106, acc: 90.0684, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.7134 2022-05-11 00:19:31,695 - mmdet - INFO - Epoch [10][3150/3992] lr: 1.000e-04, eta: 4 days, 7:59:36, time: 0.509, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0415, loss_cls: 0.3353, acc: 89.4434, loss_bbox: 0.3669, loss_mask: 0.0000, loss: 0.7841 2022-05-11 00:19:56,924 - mmdet - INFO - Epoch [10][3200/3992] lr: 1.000e-04, eta: 4 days, 7:59:23, time: 0.505, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0364, loss_cls: 0.3300, acc: 89.8496, loss_bbox: 0.3316, loss_mask: 0.0000, loss: 0.7362 2022-05-11 00:20:20,571 - mmdet - INFO - Epoch [10][3250/3992] lr: 1.000e-04, eta: 4 days, 7:58:39, time: 0.473, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0304, loss_cls: 0.2792, acc: 91.4980, loss_bbox: 0.2865, loss_mask: 0.0000, loss: 0.6249 2022-05-11 00:20:45,629 - mmdet - INFO - Epoch [10][3300/3992] lr: 1.000e-04, eta: 4 days, 7:58:22, time: 0.501, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0342, loss_cls: 0.3082, acc: 90.3633, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.7103 2022-05-11 00:21:09,796 - mmdet - INFO - Epoch [10][3350/3992] lr: 1.000e-04, eta: 4 days, 7:57:48, time: 0.483, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0323, loss_cls: 0.3214, acc: 90.1992, loss_bbox: 0.3321, loss_mask: 0.0000, loss: 0.7200 2022-05-11 00:21:34,592 - mmdet - INFO - Epoch [10][3400/3992] lr: 1.000e-04, eta: 4 days, 7:57:26, time: 0.496, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0355, loss_cls: 0.3256, acc: 89.9785, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.7247 2022-05-11 00:21:59,424 - mmdet - INFO - Epoch [10][3450/3992] lr: 1.000e-04, eta: 4 days, 7:57:05, time: 0.497, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0351, loss_cls: 0.2805, acc: 90.8008, loss_bbox: 0.3277, loss_mask: 0.0000, loss: 0.6714 2022-05-11 00:22:24,177 - mmdet - INFO - Epoch [10][3500/3992] lr: 1.000e-04, eta: 4 days, 7:56:42, time: 0.495, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0334, loss_cls: 0.3274, acc: 89.5664, loss_bbox: 0.3440, loss_mask: 0.0000, loss: 0.7358 2022-05-11 00:22:48,093 - mmdet - INFO - Epoch [10][3550/3992] lr: 1.000e-04, eta: 4 days, 7:56:03, time: 0.478, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0336, loss_cls: 0.3107, acc: 90.1074, loss_bbox: 0.3284, loss_mask: 0.0000, loss: 0.7085 2022-05-11 00:23:12,675 - mmdet - INFO - Epoch [10][3600/3992] lr: 1.000e-04, eta: 4 days, 7:55:38, time: 0.492, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0351, loss_cls: 0.3180, acc: 89.9727, loss_bbox: 0.3559, loss_mask: 0.0000, loss: 0.7347 2022-05-11 00:23:37,674 - mmdet - INFO - Epoch [10][3650/3992] lr: 1.000e-04, eta: 4 days, 7:55:20, time: 0.500, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0341, loss_cls: 0.3262, acc: 90.0664, loss_bbox: 0.3404, loss_mask: 0.0000, loss: 0.7411 2022-05-11 00:24:03,940 - mmdet - INFO - Epoch [10][3700/3992] lr: 1.000e-04, eta: 4 days, 7:55:26, time: 0.525, data_time: 0.014, memory: 8365, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0401, loss_cls: 0.3169, acc: 89.3320, loss_bbox: 0.3721, loss_mask: 0.0000, loss: 0.7643 2022-05-11 00:24:29,116 - mmdet - INFO - Epoch [10][3750/3992] lr: 1.000e-04, eta: 4 days, 7:55:11, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0309, loss_cls: 0.3313, acc: 90.0469, loss_bbox: 0.3240, loss_mask: 0.0000, loss: 0.7103 2022-05-11 00:24:53,280 - mmdet - INFO - Epoch [10][3800/3992] lr: 1.000e-04, eta: 4 days, 7:54:37, time: 0.483, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0319, loss_cls: 0.3165, acc: 90.4785, loss_bbox: 0.3100, loss_mask: 0.0000, loss: 0.6855 2022-05-11 00:25:18,489 - mmdet - INFO - Epoch [10][3850/3992] lr: 1.000e-04, eta: 4 days, 7:54:23, time: 0.504, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0318, loss_cls: 0.3084, acc: 90.0781, loss_bbox: 0.3510, loss_mask: 0.0000, loss: 0.7170 2022-05-11 00:25:42,804 - mmdet - INFO - Epoch [10][3900/3992] lr: 1.000e-04, eta: 4 days, 7:53:52, time: 0.486, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0366, loss_cls: 0.3222, acc: 90.0430, loss_bbox: 0.3426, loss_mask: 0.0000, loss: 0.7436 2022-05-11 00:26:07,155 - mmdet - INFO - Epoch [10][3950/3992] lr: 1.000e-04, eta: 4 days, 7:53:22, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0386, loss_cls: 0.3557, acc: 89.2402, loss_bbox: 0.3557, loss_mask: 0.0000, loss: 0.7903 2022-05-11 00:26:27,382 - mmdet - INFO - Saving checkpoint at 10 epochs 2022-05-11 00:33:23,894 - mmdet - INFO - Evaluating bbox... 2022-05-11 00:33:51,033 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.096 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.194 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.078 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.041 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.123 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.031 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.142 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-11 00:33:51,038 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.099 | table | 0.257 | desk | 0.083 | | sofa_chair | 0.427 | pillow | 0.055 | box | 0.029 | | garbage_bin | 0.310 | cabinet | 0.025 | drawer | 0.034 | | shelf | 0.066 | kitchen_counter | 0.135 | kitchen_cabinet | 0.173 | | cpu | 0.035 | bench | 0.092 | file_cabinet | 0.066 | | whiteboard | 0.112 | lamp | 0.195 | endtable | 0.117 | | bookshelf | 0.113 | coffee_table | 0.154 | dresser | 0.154 | | paper | 0.004 | printer | 0.151 | monitor | 0.200 | | back_pack | 0.032 | night_stand | 0.175 | door | 0.012 | | picture | 0.046 | ottoman | 0.096 | stool | 0.197 | | outlet | 0.000 | towel | 0.021 | tray | 0.020 | | bag | 0.011 | stove | 0.036 | bathtub | 0.226 | | scanner | 0.129 | cubby | 0.029 | mirror | 0.028 | | bottle | 0.006 | rack | 0.005 | cup | 0.050 | | thermos | 0.006 | island | 0.100 | counter | 0.019 | | bowl | 0.045 | plate | 0.003 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.077 | tv_stand | 0.083 | poster | 0.000 | | soap_dispenser | 0.056 | toy | nan | chair | 0.296 | | sofa | 0.290 | plant | 0.047 | bed | 0.499 | | dining_table | 0.004 | toilet | 0.477 | tv | 0.235 | | laptop | 0.088 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.042 | telephone | 0.036 | microwave | 0.169 | | oven | 0.004 | paper_towel_dispenser | 0.076 | sink | 0.118 | | fridge | 0.098 | book | 0.005 | clock | 0.090 | | vase | 0.031 | fire_extinguisher | 0.016 | blinds | 0.005 | | podium | 0.140 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:33:51,041 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.260 | table | 0.488 | desk | 0.179 | | sofa_chair | 0.635 | pillow | 0.146 | box | 0.058 | | garbage_bin | 0.559 | cabinet | 0.051 | drawer | 0.059 | | shelf | 0.140 | kitchen_counter | 0.270 | kitchen_cabinet | 0.295 | | cpu | 0.076 | bench | 0.249 | file_cabinet | 0.120 | | whiteboard | 0.199 | lamp | 0.431 | endtable | 0.227 | | bookshelf | 0.265 | coffee_table | 0.341 | dresser | 0.285 | | paper | 0.010 | printer | 0.279 | monitor | 0.462 | | back_pack | 0.080 | night_stand | 0.466 | door | 0.024 | | picture | 0.086 | ottoman | 0.144 | stool | 0.396 | | outlet | 0.000 | towel | 0.068 | tray | 0.071 | | bag | 0.019 | stove | 0.087 | bathtub | 0.616 | | scanner | 0.258 | cubby | 0.062 | mirror | 0.058 | | bottle | 0.012 | rack | 0.012 | cup | 0.137 | | thermos | 0.015 | island | 0.144 | counter | 0.036 | | bowl | 0.124 | plate | 0.004 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.361 | | cart | 0.117 | tv_stand | 0.196 | poster | 0.000 | | soap_dispenser | 0.091 | toy | nan | chair | 0.659 | | sofa | 0.483 | plant | 0.096 | bed | 0.826 | | dining_table | 0.012 | toilet | 0.825 | tv | 0.427 | | laptop | 0.203 | mouse | 0.078 | basket | 0.000 | | keyboard | 0.128 | telephone | 0.125 | microwave | 0.334 | | oven | 0.012 | paper_towel_dispenser | 0.134 | sink | 0.372 | | fridge | 0.185 | book | 0.017 | clock | 0.192 | | vase | 0.066 | fire_extinguisher | 0.039 | blinds | 0.013 | | podium | 0.200 | others | 0.096 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:33:51,045 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.021 | table | 0.245 | desk | 0.065 | | sofa_chair | 0.489 | pillow | 0.032 | box | 0.022 | | garbage_bin | 0.330 | cabinet | 0.022 | drawer | 0.041 | | shelf | 0.042 | kitchen_counter | 0.115 | kitchen_cabinet | 0.154 | | cpu | 0.031 | bench | 0.073 | file_cabinet | 0.051 | | whiteboard | 0.129 | lamp | 0.137 | endtable | 0.094 | | bookshelf | 0.094 | coffee_table | 0.086 | dresser | 0.177 | | paper | 0.003 | printer | 0.101 | monitor | 0.143 | | back_pack | 0.014 | night_stand | 0.055 | door | 0.015 | | picture | 0.047 | ottoman | 0.103 | stool | 0.169 | | outlet | 0.000 | towel | 0.011 | tray | 0.005 | | bag | 0.011 | stove | 0.020 | bathtub | 0.093 | | scanner | 0.058 | cubby | 0.017 | mirror | 0.024 | | bottle | 0.006 | rack | 0.002 | cup | 0.019 | | thermos | 0.003 | island | 0.117 | counter | 0.011 | | bowl | 0.016 | plate | 0.004 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.029 | | cart | 0.074 | tv_stand | 0.020 | poster | 0.000 | | soap_dispenser | 0.090 | toy | nan | chair | 0.222 | | sofa | 0.290 | plant | 0.052 | bed | 0.541 | | dining_table | 0.002 | toilet | 0.485 | tv | 0.223 | | laptop | 0.058 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.009 | telephone | 0.003 | microwave | 0.110 | | oven | 0.000 | paper_towel_dispenser | 0.048 | sink | 0.055 | | fridge | 0.103 | book | 0.003 | clock | 0.030 | | vase | 0.013 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.155 | others | 0.025 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:33:51,045 - mmdet - INFO - Evaluating segm... 2022-05-11 00:34:22,946 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 00:34:22,951 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:34:22,954 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:34:22,958 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 00:34:23,482 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 00:34:23,482 - mmdet - INFO - Epoch(val) [10][2619] bbox_mAP: 0.0960, bbox_mAP_50: 0.1940, bbox_mAP_75: 0.0780, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0410, bbox_mAP_l: 0.1230, bbox_mAP_copypaste: 0.096 0.194 0.078 0.003 0.041 0.123, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 00:34:50,456 - mmdet - INFO - Epoch [11][50/3992] lr: 1.000e-04, eta: 4 days, 7:46:47, time: 0.539, data_time: 0.059, memory: 8365, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0329, loss_cls: 0.2758, acc: 90.7930, loss_bbox: 0.3281, loss_mask: 0.0000, loss: 0.6611 2022-05-11 00:35:14,793 - mmdet - INFO - Epoch [11][100/3992] lr: 1.000e-04, eta: 4 days, 7:46:17, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0350, loss_cls: 0.2826, acc: 91.0137, loss_bbox: 0.2967, loss_mask: 0.0000, loss: 0.6466 2022-05-11 00:35:39,455 - mmdet - INFO - Epoch [11][150/3992] lr: 1.000e-04, eta: 4 days, 7:45:53, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0311, loss_cls: 0.3040, acc: 90.5312, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.6904 2022-05-11 00:36:04,117 - mmdet - INFO - Epoch [11][200/3992] lr: 1.000e-04, eta: 4 days, 7:45:29, time: 0.493, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0327, loss_cls: 0.3176, acc: 90.1543, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.7171 2022-05-11 00:36:28,552 - mmdet - INFO - Epoch [11][250/3992] lr: 1.000e-04, eta: 4 days, 7:45:00, time: 0.489, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0306, loss_cls: 0.2985, acc: 90.5918, loss_bbox: 0.3202, loss_mask: 0.0000, loss: 0.6727 2022-05-11 00:36:52,051 - mmdet - INFO - Epoch [11][300/3992] lr: 1.000e-04, eta: 4 days, 7:44:15, time: 0.470, data_time: 0.011, memory: 8365, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0295, loss_cls: 0.3052, acc: 90.4805, loss_bbox: 0.3186, loss_mask: 0.0000, loss: 0.6786 2022-05-11 00:37:16,964 - mmdet - INFO - Epoch [11][350/3992] lr: 1.000e-04, eta: 4 days, 7:43:55, time: 0.498, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0373, loss_cls: 0.3377, acc: 89.6680, loss_bbox: 0.3562, loss_mask: 0.0000, loss: 0.7665 2022-05-11 00:37:41,952 - mmdet - INFO - Epoch [11][400/3992] lr: 1.000e-04, eta: 4 days, 7:43:37, time: 0.500, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0318, loss_cls: 0.2922, acc: 90.8066, loss_bbox: 0.3249, loss_mask: 0.0000, loss: 0.6763 2022-05-11 00:38:07,308 - mmdet - INFO - Epoch [11][450/3992] lr: 1.000e-04, eta: 4 days, 7:43:26, time: 0.507, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0342, loss_cls: 0.3223, acc: 89.8867, loss_bbox: 0.3459, loss_mask: 0.0000, loss: 0.7368 2022-05-11 00:38:31,653 - mmdet - INFO - Epoch [11][500/3992] lr: 1.000e-04, eta: 4 days, 7:42:56, time: 0.487, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0380, loss_cls: 0.3118, acc: 89.8418, loss_bbox: 0.3507, loss_mask: 0.0000, loss: 0.7378 2022-05-11 00:38:58,135 - mmdet - INFO - Epoch [11][550/3992] lr: 1.000e-04, eta: 4 days, 7:43:06, time: 0.530, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0385, loss_cls: 0.3116, acc: 89.7871, loss_bbox: 0.3389, loss_mask: 0.0000, loss: 0.7138 2022-05-11 00:39:23,666 - mmdet - INFO - Epoch [11][600/3992] lr: 1.000e-04, eta: 4 days, 7:42:59, time: 0.511, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0358, loss_cls: 0.3289, acc: 89.6270, loss_bbox: 0.3519, loss_mask: 0.0000, loss: 0.7486 2022-05-11 00:39:48,331 - mmdet - INFO - Epoch [11][650/3992] lr: 1.000e-04, eta: 4 days, 7:42:35, time: 0.493, data_time: 0.013, memory: 8365, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0345, loss_cls: 0.3083, acc: 90.0586, loss_bbox: 0.3670, loss_mask: 0.0000, loss: 0.7443 2022-05-11 00:40:13,473 - mmdet - INFO - Epoch [11][700/3992] lr: 1.000e-04, eta: 4 days, 7:42:19, time: 0.503, data_time: 0.012, memory: 8365, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0284, loss_cls: 0.3087, acc: 90.3105, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.6868 2022-05-11 00:40:38,528 - mmdet - INFO - Epoch [11][750/3992] lr: 1.000e-04, eta: 4 days, 7:42:03, time: 0.501, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0357, loss_cls: 0.3179, acc: 90.0352, loss_bbox: 0.3494, loss_mask: 0.0000, loss: 0.7391 2022-05-11 00:41:03,792 - mmdet - INFO - Epoch [11][800/3992] lr: 1.000e-04, eta: 4 days, 7:41:50, time: 0.505, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0338, loss_cls: 0.3104, acc: 90.4062, loss_bbox: 0.3292, loss_mask: 0.0000, loss: 0.7111 2022-05-11 00:41:28,788 - mmdet - INFO - Epoch [11][850/3992] lr: 1.000e-04, eta: 4 days, 7:41:32, time: 0.500, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0314, loss_cls: 0.3006, acc: 90.4863, loss_bbox: 0.3231, loss_mask: 0.0000, loss: 0.6879 2022-05-11 00:41:52,568 - mmdet - INFO - Epoch [11][900/3992] lr: 1.000e-04, eta: 4 days, 7:40:51, time: 0.476, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0297, loss_cls: 0.2978, acc: 90.8965, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.6754 2022-05-11 00:42:16,243 - mmdet - INFO - Epoch [11][950/3992] lr: 1.000e-04, eta: 4 days, 7:40:09, time: 0.474, data_time: 0.011, memory: 8597, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0337, loss_cls: 0.2875, acc: 91.0332, loss_bbox: 0.2990, loss_mask: 0.0000, loss: 0.6558 2022-05-11 00:42:40,196 - mmdet - INFO - Epoch [11][1000/3992] lr: 1.000e-04, eta: 4 days, 7:39:32, time: 0.479, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0279, loss_cls: 0.3013, acc: 90.3340, loss_bbox: 0.3044, loss_mask: 0.0000, loss: 0.6629 2022-05-11 00:43:04,904 - mmdet - INFO - Epoch [11][1050/3992] lr: 1.000e-04, eta: 4 days, 7:39:08, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0367, loss_cls: 0.3263, acc: 89.8008, loss_bbox: 0.3297, loss_mask: 0.0000, loss: 0.7250 2022-05-11 00:43:29,665 - mmdet - INFO - Epoch [11][1100/3992] lr: 1.000e-04, eta: 4 days, 7:38:46, time: 0.495, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0332, loss_cls: 0.2940, acc: 90.7285, loss_bbox: 0.3196, loss_mask: 0.0000, loss: 0.6768 2022-05-11 00:43:54,719 - mmdet - INFO - Epoch [11][1150/3992] lr: 1.000e-04, eta: 4 days, 7:38:29, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0370, loss_cls: 0.3227, acc: 89.9648, loss_bbox: 0.3440, loss_mask: 0.0000, loss: 0.7396 2022-05-11 00:44:19,785 - mmdet - INFO - Epoch [11][1200/3992] lr: 1.000e-04, eta: 4 days, 7:38:13, time: 0.501, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0380, loss_cls: 0.3446, acc: 89.1270, loss_bbox: 0.3540, loss_mask: 0.0000, loss: 0.7700 2022-05-11 00:44:44,643 - mmdet - INFO - Epoch [11][1250/3992] lr: 1.000e-04, eta: 4 days, 7:37:52, time: 0.497, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0323, loss_cls: 0.3151, acc: 90.3281, loss_bbox: 0.3257, loss_mask: 0.0000, loss: 0.7075 2022-05-11 00:45:10,016 - mmdet - INFO - Epoch [11][1300/3992] lr: 1.000e-04, eta: 4 days, 7:37:41, time: 0.507, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0335, loss_cls: 0.3180, acc: 90.1836, loss_bbox: 0.3273, loss_mask: 0.0000, loss: 0.7079 2022-05-11 00:45:34,926 - mmdet - INFO - Epoch [11][1350/3992] lr: 1.000e-04, eta: 4 days, 7:37:21, time: 0.498, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0355, loss_cls: 0.3205, acc: 90.0410, loss_bbox: 0.3367, loss_mask: 0.0000, loss: 0.7225 2022-05-11 00:45:59,959 - mmdet - INFO - Epoch [11][1400/3992] lr: 1.000e-04, eta: 4 days, 7:37:04, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0286, loss_cls: 0.2958, acc: 90.7656, loss_bbox: 0.3106, loss_mask: 0.0000, loss: 0.6646 2022-05-11 00:46:25,501 - mmdet - INFO - Epoch [11][1450/3992] lr: 1.000e-04, eta: 4 days, 7:36:56, time: 0.511, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0359, loss_cls: 0.3225, acc: 90.1348, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.7284 2022-05-11 00:46:50,628 - mmdet - INFO - Epoch [11][1500/3992] lr: 1.000e-04, eta: 4 days, 7:36:40, time: 0.503, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0304, loss_cls: 0.3278, acc: 89.7812, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.7293 2022-05-11 00:47:15,200 - mmdet - INFO - Epoch [11][1550/3992] lr: 1.000e-04, eta: 4 days, 7:36:14, time: 0.491, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0378, loss_cls: 0.3159, acc: 90.1582, loss_bbox: 0.3043, loss_mask: 0.0000, loss: 0.7097 2022-05-11 00:47:39,388 - mmdet - INFO - Epoch [11][1600/3992] lr: 1.000e-04, eta: 4 days, 7:35:42, time: 0.484, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0382, loss_cls: 0.3081, acc: 90.5586, loss_bbox: 0.3327, loss_mask: 0.0000, loss: 0.7164 2022-05-11 00:48:04,008 - mmdet - INFO - Epoch [11][1650/3992] lr: 1.000e-04, eta: 4 days, 7:35:17, time: 0.492, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0325, loss_cls: 0.2859, acc: 90.7363, loss_bbox: 0.3278, loss_mask: 0.0000, loss: 0.6788 2022-05-11 00:48:29,038 - mmdet - INFO - Epoch [11][1700/3992] lr: 1.000e-04, eta: 4 days, 7:34:59, time: 0.501, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0367, loss_cls: 0.3132, acc: 90.2656, loss_bbox: 0.3315, loss_mask: 0.0000, loss: 0.7154 2022-05-11 00:48:53,146 - mmdet - INFO - Epoch [11][1750/3992] lr: 1.000e-04, eta: 4 days, 7:34:25, time: 0.482, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0331, loss_cls: 0.2968, acc: 90.7207, loss_bbox: 0.3135, loss_mask: 0.0000, loss: 0.6866 2022-05-11 00:49:17,691 - mmdet - INFO - Epoch [11][1800/3992] lr: 1.000e-04, eta: 4 days, 7:33:59, time: 0.491, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0346, loss_cls: 0.2860, acc: 90.8184, loss_bbox: 0.3196, loss_mask: 0.0000, loss: 0.6735 2022-05-11 00:49:43,679 - mmdet - INFO - Epoch [11][1850/3992] lr: 1.000e-04, eta: 4 days, 7:33:58, time: 0.520, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0403, loss_cls: 0.3435, acc: 89.6426, loss_bbox: 0.3548, loss_mask: 0.0000, loss: 0.7782 2022-05-11 00:50:08,533 - mmdet - INFO - Epoch [11][1900/3992] lr: 1.000e-04, eta: 4 days, 7:33:38, time: 0.497, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0311, loss_cls: 0.2990, acc: 90.7402, loss_bbox: 0.3013, loss_mask: 0.0000, loss: 0.6616 2022-05-11 00:50:32,920 - mmdet - INFO - Epoch [11][1950/3992] lr: 1.000e-04, eta: 4 days, 7:33:09, time: 0.488, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0312, loss_cls: 0.3259, acc: 89.9746, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.7161 2022-05-11 00:50:57,721 - mmdet - INFO - Epoch [11][2000/3992] lr: 1.000e-04, eta: 4 days, 7:32:47, time: 0.496, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0374, loss_cls: 0.2956, acc: 90.5723, loss_bbox: 0.3428, loss_mask: 0.0000, loss: 0.7078 2022-05-11 00:51:22,948 - mmdet - INFO - Epoch [11][2050/3992] lr: 1.000e-04, eta: 4 days, 7:32:33, time: 0.505, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0374, loss_cls: 0.3576, acc: 88.7891, loss_bbox: 0.3983, loss_mask: 0.0000, loss: 0.8222 2022-05-11 00:51:47,378 - mmdet - INFO - Epoch [11][2100/3992] lr: 1.000e-04, eta: 4 days, 7:32:04, time: 0.489, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0325, loss_cls: 0.3116, acc: 90.0898, loss_bbox: 0.3438, loss_mask: 0.0000, loss: 0.7197 2022-05-11 00:52:11,846 - mmdet - INFO - Epoch [11][2150/3992] lr: 1.000e-04, eta: 4 days, 7:31:37, time: 0.489, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0308, loss_cls: 0.3067, acc: 90.7246, loss_bbox: 0.3331, loss_mask: 0.0000, loss: 0.6955 2022-05-11 00:52:37,795 - mmdet - INFO - Epoch [11][2200/3992] lr: 1.000e-04, eta: 4 days, 7:31:36, time: 0.519, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0404, loss_cls: 0.3303, acc: 89.7305, loss_bbox: 0.3685, loss_mask: 0.0000, loss: 0.7689 2022-05-11 00:53:03,110 - mmdet - INFO - Epoch [11][2250/3992] lr: 1.000e-04, eta: 4 days, 7:31:23, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0342, loss_cls: 0.3209, acc: 90.0859, loss_bbox: 0.3414, loss_mask: 0.0000, loss: 0.7258 2022-05-11 00:53:27,149 - mmdet - INFO - Epoch [11][2300/3992] lr: 1.000e-04, eta: 4 days, 7:30:48, time: 0.481, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0347, loss_cls: 0.3197, acc: 90.0000, loss_bbox: 0.3323, loss_mask: 0.0000, loss: 0.7180 2022-05-11 00:53:51,540 - mmdet - INFO - Epoch [11][2350/3992] lr: 1.000e-04, eta: 4 days, 7:30:18, time: 0.488, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0358, loss_cls: 0.3232, acc: 89.7090, loss_bbox: 0.3454, loss_mask: 0.0000, loss: 0.7344 2022-05-11 00:54:17,168 - mmdet - INFO - Epoch [11][2400/3992] lr: 1.000e-04, eta: 4 days, 7:30:11, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0381, loss_cls: 0.3245, acc: 90.0371, loss_bbox: 0.3508, loss_mask: 0.0000, loss: 0.7462 2022-05-11 00:54:42,331 - mmdet - INFO - Epoch [11][2450/3992] lr: 1.000e-04, eta: 4 days, 7:29:56, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0351, loss_cls: 0.3283, acc: 89.6660, loss_bbox: 0.3587, loss_mask: 0.0000, loss: 0.7579 2022-05-11 00:55:07,425 - mmdet - INFO - Epoch [11][2500/3992] lr: 1.000e-04, eta: 4 days, 7:29:40, time: 0.502, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0361, loss_cls: 0.3325, acc: 89.7773, loss_bbox: 0.3442, loss_mask: 0.0000, loss: 0.7477 2022-05-11 00:55:31,990 - mmdet - INFO - Epoch [11][2550/3992] lr: 1.000e-04, eta: 4 days, 7:29:14, time: 0.491, data_time: 0.011, memory: 8597, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0317, loss_cls: 0.2994, acc: 90.5352, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6763 2022-05-11 00:55:56,880 - mmdet - INFO - Epoch [11][2600/3992] lr: 1.000e-04, eta: 4 days, 7:28:53, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0369, loss_cls: 0.3133, acc: 90.7148, loss_bbox: 0.2966, loss_mask: 0.0000, loss: 0.6815 2022-05-11 00:56:22,010 - mmdet - INFO - Epoch [11][2650/3992] lr: 1.000e-04, eta: 4 days, 7:28:37, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0354, loss_cls: 0.3283, acc: 89.6992, loss_bbox: 0.3456, loss_mask: 0.0000, loss: 0.7383 2022-05-11 00:56:45,870 - mmdet - INFO - Epoch [11][2700/3992] lr: 1.000e-04, eta: 4 days, 7:27:59, time: 0.477, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0327, loss_cls: 0.3261, acc: 89.8477, loss_bbox: 0.3422, loss_mask: 0.0000, loss: 0.7262 2022-05-11 00:57:09,964 - mmdet - INFO - Epoch [11][2750/3992] lr: 1.000e-04, eta: 4 days, 7:27:24, time: 0.482, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0365, loss_cls: 0.3431, acc: 89.5586, loss_bbox: 0.3463, loss_mask: 0.0000, loss: 0.7640 2022-05-11 00:57:34,927 - mmdet - INFO - Epoch [11][2800/3992] lr: 1.000e-04, eta: 4 days, 7:27:05, time: 0.499, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0329, loss_cls: 0.3275, acc: 90.1484, loss_bbox: 0.3274, loss_mask: 0.0000, loss: 0.7225 2022-05-11 00:57:59,773 - mmdet - INFO - Epoch [11][2850/3992] lr: 1.000e-04, eta: 4 days, 7:26:44, time: 0.497, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0357, loss_cls: 0.3257, acc: 89.4941, loss_bbox: 0.3425, loss_mask: 0.0000, loss: 0.7401 2022-05-11 00:58:25,138 - mmdet - INFO - Epoch [11][2900/3992] lr: 1.000e-04, eta: 4 days, 7:26:33, time: 0.507, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0362, loss_cls: 0.3100, acc: 90.0371, loss_bbox: 0.3302, loss_mask: 0.0000, loss: 0.7112 2022-05-11 00:58:49,811 - mmdet - INFO - Epoch [11][2950/3992] lr: 1.000e-04, eta: 4 days, 7:26:08, time: 0.493, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0288, loss_cls: 0.2924, acc: 90.8457, loss_bbox: 0.3074, loss_mask: 0.0000, loss: 0.6568 2022-05-11 00:59:14,458 - mmdet - INFO - Epoch [11][3000/3992] lr: 1.000e-04, eta: 4 days, 7:25:44, time: 0.493, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0384, loss_cls: 0.3191, acc: 90.0879, loss_bbox: 0.3397, loss_mask: 0.0000, loss: 0.7367 2022-05-11 00:59:39,420 - mmdet - INFO - Epoch [11][3050/3992] lr: 1.000e-04, eta: 4 days, 7:25:25, time: 0.499, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0384, loss_cls: 0.3097, acc: 90.1328, loss_bbox: 0.3413, loss_mask: 0.0000, loss: 0.7204 2022-05-11 01:00:05,288 - mmdet - INFO - Epoch [11][3100/3992] lr: 1.000e-04, eta: 4 days, 7:25:22, time: 0.517, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0331, loss_cls: 0.3184, acc: 89.7129, loss_bbox: 0.3497, loss_mask: 0.0000, loss: 0.7314 2022-05-11 01:00:30,870 - mmdet - INFO - Epoch [11][3150/3992] lr: 1.000e-04, eta: 4 days, 7:25:13, time: 0.512, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0413, loss_cls: 0.3447, acc: 89.0723, loss_bbox: 0.3806, loss_mask: 0.0000, loss: 0.8052 2022-05-11 01:00:54,824 - mmdet - INFO - Epoch [11][3200/3992] lr: 1.000e-04, eta: 4 days, 7:24:37, time: 0.479, data_time: 0.011, memory: 8597, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0286, loss_cls: 0.2827, acc: 91.2832, loss_bbox: 0.3009, loss_mask: 0.0000, loss: 0.6371 2022-05-11 01:01:19,524 - mmdet - INFO - Epoch [11][3250/3992] lr: 1.000e-04, eta: 4 days, 7:24:13, time: 0.494, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0334, loss_cls: 0.3213, acc: 89.5488, loss_bbox: 0.3668, loss_mask: 0.0000, loss: 0.7603 2022-05-11 01:01:44,413 - mmdet - INFO - Epoch [11][3300/3992] lr: 1.000e-04, eta: 4 days, 7:23:53, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0293, loss_cls: 0.2871, acc: 90.5215, loss_bbox: 0.3281, loss_mask: 0.0000, loss: 0.6722 2022-05-11 01:02:08,074 - mmdet - INFO - Epoch [11][3350/3992] lr: 1.000e-04, eta: 4 days, 7:23:11, time: 0.473, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0288, loss_cls: 0.3038, acc: 90.5664, loss_bbox: 0.3138, loss_mask: 0.0000, loss: 0.6751 2022-05-11 01:02:32,968 - mmdet - INFO - Epoch [11][3400/3992] lr: 1.000e-04, eta: 4 days, 7:22:50, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0345, loss_cls: 0.2973, acc: 90.7773, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6920 2022-05-11 01:02:56,369 - mmdet - INFO - Epoch [11][3450/3992] lr: 1.000e-04, eta: 4 days, 7:22:04, time: 0.468, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0329, loss_cls: 0.3051, acc: 90.0762, loss_bbox: 0.3453, loss_mask: 0.0000, loss: 0.7182 2022-05-11 01:03:21,827 - mmdet - INFO - Epoch [11][3500/3992] lr: 1.000e-04, eta: 4 days, 7:21:54, time: 0.509, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0383, loss_cls: 0.3528, acc: 88.5859, loss_bbox: 0.3773, loss_mask: 0.0000, loss: 0.8013 2022-05-11 01:03:48,117 - mmdet - INFO - Epoch [11][3550/3992] lr: 1.000e-04, eta: 4 days, 7:21:58, time: 0.526, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0332, loss_cls: 0.3315, acc: 89.3086, loss_bbox: 0.3468, loss_mask: 0.0000, loss: 0.7434 2022-05-11 01:04:13,404 - mmdet - INFO - Epoch [11][3600/3992] lr: 1.000e-04, eta: 4 days, 7:21:44, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0334, loss_cls: 0.3308, acc: 89.5117, loss_bbox: 0.3684, loss_mask: 0.0000, loss: 0.7589 2022-05-11 01:04:38,380 - mmdet - INFO - Epoch [11][3650/3992] lr: 1.000e-04, eta: 4 days, 7:21:25, time: 0.500, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0367, loss_cls: 0.3412, acc: 89.4004, loss_bbox: 0.3644, loss_mask: 0.0000, loss: 0.7744 2022-05-11 01:05:03,542 - mmdet - INFO - Epoch [11][3700/3992] lr: 1.000e-04, eta: 4 days, 7:21:09, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0376, loss_cls: 0.3527, acc: 89.1719, loss_bbox: 0.3717, loss_mask: 0.0000, loss: 0.7920 2022-05-11 01:05:29,564 - mmdet - INFO - Epoch [11][3750/3992] lr: 1.000e-04, eta: 4 days, 7:21:09, time: 0.520, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0332, loss_cls: 0.2977, acc: 90.3320, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.6847 2022-05-11 01:05:54,713 - mmdet - INFO - Epoch [11][3800/3992] lr: 1.000e-04, eta: 4 days, 7:20:53, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0331, loss_cls: 0.3232, acc: 90.0801, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.7158 2022-05-11 01:06:20,303 - mmdet - INFO - Epoch [11][3850/3992] lr: 1.000e-04, eta: 4 days, 7:20:44, time: 0.512, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0380, loss_cls: 0.3384, acc: 89.6191, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7641 2022-05-11 01:06:46,305 - mmdet - INFO - Epoch [11][3900/3992] lr: 1.000e-04, eta: 4 days, 7:20:43, time: 0.520, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0356, loss_cls: 0.3006, acc: 89.9785, loss_bbox: 0.3344, loss_mask: 0.0000, loss: 0.7100 2022-05-11 01:07:11,509 - mmdet - INFO - Epoch [11][3950/3992] lr: 1.000e-04, eta: 4 days, 7:20:28, time: 0.504, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0333, loss_cls: 0.2925, acc: 90.5645, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.6884 2022-05-11 01:07:31,514 - mmdet - INFO - Saving checkpoint at 11 epochs 2022-05-11 01:13:56,526 - mmdet - INFO - Evaluating bbox... 2022-05-11 01:14:18,819 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.103 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.199 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.097 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.127 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.285 2022-05-11 01:14:18,823 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.093 | table | 0.225 | desk | 0.098 | | sofa_chair | 0.443 | pillow | 0.103 | box | 0.022 | | garbage_bin | 0.330 | cabinet | 0.024 | drawer | 0.039 | | shelf | 0.076 | kitchen_counter | 0.149 | kitchen_cabinet | 0.198 | | cpu | 0.014 | bench | 0.150 | file_cabinet | 0.025 | | whiteboard | 0.106 | lamp | 0.143 | endtable | 0.102 | | bookshelf | 0.143 | coffee_table | 0.149 | dresser | 0.164 | | paper | 0.003 | printer | 0.111 | monitor | 0.195 | | back_pack | 0.055 | night_stand | 0.251 | door | 0.022 | | picture | 0.045 | ottoman | 0.176 | stool | 0.194 | | outlet | 0.000 | towel | 0.033 | tray | 0.013 | | bag | 0.031 | stove | 0.089 | bathtub | 0.277 | | scanner | 0.100 | cubby | 0.019 | mirror | 0.009 | | bottle | 0.002 | rack | 0.006 | cup | 0.070 | | thermos | 0.091 | island | 0.052 | counter | 0.011 | | bowl | 0.060 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.090 | | cart | 0.094 | tv_stand | 0.072 | poster | 0.000 | | soap_dispenser | 0.055 | toy | nan | chair | 0.307 | | sofa | 0.316 | plant | 0.041 | bed | 0.514 | | dining_table | 0.006 | toilet | 0.444 | tv | 0.249 | | laptop | 0.129 | mouse | 0.044 | basket | 0.000 | | keyboard | 0.058 | telephone | 0.014 | microwave | 0.151 | | oven | 0.020 | paper_towel_dispenser | 0.164 | sink | 0.109 | | fridge | 0.123 | book | 0.010 | clock | 0.166 | | vase | 0.026 | fire_extinguisher | 0.021 | blinds | 0.004 | | podium | 0.143 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:18,826 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.259 | table | 0.430 | desk | 0.199 | | sofa_chair | 0.640 | pillow | 0.279 | box | 0.049 | | garbage_bin | 0.578 | cabinet | 0.046 | drawer | 0.067 | | shelf | 0.167 | kitchen_counter | 0.277 | kitchen_cabinet | 0.313 | | cpu | 0.031 | bench | 0.314 | file_cabinet | 0.041 | | whiteboard | 0.173 | lamp | 0.316 | endtable | 0.203 | | bookshelf | 0.282 | coffee_table | 0.323 | dresser | 0.259 | | paper | 0.010 | printer | 0.212 | monitor | 0.448 | | back_pack | 0.103 | night_stand | 0.462 | door | 0.043 | | picture | 0.082 | ottoman | 0.293 | stool | 0.386 | | outlet | 0.000 | towel | 0.052 | tray | 0.031 | | bag | 0.047 | stove | 0.155 | bathtub | 0.573 | | scanner | 0.161 | cubby | 0.037 | mirror | 0.021 | | bottle | 0.006 | rack | 0.011 | cup | 0.161 | | thermos | 0.248 | island | 0.080 | counter | 0.021 | | bowl | 0.194 | plate | 0.010 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.337 | | cart | 0.150 | tv_stand | 0.149 | poster | 0.000 | | soap_dispenser | 0.154 | toy | nan | chair | 0.674 | | sofa | 0.512 | plant | 0.095 | bed | 0.825 | | dining_table | 0.018 | toilet | 0.809 | tv | 0.439 | | laptop | 0.221 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.165 | telephone | 0.029 | microwave | 0.320 | | oven | 0.029 | paper_towel_dispenser | 0.262 | sink | 0.376 | | fridge | 0.249 | book | 0.027 | clock | 0.277 | | vase | 0.059 | fire_extinguisher | 0.043 | blinds | 0.006 | | podium | 0.210 | others | 0.085 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:18,829 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.036 | table | 0.214 | desk | 0.096 | | sofa_chair | 0.529 | pillow | 0.045 | box | 0.020 | | garbage_bin | 0.341 | cabinet | 0.025 | drawer | 0.045 | | shelf | 0.065 | kitchen_counter | 0.138 | kitchen_cabinet | 0.198 | | cpu | 0.012 | bench | 0.151 | file_cabinet | 0.040 | | whiteboard | 0.113 | lamp | 0.116 | endtable | 0.079 | | bookshelf | 0.148 | coffee_table | 0.099 | dresser | 0.192 | | paper | 0.001 | printer | 0.124 | monitor | 0.142 | | back_pack | 0.047 | night_stand | 0.239 | door | 0.029 | | picture | 0.051 | ottoman | 0.159 | stool | 0.204 | | outlet | 0.000 | towel | 0.042 | tray | 0.002 | | bag | 0.039 | stove | 0.105 | bathtub | 0.249 | | scanner | 0.109 | cubby | 0.021 | mirror | 0.007 | | bottle | 0.000 | rack | 0.006 | cup | 0.063 | | thermos | 0.054 | island | 0.055 | counter | 0.011 | | bowl | 0.016 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.030 | | cart | 0.144 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.041 | toy | nan | chair | 0.238 | | sofa | 0.353 | plant | 0.042 | bed | 0.607 | | dining_table | 0.002 | toilet | 0.437 | tv | 0.262 | | laptop | 0.143 | mouse | 0.020 | basket | 0.000 | | keyboard | 0.011 | telephone | 0.013 | microwave | 0.092 | | oven | 0.029 | paper_towel_dispenser | 0.203 | sink | 0.020 | | fridge | 0.085 | book | 0.005 | clock | 0.166 | | vase | 0.025 | fire_extinguisher | 0.000 | blinds | 0.006 | | podium | 0.141 | others | 0.026 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:18,829 - mmdet - INFO - Evaluating segm... 2022-05-11 01:14:44,700 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 01:14:44,704 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:44,707 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:44,710 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:14:45,149 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 01:14:45,149 - mmdet - INFO - Epoch(val) [11][2619] bbox_mAP: 0.1030, bbox_mAP_50: 0.1990, bbox_mAP_75: 0.0970, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1270, bbox_mAP_copypaste: 0.103 0.199 0.097 0.003 0.043 0.127, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 01:15:10,847 - mmdet - INFO - Epoch [12][50/3992] lr: 1.000e-04, eta: 4 days, 7:14:05, time: 0.514, data_time: 0.058, memory: 8597, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0373, loss_cls: 0.3319, acc: 89.8789, loss_bbox: 0.3373, loss_mask: 0.0000, loss: 0.7450 2022-05-11 01:15:34,287 - mmdet - INFO - Epoch [12][100/3992] lr: 1.000e-04, eta: 4 days, 7:13:20, time: 0.469, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0342, loss_cls: 0.2989, acc: 90.2285, loss_bbox: 0.3448, loss_mask: 0.0000, loss: 0.7014 2022-05-11 01:15:59,184 - mmdet - INFO - Epoch [12][150/3992] lr: 1.000e-04, eta: 4 days, 7:12:59, time: 0.498, data_time: 0.015, memory: 8597, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0411, loss_cls: 0.3221, acc: 89.1250, loss_bbox: 0.3747, loss_mask: 0.0000, loss: 0.7675 2022-05-11 01:16:24,234 - mmdet - INFO - Epoch [12][200/3992] lr: 1.000e-04, eta: 4 days, 7:12:42, time: 0.501, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0335, loss_cls: 0.3234, acc: 90.0820, loss_bbox: 0.3383, loss_mask: 0.0000, loss: 0.7290 2022-05-11 01:16:49,982 - mmdet - INFO - Epoch [12][250/3992] lr: 1.000e-04, eta: 4 days, 7:12:36, time: 0.515, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0350, loss_cls: 0.3151, acc: 90.1211, loss_bbox: 0.3299, loss_mask: 0.0000, loss: 0.7105 2022-05-11 01:17:16,184 - mmdet - INFO - Epoch [12][300/3992] lr: 1.000e-04, eta: 4 days, 7:12:39, time: 0.524, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0316, loss_cls: 0.2892, acc: 90.4160, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.6676 2022-05-11 01:17:41,494 - mmdet - INFO - Epoch [12][350/3992] lr: 1.000e-04, eta: 4 days, 7:12:26, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0348, loss_cls: 0.3095, acc: 90.0039, loss_bbox: 0.3313, loss_mask: 0.0000, loss: 0.7068 2022-05-11 01:18:06,068 - mmdet - INFO - Epoch [12][400/3992] lr: 1.000e-04, eta: 4 days, 7:12:00, time: 0.491, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0313, loss_cls: 0.2739, acc: 90.9746, loss_bbox: 0.3193, loss_mask: 0.0000, loss: 0.6513 2022-05-11 01:18:30,710 - mmdet - INFO - Epoch [12][450/3992] lr: 1.000e-04, eta: 4 days, 7:11:35, time: 0.493, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0355, loss_cls: 0.3024, acc: 90.0527, loss_bbox: 0.3534, loss_mask: 0.0000, loss: 0.7211 2022-05-11 01:18:56,790 - mmdet - INFO - Epoch [12][500/3992] lr: 1.000e-04, eta: 4 days, 7:11:35, time: 0.522, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0355, loss_cls: 0.3058, acc: 90.2676, loss_bbox: 0.3488, loss_mask: 0.0000, loss: 0.7281 2022-05-11 01:19:22,794 - mmdet - INFO - Epoch [12][550/3992] lr: 1.000e-04, eta: 4 days, 7:11:34, time: 0.520, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0359, loss_cls: 0.2818, acc: 91.0137, loss_bbox: 0.3285, loss_mask: 0.0000, loss: 0.6787 2022-05-11 01:19:48,122 - mmdet - INFO - Epoch [12][600/3992] lr: 1.000e-04, eta: 4 days, 7:11:21, time: 0.507, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0355, loss_cls: 0.3083, acc: 90.4043, loss_bbox: 0.3243, loss_mask: 0.0000, loss: 0.7011 2022-05-11 01:20:13,853 - mmdet - INFO - Epoch [12][650/3992] lr: 1.000e-04, eta: 4 days, 7:11:15, time: 0.515, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0313, loss_cls: 0.3198, acc: 89.5293, loss_bbox: 0.3524, loss_mask: 0.0000, loss: 0.7300 2022-05-11 01:20:39,090 - mmdet - INFO - Epoch [12][700/3992] lr: 1.000e-04, eta: 4 days, 7:11:00, time: 0.505, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0341, loss_cls: 0.3128, acc: 89.7695, loss_bbox: 0.3525, loss_mask: 0.0000, loss: 0.7327 2022-05-11 01:21:04,800 - mmdet - INFO - Epoch [12][750/3992] lr: 1.000e-04, eta: 4 days, 7:10:54, time: 0.514, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0307, loss_cls: 0.2975, acc: 90.9414, loss_bbox: 0.3135, loss_mask: 0.0000, loss: 0.6745 2022-05-11 01:21:30,252 - mmdet - INFO - Epoch [12][800/3992] lr: 1.000e-04, eta: 4 days, 7:10:43, time: 0.509, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0362, loss_cls: 0.3191, acc: 89.7598, loss_bbox: 0.3589, loss_mask: 0.0000, loss: 0.7459 2022-05-11 01:21:55,443 - mmdet - INFO - Epoch [12][850/3992] lr: 1.000e-04, eta: 4 days, 7:10:27, time: 0.504, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0306, loss_cls: 0.3071, acc: 90.4473, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.7055 2022-05-11 01:22:21,123 - mmdet - INFO - Epoch [12][900/3992] lr: 1.000e-04, eta: 4 days, 7:10:20, time: 0.514, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0321, loss_cls: 0.3463, acc: 89.3105, loss_bbox: 0.3552, loss_mask: 0.0000, loss: 0.7660 2022-05-11 01:22:46,760 - mmdet - INFO - Epoch [12][950/3992] lr: 1.000e-04, eta: 4 days, 7:10:12, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0381, loss_cls: 0.3132, acc: 89.8945, loss_bbox: 0.3440, loss_mask: 0.0000, loss: 0.7339 2022-05-11 01:23:11,295 - mmdet - INFO - Epoch [12][1000/3992] lr: 1.000e-04, eta: 4 days, 7:09:46, time: 0.491, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0354, loss_cls: 0.3246, acc: 90.1445, loss_bbox: 0.3429, loss_mask: 0.0000, loss: 0.7347 2022-05-11 01:23:35,346 - mmdet - INFO - Epoch [12][1050/3992] lr: 1.000e-04, eta: 4 days, 7:09:11, time: 0.481, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0322, loss_cls: 0.3029, acc: 90.0977, loss_bbox: 0.3373, loss_mask: 0.0000, loss: 0.7011 2022-05-11 01:23:59,862 - mmdet - INFO - Epoch [12][1100/3992] lr: 1.000e-04, eta: 4 days, 7:08:44, time: 0.490, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0395, loss_cls: 0.3078, acc: 90.3320, loss_bbox: 0.3279, loss_mask: 0.0000, loss: 0.7086 2022-05-11 01:24:25,040 - mmdet - INFO - Epoch [12][1150/3992] lr: 1.000e-04, eta: 4 days, 7:08:28, time: 0.504, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0396, loss_cls: 0.3080, acc: 90.4824, loss_bbox: 0.3174, loss_mask: 0.0000, loss: 0.7076 2022-05-11 01:24:50,191 - mmdet - INFO - Epoch [12][1200/3992] lr: 1.000e-04, eta: 4 days, 7:08:12, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0345, loss_cls: 0.3025, acc: 90.1152, loss_bbox: 0.3532, loss_mask: 0.0000, loss: 0.7223 2022-05-11 01:25:15,643 - mmdet - INFO - Epoch [12][1250/3992] lr: 1.000e-04, eta: 4 days, 7:08:01, time: 0.509, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0340, loss_cls: 0.3002, acc: 90.0996, loss_bbox: 0.3395, loss_mask: 0.0000, loss: 0.6995 2022-05-11 01:25:41,271 - mmdet - INFO - Epoch [12][1300/3992] lr: 1.000e-04, eta: 4 days, 7:07:53, time: 0.513, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0349, loss_cls: 0.3013, acc: 90.3730, loss_bbox: 0.3362, loss_mask: 0.0000, loss: 0.6982 2022-05-11 01:26:04,947 - mmdet - INFO - Epoch [12][1350/3992] lr: 1.000e-04, eta: 4 days, 7:07:12, time: 0.474, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0328, loss_cls: 0.3265, acc: 89.5508, loss_bbox: 0.3561, loss_mask: 0.0000, loss: 0.7507 2022-05-11 01:26:30,614 - mmdet - INFO - Epoch [12][1400/3992] lr: 1.000e-04, eta: 4 days, 7:07:04, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0378, loss_cls: 0.2922, acc: 90.6562, loss_bbox: 0.3232, loss_mask: 0.0000, loss: 0.6821 2022-05-11 01:26:56,602 - mmdet - INFO - Epoch [12][1450/3992] lr: 1.000e-04, eta: 4 days, 7:07:02, time: 0.520, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0376, loss_cls: 0.3279, acc: 89.7480, loss_bbox: 0.3520, loss_mask: 0.0000, loss: 0.7518 2022-05-11 01:27:21,213 - mmdet - INFO - Epoch [12][1500/3992] lr: 1.000e-04, eta: 4 days, 7:06:37, time: 0.492, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0377, loss_cls: 0.3413, acc: 89.5586, loss_bbox: 0.3496, loss_mask: 0.0000, loss: 0.7650 2022-05-11 01:27:46,543 - mmdet - INFO - Epoch [12][1550/3992] lr: 1.000e-04, eta: 4 days, 7:06:23, time: 0.507, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0344, loss_cls: 0.3144, acc: 90.0410, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.7202 2022-05-11 01:28:11,769 - mmdet - INFO - Epoch [12][1600/3992] lr: 1.000e-04, eta: 4 days, 7:06:08, time: 0.505, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0294, loss_cls: 0.2955, acc: 90.5156, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.6786 2022-05-11 01:28:35,992 - mmdet - INFO - Epoch [12][1650/3992] lr: 1.000e-04, eta: 4 days, 7:05:36, time: 0.484, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0365, loss_cls: 0.3214, acc: 90.1094, loss_bbox: 0.3365, loss_mask: 0.0000, loss: 0.7284 2022-05-11 01:29:00,879 - mmdet - INFO - Epoch [12][1700/3992] lr: 1.000e-04, eta: 4 days, 7:05:16, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0306, loss_cls: 0.2822, acc: 91.3730, loss_bbox: 0.3058, loss_mask: 0.0000, loss: 0.6457 2022-05-11 01:29:25,660 - mmdet - INFO - Epoch [12][1750/3992] lr: 1.000e-04, eta: 4 days, 7:04:53, time: 0.496, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0341, loss_cls: 0.3041, acc: 90.5469, loss_bbox: 0.3188, loss_mask: 0.0000, loss: 0.6864 2022-05-11 01:29:49,869 - mmdet - INFO - Epoch [12][1800/3992] lr: 1.000e-04, eta: 4 days, 7:04:21, time: 0.484, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0320, loss_cls: 0.2802, acc: 90.8398, loss_bbox: 0.3219, loss_mask: 0.0000, loss: 0.6643 2022-05-11 01:30:14,754 - mmdet - INFO - Epoch [12][1850/3992] lr: 1.000e-04, eta: 4 days, 7:04:01, time: 0.498, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0361, loss_cls: 0.3048, acc: 90.1816, loss_bbox: 0.3418, loss_mask: 0.0000, loss: 0.7107 2022-05-11 01:30:40,419 - mmdet - INFO - Epoch [12][1900/3992] lr: 1.000e-04, eta: 4 days, 7:03:53, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0305, loss_cls: 0.3002, acc: 90.7715, loss_bbox: 0.3196, loss_mask: 0.0000, loss: 0.6829 2022-05-11 01:31:04,472 - mmdet - INFO - Epoch [12][1950/3992] lr: 1.000e-04, eta: 4 days, 7:03:18, time: 0.481, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0313, loss_cls: 0.2939, acc: 90.5234, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6840 2022-05-11 01:31:28,897 - mmdet - INFO - Epoch [12][2000/3992] lr: 1.000e-04, eta: 4 days, 7:02:50, time: 0.488, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0360, loss_cls: 0.3015, acc: 90.5957, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.6988 2022-05-11 01:31:53,641 - mmdet - INFO - Epoch [12][2050/3992] lr: 1.000e-04, eta: 4 days, 7:02:27, time: 0.495, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0353, loss_cls: 0.3138, acc: 90.0176, loss_bbox: 0.3435, loss_mask: 0.0000, loss: 0.7220 2022-05-11 01:32:19,550 - mmdet - INFO - Epoch [12][2100/3992] lr: 1.000e-04, eta: 4 days, 7:02:23, time: 0.518, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0383, loss_cls: 0.2982, acc: 90.1660, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.7053 2022-05-11 01:32:44,438 - mmdet - INFO - Epoch [12][2150/3992] lr: 1.000e-04, eta: 4 days, 7:02:02, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0305, loss_cls: 0.2872, acc: 91.0391, loss_bbox: 0.3198, loss_mask: 0.0000, loss: 0.6661 2022-05-11 01:33:09,736 - mmdet - INFO - Epoch [12][2200/3992] lr: 1.000e-04, eta: 4 days, 7:01:48, time: 0.506, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0376, loss_cls: 0.2951, acc: 90.8008, loss_bbox: 0.3113, loss_mask: 0.0000, loss: 0.6795 2022-05-11 01:33:34,467 - mmdet - INFO - Epoch [12][2250/3992] lr: 1.000e-04, eta: 4 days, 7:01:24, time: 0.495, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0326, loss_cls: 0.3198, acc: 89.8477, loss_bbox: 0.3364, loss_mask: 0.0000, loss: 0.7180 2022-05-11 01:33:59,297 - mmdet - INFO - Epoch [12][2300/3992] lr: 1.000e-04, eta: 4 days, 7:01:03, time: 0.497, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0434, loss_cls: 0.3390, acc: 89.0547, loss_bbox: 0.3613, loss_mask: 0.0000, loss: 0.7880 2022-05-11 01:34:25,239 - mmdet - INFO - Epoch [12][2350/3992] lr: 1.000e-04, eta: 4 days, 7:00:59, time: 0.519, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0313, loss_cls: 0.2661, acc: 91.1914, loss_bbox: 0.3070, loss_mask: 0.0000, loss: 0.6314 2022-05-11 01:34:50,306 - mmdet - INFO - Epoch [12][2400/3992] lr: 1.000e-04, eta: 4 days, 7:00:41, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0328, loss_cls: 0.3153, acc: 89.5957, loss_bbox: 0.3573, loss_mask: 0.0000, loss: 0.7344 2022-05-11 01:35:14,233 - mmdet - INFO - Epoch [12][2450/3992] lr: 1.000e-04, eta: 4 days, 7:00:05, time: 0.479, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0274, loss_cls: 0.2911, acc: 90.9980, loss_bbox: 0.3141, loss_mask: 0.0000, loss: 0.6545 2022-05-11 01:35:39,766 - mmdet - INFO - Epoch [12][2500/3992] lr: 1.000e-04, eta: 4 days, 6:59:54, time: 0.511, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0346, loss_cls: 0.2997, acc: 90.7363, loss_bbox: 0.3240, loss_mask: 0.0000, loss: 0.6963 2022-05-11 01:36:04,858 - mmdet - INFO - Epoch [12][2550/3992] lr: 1.000e-04, eta: 4 days, 6:59:37, time: 0.502, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0342, loss_cls: 0.3191, acc: 89.9375, loss_bbox: 0.3506, loss_mask: 0.0000, loss: 0.7301 2022-05-11 01:36:29,781 - mmdet - INFO - Epoch [12][2600/3992] lr: 1.000e-04, eta: 4 days, 6:59:16, time: 0.498, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0347, loss_cls: 0.3238, acc: 89.8867, loss_bbox: 0.3486, loss_mask: 0.0000, loss: 0.7361 2022-05-11 01:36:54,447 - mmdet - INFO - Epoch [12][2650/3992] lr: 1.000e-04, eta: 4 days, 6:58:52, time: 0.493, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0283, loss_cls: 0.2829, acc: 91.0000, loss_bbox: 0.2995, loss_mask: 0.0000, loss: 0.6383 2022-05-11 01:37:19,737 - mmdet - INFO - Epoch [12][2700/3992] lr: 1.000e-04, eta: 4 days, 6:58:37, time: 0.506, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0378, loss_cls: 0.3345, acc: 89.2148, loss_bbox: 0.3562, loss_mask: 0.0000, loss: 0.7596 2022-05-11 01:37:44,794 - mmdet - INFO - Epoch [12][2750/3992] lr: 1.000e-04, eta: 4 days, 6:58:19, time: 0.501, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0369, loss_cls: 0.3144, acc: 90.0391, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.7259 2022-05-11 01:38:09,232 - mmdet - INFO - Epoch [12][2800/3992] lr: 1.000e-04, eta: 4 days, 6:57:51, time: 0.489, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0349, loss_cls: 0.3282, acc: 90.1777, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.7334 2022-05-11 01:38:33,948 - mmdet - INFO - Epoch [12][2850/3992] lr: 1.000e-04, eta: 4 days, 6:57:27, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0337, loss_cls: 0.3204, acc: 89.7891, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.7120 2022-05-11 01:38:58,642 - mmdet - INFO - Epoch [12][2900/3992] lr: 1.000e-04, eta: 4 days, 6:57:03, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0363, loss_cls: 0.3099, acc: 89.8145, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7314 2022-05-11 01:39:23,481 - mmdet - INFO - Epoch [12][2950/3992] lr: 1.000e-04, eta: 4 days, 6:56:41, time: 0.497, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0334, loss_cls: 0.2972, acc: 90.6172, loss_bbox: 0.3296, loss_mask: 0.0000, loss: 0.6905 2022-05-11 01:39:48,228 - mmdet - INFO - Epoch [12][3000/3992] lr: 1.000e-04, eta: 4 days, 6:56:18, time: 0.495, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0295, loss_cls: 0.3020, acc: 90.2812, loss_bbox: 0.3185, loss_mask: 0.0000, loss: 0.6756 2022-05-11 01:40:13,337 - mmdet - INFO - Epoch [12][3050/3992] lr: 1.000e-04, eta: 4 days, 6:56:01, time: 0.502, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0340, loss_cls: 0.3067, acc: 90.5156, loss_bbox: 0.3382, loss_mask: 0.0000, loss: 0.7148 2022-05-11 01:40:38,093 - mmdet - INFO - Epoch [12][3100/3992] lr: 1.000e-04, eta: 4 days, 6:55:38, time: 0.495, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0322, loss_cls: 0.2944, acc: 90.5137, loss_bbox: 0.3471, loss_mask: 0.0000, loss: 0.7028 2022-05-11 01:41:03,629 - mmdet - INFO - Epoch [12][3150/3992] lr: 1.000e-04, eta: 4 days, 6:55:27, time: 0.511, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0343, loss_cls: 0.2795, acc: 91.1621, loss_bbox: 0.3114, loss_mask: 0.0000, loss: 0.6526 2022-05-11 01:41:28,000 - mmdet - INFO - Epoch [12][3200/3992] lr: 1.000e-04, eta: 4 days, 6:54:58, time: 0.487, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0391, loss_cls: 0.3021, acc: 90.4844, loss_bbox: 0.3340, loss_mask: 0.0000, loss: 0.7097 2022-05-11 01:41:52,683 - mmdet - INFO - Epoch [12][3250/3992] lr: 1.000e-04, eta: 4 days, 6:54:34, time: 0.494, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0346, loss_cls: 0.3087, acc: 90.0781, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.7144 2022-05-11 01:42:17,114 - mmdet - INFO - Epoch [12][3300/3992] lr: 1.000e-04, eta: 4 days, 6:54:05, time: 0.489, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0327, loss_cls: 0.3084, acc: 90.2637, loss_bbox: 0.3124, loss_mask: 0.0000, loss: 0.6844 2022-05-11 01:42:42,210 - mmdet - INFO - Epoch [12][3350/3992] lr: 1.000e-04, eta: 4 days, 6:53:48, time: 0.502, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0371, loss_cls: 0.3263, acc: 88.9629, loss_bbox: 0.3740, loss_mask: 0.0000, loss: 0.7732 2022-05-11 01:43:06,896 - mmdet - INFO - Epoch [12][3400/3992] lr: 1.000e-04, eta: 4 days, 6:53:24, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0371, loss_cls: 0.3046, acc: 90.1543, loss_bbox: 0.3243, loss_mask: 0.0000, loss: 0.6995 2022-05-11 01:43:32,205 - mmdet - INFO - Epoch [12][3450/3992] lr: 1.000e-04, eta: 4 days, 6:53:09, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0357, loss_cls: 0.2925, acc: 90.5605, loss_bbox: 0.3303, loss_mask: 0.0000, loss: 0.6951 2022-05-11 01:43:56,756 - mmdet - INFO - Epoch [12][3500/3992] lr: 1.000e-04, eta: 4 days, 6:52:43, time: 0.491, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0343, loss_cls: 0.3215, acc: 89.7051, loss_bbox: 0.3604, loss_mask: 0.0000, loss: 0.7489 2022-05-11 01:44:22,162 - mmdet - INFO - Epoch [12][3550/3992] lr: 1.000e-04, eta: 4 days, 6:52:30, time: 0.508, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0350, loss_cls: 0.3175, acc: 89.9004, loss_bbox: 0.3420, loss_mask: 0.0000, loss: 0.7254 2022-05-11 01:44:48,290 - mmdet - INFO - Epoch [12][3600/3992] lr: 1.000e-04, eta: 4 days, 6:52:29, time: 0.523, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0340, loss_cls: 0.3042, acc: 90.8164, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6927 2022-05-11 01:45:12,425 - mmdet - INFO - Epoch [12][3650/3992] lr: 1.000e-04, eta: 4 days, 6:51:56, time: 0.483, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0392, loss_cls: 0.3148, acc: 90.1035, loss_bbox: 0.3465, loss_mask: 0.0000, loss: 0.7310 2022-05-11 01:45:36,138 - mmdet - INFO - Epoch [12][3700/3992] lr: 1.000e-04, eta: 4 days, 6:51:16, time: 0.474, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0344, loss_cls: 0.3099, acc: 89.9258, loss_bbox: 0.3451, loss_mask: 0.0000, loss: 0.7169 2022-05-11 01:46:01,349 - mmdet - INFO - Epoch [12][3750/3992] lr: 1.000e-04, eta: 4 days, 6:51:00, time: 0.504, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0344, loss_cls: 0.3333, acc: 89.1934, loss_bbox: 0.3642, loss_mask: 0.0000, loss: 0.7613 2022-05-11 01:46:26,860 - mmdet - INFO - Epoch [12][3800/3992] lr: 1.000e-04, eta: 4 days, 6:50:49, time: 0.510, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0372, loss_cls: 0.3152, acc: 89.7949, loss_bbox: 0.3450, loss_mask: 0.0000, loss: 0.7302 2022-05-11 01:46:51,233 - mmdet - INFO - Epoch [12][3850/3992] lr: 1.000e-04, eta: 4 days, 6:50:20, time: 0.487, data_time: 0.011, memory: 8597, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0304, loss_cls: 0.2890, acc: 91.0488, loss_bbox: 0.3072, loss_mask: 0.0000, loss: 0.6497 2022-05-11 01:47:17,707 - mmdet - INFO - Epoch [12][3900/3992] lr: 1.000e-04, eta: 4 days, 6:50:23, time: 0.529, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0413, loss_cls: 0.3331, acc: 89.4121, loss_bbox: 0.3684, loss_mask: 0.0000, loss: 0.7809 2022-05-11 01:47:42,621 - mmdet - INFO - Epoch [12][3950/3992] lr: 1.000e-04, eta: 4 days, 6:50:03, time: 0.498, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0331, loss_cls: 0.3333, acc: 89.8027, loss_bbox: 0.3322, loss_mask: 0.0000, loss: 0.7355 2022-05-11 01:48:02,511 - mmdet - INFO - Saving checkpoint at 12 epochs 2022-05-11 01:54:59,422 - mmdet - INFO - Evaluating bbox... 2022-05-11 01:55:23,005 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.101 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.199 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.089 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.047 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.127 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.144 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-11 01:55:23,011 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.092 | table | 0.241 | desk | 0.086 | | sofa_chair | 0.430 | pillow | 0.096 | box | 0.007 | | garbage_bin | 0.321 | cabinet | 0.020 | drawer | 0.024 | | shelf | 0.058 | kitchen_counter | 0.171 | kitchen_cabinet | 0.210 | | cpu | 0.021 | bench | 0.123 | file_cabinet | 0.028 | | whiteboard | 0.103 | lamp | 0.183 | endtable | 0.085 | | bookshelf | 0.136 | coffee_table | 0.153 | dresser | 0.142 | | paper | 0.005 | printer | 0.125 | monitor | 0.170 | | back_pack | 0.018 | night_stand | 0.249 | door | 0.016 | | picture | 0.039 | ottoman | 0.153 | stool | 0.192 | | outlet | 0.000 | towel | 0.035 | tray | 0.006 | | bag | 0.004 | stove | 0.045 | bathtub | 0.219 | | scanner | 0.030 | cubby | 0.011 | mirror | 0.022 | | bottle | 0.004 | rack | 0.025 | cup | 0.054 | | thermos | 0.008 | island | 0.050 | counter | 0.018 | | bowl | 0.035 | plate | 0.001 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.123 | | cart | 0.102 | tv_stand | 0.055 | poster | 0.007 | | soap_dispenser | 0.203 | toy | nan | chair | 0.283 | | sofa | 0.324 | plant | 0.048 | bed | 0.522 | | dining_table | 0.003 | toilet | 0.436 | tv | 0.213 | | laptop | 0.092 | mouse | 0.070 | basket | 0.000 | | keyboard | 0.039 | telephone | 0.033 | microwave | 0.144 | | oven | 0.020 | paper_towel_dispenser | 0.270 | sink | 0.121 | | fridge | 0.104 | book | 0.004 | clock | 0.141 | | vase | 0.052 | fire_extinguisher | 0.051 | blinds | 0.027 | | podium | 0.199 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:23,015 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.257 | table | 0.474 | desk | 0.179 | | sofa_chair | 0.620 | pillow | 0.247 | box | 0.019 | | garbage_bin | 0.597 | cabinet | 0.043 | drawer | 0.047 | | shelf | 0.145 | kitchen_counter | 0.315 | kitchen_cabinet | 0.380 | | cpu | 0.061 | bench | 0.285 | file_cabinet | 0.043 | | whiteboard | 0.164 | lamp | 0.421 | endtable | 0.175 | | bookshelf | 0.353 | coffee_table | 0.304 | dresser | 0.270 | | paper | 0.010 | printer | 0.235 | monitor | 0.449 | | back_pack | 0.042 | night_stand | 0.457 | door | 0.025 | | picture | 0.083 | ottoman | 0.242 | stool | 0.392 | | outlet | 0.000 | towel | 0.074 | tray | 0.011 | | bag | 0.006 | stove | 0.078 | bathtub | 0.522 | | scanner | 0.044 | cubby | 0.016 | mirror | 0.049 | | bottle | 0.009 | rack | 0.051 | cup | 0.134 | | thermos | 0.029 | island | 0.100 | counter | 0.031 | | bowl | 0.122 | plate | 0.003 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.228 | | cart | 0.186 | tv_stand | 0.079 | poster | 0.014 | | soap_dispenser | 0.337 | toy | nan | chair | 0.644 | | sofa | 0.508 | plant | 0.113 | bed | 0.827 | | dining_table | 0.010 | toilet | 0.764 | tv | 0.385 | | laptop | 0.204 | mouse | 0.110 | basket | 0.001 | | keyboard | 0.125 | telephone | 0.100 | microwave | 0.287 | | oven | 0.064 | paper_towel_dispenser | 0.604 | sink | 0.371 | | fridge | 0.194 | book | 0.012 | clock | 0.288 | | vase | 0.093 | fire_extinguisher | 0.129 | blinds | 0.045 | | podium | 0.302 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:23,018 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.019 | table | 0.221 | desk | 0.076 | | sofa_chair | 0.502 | pillow | 0.051 | box | 0.003 | | garbage_bin | 0.327 | cabinet | 0.019 | drawer | 0.021 | | shelf | 0.037 | kitchen_counter | 0.166 | kitchen_cabinet | 0.258 | | cpu | 0.009 | bench | 0.082 | file_cabinet | 0.029 | | whiteboard | 0.118 | lamp | 0.128 | endtable | 0.063 | | bookshelf | 0.116 | coffee_table | 0.116 | dresser | 0.141 | | paper | 0.005 | printer | 0.072 | monitor | 0.086 | | back_pack | 0.011 | night_stand | 0.248 | door | 0.017 | | picture | 0.030 | ottoman | 0.169 | stool | 0.142 | | outlet | 0.000 | towel | 0.027 | tray | 0.009 | | bag | 0.005 | stove | 0.060 | bathtub | 0.149 | | scanner | 0.028 | cubby | 0.014 | mirror | 0.025 | | bottle | 0.001 | rack | 0.002 | cup | 0.021 | | thermos | 0.001 | island | 0.039 | counter | 0.021 | | bowl | 0.022 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.152 | | cart | 0.115 | tv_stand | 0.059 | poster | 0.000 | | soap_dispenser | 0.228 | toy | nan | chair | 0.201 | | sofa | 0.363 | plant | 0.014 | bed | 0.579 | | dining_table | 0.000 | toilet | 0.440 | tv | 0.236 | | laptop | 0.054 | mouse | 0.076 | basket | 0.000 | | keyboard | 0.005 | telephone | 0.006 | microwave | 0.059 | | oven | 0.012 | paper_towel_dispenser | 0.069 | sink | 0.041 | | fridge | 0.108 | book | 0.004 | clock | 0.083 | | vase | 0.072 | fire_extinguisher | 0.000 | blinds | 0.044 | | podium | 0.245 | others | 0.023 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:23,018 - mmdet - INFO - Evaluating segm... 2022-05-11 01:55:52,046 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 01:55:52,050 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:52,053 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:52,056 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 01:55:52,537 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 01:55:52,537 - mmdet - INFO - Epoch(val) [12][2619] bbox_mAP: 0.1010, bbox_mAP_50: 0.1990, bbox_mAP_75: 0.0890, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0470, bbox_mAP_l: 0.1270, bbox_mAP_copypaste: 0.101 0.199 0.089 0.004 0.047 0.127, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 01:56:19,224 - mmdet - INFO - Epoch [13][50/3992] lr: 1.000e-04, eta: 4 days, 6:44:25, time: 0.534, data_time: 0.058, memory: 8597, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0330, loss_cls: 0.3109, acc: 90.2266, loss_bbox: 0.3358, loss_mask: 0.0000, loss: 0.7062 2022-05-11 01:56:43,029 - mmdet - INFO - Epoch [13][100/3992] lr: 1.000e-04, eta: 4 days, 6:43:47, time: 0.476, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0340, loss_cls: 0.3181, acc: 90.2520, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.7084 2022-05-11 01:57:07,725 - mmdet - INFO - Epoch [13][150/3992] lr: 1.000e-04, eta: 4 days, 6:43:23, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0361, loss_cls: 0.2963, acc: 90.6543, loss_bbox: 0.3267, loss_mask: 0.0000, loss: 0.6905 2022-05-11 01:57:33,028 - mmdet - INFO - Epoch [13][200/3992] lr: 1.000e-04, eta: 4 days, 6:43:09, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0359, loss_cls: 0.3298, acc: 89.6543, loss_bbox: 0.3509, loss_mask: 0.0000, loss: 0.7500 2022-05-11 01:57:58,408 - mmdet - INFO - Epoch [13][250/3992] lr: 1.000e-04, eta: 4 days, 6:42:56, time: 0.508, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0346, loss_cls: 0.3043, acc: 90.2617, loss_bbox: 0.3466, loss_mask: 0.0000, loss: 0.7189 2022-05-11 01:58:23,453 - mmdet - INFO - Epoch [13][300/3992] lr: 1.000e-04, eta: 4 days, 6:42:37, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0344, loss_cls: 0.2996, acc: 90.3984, loss_bbox: 0.3330, loss_mask: 0.0000, loss: 0.6967 2022-05-11 01:58:48,095 - mmdet - INFO - Epoch [13][350/3992] lr: 1.000e-04, eta: 4 days, 6:42:12, time: 0.493, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0335, loss_cls: 0.3118, acc: 90.2480, loss_bbox: 0.3323, loss_mask: 0.0000, loss: 0.7113 2022-05-11 01:59:12,899 - mmdet - INFO - Epoch [13][400/3992] lr: 1.000e-04, eta: 4 days, 6:41:50, time: 0.496, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0342, loss_cls: 0.2875, acc: 90.4941, loss_bbox: 0.3335, loss_mask: 0.0000, loss: 0.6851 2022-05-11 01:59:38,213 - mmdet - INFO - Epoch [13][450/3992] lr: 1.000e-04, eta: 4 days, 6:41:36, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0312, loss_cls: 0.3030, acc: 90.2734, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.6988 2022-05-11 02:00:02,771 - mmdet - INFO - Epoch [13][500/3992] lr: 1.000e-04, eta: 4 days, 6:41:10, time: 0.491, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0305, loss_cls: 0.2972, acc: 90.5527, loss_bbox: 0.3148, loss_mask: 0.0000, loss: 0.6737 2022-05-11 02:00:28,441 - mmdet - INFO - Epoch [13][550/3992] lr: 1.000e-04, eta: 4 days, 6:41:01, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0324, loss_cls: 0.2939, acc: 90.2383, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.6909 2022-05-11 02:00:53,474 - mmdet - INFO - Epoch [13][600/3992] lr: 1.000e-04, eta: 4 days, 6:40:43, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0302, loss_cls: 0.2640, acc: 91.6133, loss_bbox: 0.3050, loss_mask: 0.0000, loss: 0.6270 2022-05-11 02:01:18,660 - mmdet - INFO - Epoch [13][650/3992] lr: 1.000e-04, eta: 4 days, 6:40:26, time: 0.504, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0290, loss_cls: 0.2850, acc: 91.0176, loss_bbox: 0.3091, loss_mask: 0.0000, loss: 0.6524 2022-05-11 02:01:43,619 - mmdet - INFO - Epoch [13][700/3992] lr: 1.000e-04, eta: 4 days, 6:40:06, time: 0.499, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0397, loss_cls: 0.3134, acc: 89.8398, loss_bbox: 0.3570, loss_mask: 0.0000, loss: 0.7419 2022-05-11 02:02:08,240 - mmdet - INFO - Epoch [13][750/3992] lr: 1.000e-04, eta: 4 days, 6:39:41, time: 0.492, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0390, loss_cls: 0.3257, acc: 89.7109, loss_bbox: 0.3500, loss_mask: 0.0000, loss: 0.7485 2022-05-11 02:02:33,836 - mmdet - INFO - Epoch [13][800/3992] lr: 1.000e-04, eta: 4 days, 6:39:31, time: 0.512, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0293, loss_cls: 0.3079, acc: 90.7109, loss_bbox: 0.3201, loss_mask: 0.0000, loss: 0.6857 2022-05-11 02:02:58,810 - mmdet - INFO - Epoch [13][850/3992] lr: 1.000e-04, eta: 4 days, 6:39:12, time: 0.499, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0351, loss_cls: 0.2982, acc: 90.5977, loss_bbox: 0.3175, loss_mask: 0.0000, loss: 0.6832 2022-05-11 02:03:23,434 - mmdet - INFO - Epoch [13][900/3992] lr: 1.000e-04, eta: 4 days, 6:38:47, time: 0.492, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0293, loss_cls: 0.2825, acc: 90.7891, loss_bbox: 0.3141, loss_mask: 0.0000, loss: 0.6555 2022-05-11 02:03:47,918 - mmdet - INFO - Epoch [13][950/3992] lr: 1.000e-04, eta: 4 days, 6:38:19, time: 0.490, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0319, loss_cls: 0.2980, acc: 90.7715, loss_bbox: 0.2972, loss_mask: 0.0000, loss: 0.6596 2022-05-11 02:04:12,711 - mmdet - INFO - Epoch [13][1000/3992] lr: 1.000e-04, eta: 4 days, 6:37:57, time: 0.496, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0392, loss_cls: 0.3015, acc: 89.8047, loss_bbox: 0.3592, loss_mask: 0.0000, loss: 0.7372 2022-05-11 02:04:36,915 - mmdet - INFO - Epoch [13][1050/3992] lr: 1.000e-04, eta: 4 days, 6:37:26, time: 0.484, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0298, loss_cls: 0.3093, acc: 90.4258, loss_bbox: 0.3284, loss_mask: 0.0000, loss: 0.6987 2022-05-11 02:05:01,911 - mmdet - INFO - Epoch [13][1100/3992] lr: 1.000e-04, eta: 4 days, 6:37:06, time: 0.500, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0310, loss_cls: 0.3225, acc: 90.1602, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.7184 2022-05-11 02:05:26,825 - mmdet - INFO - Epoch [13][1150/3992] lr: 1.000e-04, eta: 4 days, 6:36:46, time: 0.498, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0309, loss_cls: 0.2845, acc: 91.0293, loss_bbox: 0.3217, loss_mask: 0.0000, loss: 0.6656 2022-05-11 02:05:51,856 - mmdet - INFO - Epoch [13][1200/3992] lr: 1.000e-04, eta: 4 days, 6:36:27, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0324, loss_cls: 0.2837, acc: 90.8516, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6584 2022-05-11 02:06:16,640 - mmdet - INFO - Epoch [13][1250/3992] lr: 1.000e-04, eta: 4 days, 6:36:04, time: 0.496, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0312, loss_cls: 0.3110, acc: 90.3535, loss_bbox: 0.3529, loss_mask: 0.0000, loss: 0.7217 2022-05-11 02:06:41,247 - mmdet - INFO - Epoch [13][1300/3992] lr: 1.000e-04, eta: 4 days, 6:35:39, time: 0.492, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0315, loss_cls: 0.2779, acc: 90.9609, loss_bbox: 0.3043, loss_mask: 0.0000, loss: 0.6421 2022-05-11 02:07:06,365 - mmdet - INFO - Epoch [13][1350/3992] lr: 1.000e-04, eta: 4 days, 6:35:21, time: 0.502, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0381, loss_cls: 0.2984, acc: 90.0332, loss_bbox: 0.3587, loss_mask: 0.0000, loss: 0.7289 2022-05-11 02:07:31,856 - mmdet - INFO - Epoch [13][1400/3992] lr: 1.000e-04, eta: 4 days, 6:35:10, time: 0.510, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0356, loss_cls: 0.2896, acc: 90.4336, loss_bbox: 0.3372, loss_mask: 0.0000, loss: 0.7046 2022-05-11 02:07:56,772 - mmdet - INFO - Epoch [13][1450/3992] lr: 1.000e-04, eta: 4 days, 6:34:49, time: 0.498, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0285, loss_cls: 0.2568, acc: 92.0332, loss_bbox: 0.2946, loss_mask: 0.0000, loss: 0.6091 2022-05-11 02:08:21,058 - mmdet - INFO - Epoch [13][1500/3992] lr: 1.000e-04, eta: 4 days, 6:34:19, time: 0.486, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0374, loss_cls: 0.2787, acc: 91.2227, loss_bbox: 0.3174, loss_mask: 0.0000, loss: 0.6701 2022-05-11 02:08:45,393 - mmdet - INFO - Epoch [13][1550/3992] lr: 1.000e-04, eta: 4 days, 6:33:49, time: 0.487, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0309, loss_cls: 0.2811, acc: 90.9414, loss_bbox: 0.3149, loss_mask: 0.0000, loss: 0.6558 2022-05-11 02:09:10,480 - mmdet - INFO - Epoch [13][1600/3992] lr: 1.000e-04, eta: 4 days, 6:33:31, time: 0.502, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0308, loss_cls: 0.2941, acc: 90.5117, loss_bbox: 0.3392, loss_mask: 0.0000, loss: 0.6891 2022-05-11 02:09:36,246 - mmdet - INFO - Epoch [13][1650/3992] lr: 1.000e-04, eta: 4 days, 6:33:23, time: 0.515, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0394, loss_cls: 0.3292, acc: 89.5352, loss_bbox: 0.3662, loss_mask: 0.0000, loss: 0.7685 2022-05-11 02:10:02,272 - mmdet - INFO - Epoch [13][1700/3992] lr: 1.000e-04, eta: 4 days, 6:33:20, time: 0.521, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0342, loss_cls: 0.3032, acc: 90.2910, loss_bbox: 0.3325, loss_mask: 0.0000, loss: 0.6939 2022-05-11 02:10:26,767 - mmdet - INFO - Epoch [13][1750/3992] lr: 1.000e-04, eta: 4 days, 6:32:53, time: 0.490, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0297, loss_cls: 0.2730, acc: 91.0879, loss_bbox: 0.3126, loss_mask: 0.0000, loss: 0.6401 2022-05-11 02:10:52,545 - mmdet - INFO - Epoch [13][1800/3992] lr: 1.000e-04, eta: 4 days, 6:32:45, time: 0.516, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0336, loss_cls: 0.3033, acc: 90.8359, loss_bbox: 0.3251, loss_mask: 0.0000, loss: 0.6944 2022-05-11 02:11:17,737 - mmdet - INFO - Epoch [13][1850/3992] lr: 1.000e-04, eta: 4 days, 6:32:28, time: 0.504, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0292, loss_cls: 0.3011, acc: 90.5078, loss_bbox: 0.3236, loss_mask: 0.0000, loss: 0.6855 2022-05-11 02:11:42,453 - mmdet - INFO - Epoch [13][1900/3992] lr: 1.000e-04, eta: 4 days, 6:32:05, time: 0.494, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0348, loss_cls: 0.2890, acc: 90.7695, loss_bbox: 0.3323, loss_mask: 0.0000, loss: 0.6954 2022-05-11 02:12:07,171 - mmdet - INFO - Epoch [13][1950/3992] lr: 1.000e-04, eta: 4 days, 6:31:41, time: 0.494, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0359, loss_cls: 0.2746, acc: 90.9121, loss_bbox: 0.3287, loss_mask: 0.0000, loss: 0.6687 2022-05-11 02:12:32,025 - mmdet - INFO - Epoch [13][2000/3992] lr: 1.000e-04, eta: 4 days, 6:31:19, time: 0.497, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0318, loss_cls: 0.2720, acc: 91.4375, loss_bbox: 0.3201, loss_mask: 0.0000, loss: 0.6503 2022-05-11 02:12:56,405 - mmdet - INFO - Epoch [13][2050/3992] lr: 1.000e-04, eta: 4 days, 6:30:50, time: 0.488, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0305, loss_cls: 0.3087, acc: 90.1172, loss_bbox: 0.3473, loss_mask: 0.0000, loss: 0.7177 2022-05-11 02:13:21,273 - mmdet - INFO - Epoch [13][2100/3992] lr: 1.000e-04, eta: 4 days, 6:30:29, time: 0.497, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0331, loss_cls: 0.3135, acc: 90.4414, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6910 2022-05-11 02:13:45,052 - mmdet - INFO - Epoch [13][2150/3992] lr: 1.000e-04, eta: 4 days, 6:29:51, time: 0.476, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0315, loss_cls: 0.3242, acc: 89.8848, loss_bbox: 0.3342, loss_mask: 0.0000, loss: 0.7209 2022-05-11 02:14:10,678 - mmdet - INFO - Epoch [13][2200/3992] lr: 1.000e-04, eta: 4 days, 6:29:41, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0388, loss_cls: 0.3010, acc: 90.1895, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.7221 2022-05-11 02:14:35,630 - mmdet - INFO - Epoch [13][2250/3992] lr: 1.000e-04, eta: 4 days, 6:29:21, time: 0.499, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0359, loss_cls: 0.2880, acc: 90.5723, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.6852 2022-05-11 02:15:00,350 - mmdet - INFO - Epoch [13][2300/3992] lr: 1.000e-04, eta: 4 days, 6:28:57, time: 0.494, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0367, loss_cls: 0.3226, acc: 89.8457, loss_bbox: 0.3587, loss_mask: 0.0000, loss: 0.7482 2022-05-11 02:15:26,008 - mmdet - INFO - Epoch [13][2350/3992] lr: 1.000e-04, eta: 4 days, 6:28:47, time: 0.513, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0327, loss_cls: 0.3127, acc: 90.3145, loss_bbox: 0.3470, loss_mask: 0.0000, loss: 0.7236 2022-05-11 02:15:50,872 - mmdet - INFO - Epoch [13][2400/3992] lr: 1.000e-04, eta: 4 days, 6:28:26, time: 0.497, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0308, loss_cls: 0.2959, acc: 90.4395, loss_bbox: 0.3250, loss_mask: 0.0000, loss: 0.6773 2022-05-11 02:16:16,608 - mmdet - INFO - Epoch [13][2450/3992] lr: 1.000e-04, eta: 4 days, 6:28:17, time: 0.515, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0336, loss_cls: 0.3043, acc: 90.6152, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.7069 2022-05-11 02:16:42,244 - mmdet - INFO - Epoch [13][2500/3992] lr: 1.000e-04, eta: 4 days, 6:28:07, time: 0.513, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0368, loss_cls: 0.3353, acc: 89.4316, loss_bbox: 0.3546, loss_mask: 0.0000, loss: 0.7618 2022-05-11 02:17:06,466 - mmdet - INFO - Epoch [13][2550/3992] lr: 1.000e-04, eta: 4 days, 6:27:36, time: 0.484, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0335, loss_cls: 0.3050, acc: 90.5840, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 0.7061 2022-05-11 02:17:31,113 - mmdet - INFO - Epoch [13][2600/3992] lr: 1.000e-04, eta: 4 days, 6:27:11, time: 0.493, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0310, loss_cls: 0.2976, acc: 90.1621, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.6989 2022-05-11 02:17:57,266 - mmdet - INFO - Epoch [13][2650/3992] lr: 1.000e-04, eta: 4 days, 6:27:09, time: 0.523, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0381, loss_cls: 0.3645, acc: 88.3262, loss_bbox: 0.3900, loss_mask: 0.0000, loss: 0.8207 2022-05-11 02:18:21,479 - mmdet - INFO - Epoch [13][2700/3992] lr: 1.000e-04, eta: 4 days, 6:26:37, time: 0.484, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0348, loss_cls: 0.3116, acc: 90.1133, loss_bbox: 0.3475, loss_mask: 0.0000, loss: 0.7296 2022-05-11 02:18:46,888 - mmdet - INFO - Epoch [13][2750/3992] lr: 1.000e-04, eta: 4 days, 6:26:24, time: 0.508, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0325, loss_cls: 0.2993, acc: 90.3750, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.7034 2022-05-11 02:19:12,656 - mmdet - INFO - Epoch [13][2800/3992] lr: 1.000e-04, eta: 4 days, 6:26:15, time: 0.515, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0343, loss_cls: 0.2782, acc: 90.5684, loss_bbox: 0.3206, loss_mask: 0.0000, loss: 0.6584 2022-05-11 02:19:37,732 - mmdet - INFO - Epoch [13][2850/3992] lr: 1.000e-04, eta: 4 days, 6:25:57, time: 0.502, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0314, loss_cls: 0.2811, acc: 90.5938, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.6741 2022-05-11 02:20:02,288 - mmdet - INFO - Epoch [13][2900/3992] lr: 1.000e-04, eta: 4 days, 6:25:31, time: 0.491, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0362, loss_cls: 0.2981, acc: 90.4043, loss_bbox: 0.3316, loss_mask: 0.0000, loss: 0.6952 2022-05-11 02:20:26,172 - mmdet - INFO - Epoch [13][2950/3992] lr: 1.000e-04, eta: 4 days, 6:24:55, time: 0.478, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0357, loss_cls: 0.3318, acc: 89.6602, loss_bbox: 0.3499, loss_mask: 0.0000, loss: 0.7629 2022-05-11 02:20:50,519 - mmdet - INFO - Epoch [13][3000/3992] lr: 1.000e-04, eta: 4 days, 6:24:25, time: 0.487, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0370, loss_cls: 0.3073, acc: 90.3730, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.6993 2022-05-11 02:21:16,216 - mmdet - INFO - Epoch [13][3050/3992] lr: 1.000e-04, eta: 4 days, 6:24:16, time: 0.514, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0336, loss_cls: 0.2870, acc: 90.7520, loss_bbox: 0.3339, loss_mask: 0.0000, loss: 0.6817 2022-05-11 02:21:41,276 - mmdet - INFO - Epoch [13][3100/3992] lr: 1.000e-04, eta: 4 days, 6:23:57, time: 0.501, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0292, loss_cls: 0.3018, acc: 90.3340, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.6882 2022-05-11 02:22:06,246 - mmdet - INFO - Epoch [13][3150/3992] lr: 1.000e-04, eta: 4 days, 6:23:37, time: 0.499, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0354, loss_cls: 0.3373, acc: 89.2617, loss_bbox: 0.3592, loss_mask: 0.0000, loss: 0.7659 2022-05-11 02:22:31,619 - mmdet - INFO - Epoch [13][3200/3992] lr: 1.000e-04, eta: 4 days, 6:23:23, time: 0.507, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0328, loss_cls: 0.3052, acc: 90.0098, loss_bbox: 0.3508, loss_mask: 0.0000, loss: 0.7151 2022-05-11 02:22:56,910 - mmdet - INFO - Epoch [13][3250/3992] lr: 1.000e-04, eta: 4 days, 6:23:07, time: 0.506, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0367, loss_cls: 0.3233, acc: 89.7207, loss_bbox: 0.3604, loss_mask: 0.0000, loss: 0.7629 2022-05-11 02:23:21,719 - mmdet - INFO - Epoch [13][3300/3992] lr: 1.000e-04, eta: 4 days, 6:22:45, time: 0.496, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0267, loss_cls: 0.2939, acc: 90.8105, loss_bbox: 0.3045, loss_mask: 0.0000, loss: 0.6535 2022-05-11 02:23:46,109 - mmdet - INFO - Epoch [13][3350/3992] lr: 1.000e-04, eta: 4 days, 6:22:16, time: 0.488, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0349, loss_cls: 0.3295, acc: 89.6328, loss_bbox: 0.3578, loss_mask: 0.0000, loss: 0.7548 2022-05-11 02:24:10,375 - mmdet - INFO - Epoch [13][3400/3992] lr: 1.000e-04, eta: 4 days, 6:21:45, time: 0.485, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0331, loss_cls: 0.3376, acc: 89.5332, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.7488 2022-05-11 02:24:35,913 - mmdet - INFO - Epoch [13][3450/3992] lr: 1.000e-04, eta: 4 days, 6:21:33, time: 0.511, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0332, loss_cls: 0.3198, acc: 89.6660, loss_bbox: 0.3483, loss_mask: 0.0000, loss: 0.7325 2022-05-11 02:25:01,219 - mmdet - INFO - Epoch [13][3500/3992] lr: 1.000e-04, eta: 4 days, 6:21:18, time: 0.506, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0372, loss_cls: 0.3242, acc: 89.8809, loss_bbox: 0.3634, loss_mask: 0.0000, loss: 0.7567 2022-05-11 02:25:25,554 - mmdet - INFO - Epoch [13][3550/3992] lr: 1.000e-04, eta: 4 days, 6:20:49, time: 0.487, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0318, loss_cls: 0.3095, acc: 89.9160, loss_bbox: 0.3409, loss_mask: 0.0000, loss: 0.7109 2022-05-11 02:25:50,720 - mmdet - INFO - Epoch [13][3600/3992] lr: 1.000e-04, eta: 4 days, 6:20:31, time: 0.503, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0324, loss_cls: 0.2871, acc: 90.9219, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6721 2022-05-11 02:26:14,794 - mmdet - INFO - Epoch [13][3650/3992] lr: 1.000e-04, eta: 4 days, 6:19:58, time: 0.481, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0313, loss_cls: 0.2900, acc: 90.6270, loss_bbox: 0.3181, loss_mask: 0.0000, loss: 0.6738 2022-05-11 02:26:39,785 - mmdet - INFO - Epoch [13][3700/3992] lr: 1.000e-04, eta: 4 days, 6:19:38, time: 0.500, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0354, loss_cls: 0.3124, acc: 90.1016, loss_bbox: 0.3448, loss_mask: 0.0000, loss: 0.7278 2022-05-11 02:27:04,131 - mmdet - INFO - Epoch [13][3750/3992] lr: 1.000e-04, eta: 4 days, 6:19:09, time: 0.487, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0403, loss_cls: 0.3279, acc: 89.8477, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.7504 2022-05-11 02:27:29,477 - mmdet - INFO - Epoch [13][3800/3992] lr: 1.000e-04, eta: 4 days, 6:18:54, time: 0.507, data_time: 0.014, memory: 8597, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0305, loss_cls: 0.2973, acc: 90.2988, loss_bbox: 0.3249, loss_mask: 0.0000, loss: 0.6770 2022-05-11 02:27:54,872 - mmdet - INFO - Epoch [13][3850/3992] lr: 1.000e-04, eta: 4 days, 6:18:40, time: 0.508, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0357, loss_cls: 0.3100, acc: 89.7617, loss_bbox: 0.3446, loss_mask: 0.0000, loss: 0.7245 2022-05-11 02:28:19,134 - mmdet - INFO - Epoch [13][3900/3992] lr: 1.000e-04, eta: 4 days, 6:18:10, time: 0.485, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0353, loss_cls: 0.3145, acc: 90.1602, loss_bbox: 0.3360, loss_mask: 0.0000, loss: 0.7204 2022-05-11 02:28:43,470 - mmdet - INFO - Epoch [13][3950/3992] lr: 1.000e-04, eta: 4 days, 6:17:40, time: 0.487, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0322, loss_cls: 0.2946, acc: 90.7188, loss_bbox: 0.3135, loss_mask: 0.0000, loss: 0.6736 2022-05-11 02:29:04,573 - mmdet - INFO - Saving checkpoint at 13 epochs 2022-05-11 02:35:57,150 - mmdet - INFO - Evaluating bbox... 2022-05-11 02:36:23,621 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.092 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.183 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.082 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.002 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.040 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.122 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.135 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-11 02:36:23,626 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.231 | desk | 0.080 | | sofa_chair | 0.347 | pillow | 0.065 | box | 0.025 | | garbage_bin | 0.271 | cabinet | 0.029 | drawer | 0.033 | | shelf | 0.064 | kitchen_counter | 0.124 | kitchen_cabinet | 0.127 | | cpu | 0.025 | bench | 0.074 | file_cabinet | 0.021 | | whiteboard | 0.073 | lamp | 0.188 | endtable | 0.066 | | bookshelf | 0.146 | coffee_table | 0.159 | dresser | 0.117 | | paper | 0.004 | printer | 0.122 | monitor | 0.171 | | back_pack | 0.045 | night_stand | 0.257 | door | 0.022 | | picture | 0.031 | ottoman | 0.130 | stool | 0.187 | | outlet | 0.000 | towel | 0.042 | tray | 0.023 | | bag | 0.023 | stove | 0.071 | bathtub | 0.359 | | scanner | 0.143 | cubby | 0.004 | mirror | 0.017 | | bottle | 0.005 | rack | 0.006 | cup | 0.039 | | thermos | 0.002 | island | 0.058 | counter | 0.017 | | bowl | 0.022 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.002 | coffee_maker | 0.082 | | cart | 0.105 | tv_stand | 0.032 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.276 | | sofa | 0.331 | plant | 0.040 | bed | 0.527 | | dining_table | 0.012 | toilet | 0.438 | tv | 0.228 | | laptop | 0.087 | mouse | 0.055 | basket | 0.000 | | keyboard | 0.044 | telephone | 0.010 | microwave | 0.130 | | oven | 0.016 | paper_towel_dispenser | 0.154 | sink | 0.125 | | fridge | 0.065 | book | 0.005 | clock | 0.141 | | vase | 0.039 | fire_extinguisher | 0.026 | blinds | 0.007 | | podium | 0.035 | others | 0.029 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:23,629 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.279 | table | 0.426 | desk | 0.171 | | sofa_chair | 0.521 | pillow | 0.176 | box | 0.054 | | garbage_bin | 0.496 | cabinet | 0.057 | drawer | 0.066 | | shelf | 0.131 | kitchen_counter | 0.263 | kitchen_cabinet | 0.251 | | cpu | 0.064 | bench | 0.214 | file_cabinet | 0.046 | | whiteboard | 0.128 | lamp | 0.431 | endtable | 0.145 | | bookshelf | 0.287 | coffee_table | 0.345 | dresser | 0.206 | | paper | 0.013 | printer | 0.206 | monitor | 0.441 | | back_pack | 0.099 | night_stand | 0.482 | door | 0.040 | | picture | 0.059 | ottoman | 0.204 | stool | 0.366 | | outlet | 0.000 | towel | 0.085 | tray | 0.051 | | bag | 0.024 | stove | 0.161 | bathtub | 0.687 | | scanner | 0.218 | cubby | 0.008 | mirror | 0.049 | | bottle | 0.013 | rack | 0.011 | cup | 0.147 | | thermos | 0.005 | island | 0.105 | counter | 0.029 | | bowl | 0.111 | plate | 0.016 | organizer | 0.002 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.116 | | cart | 0.174 | tv_stand | 0.090 | poster | 0.000 | | soap_dispenser | 0.009 | toy | nan | chair | 0.627 | | sofa | 0.511 | plant | 0.089 | bed | 0.816 | | dining_table | 0.019 | toilet | 0.821 | tv | 0.407 | | laptop | 0.196 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.174 | telephone | 0.021 | microwave | 0.281 | | oven | 0.023 | paper_towel_dispenser | 0.345 | sink | 0.453 | | fridge | 0.188 | book | 0.016 | clock | 0.195 | | vase | 0.105 | fire_extinguisher | 0.102 | blinds | 0.018 | | podium | 0.047 | others | 0.077 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:23,632 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.064 | table | 0.233 | desk | 0.067 | | sofa_chair | 0.403 | pillow | 0.035 | box | 0.021 | | garbage_bin | 0.247 | cabinet | 0.030 | drawer | 0.028 | | shelf | 0.052 | kitchen_counter | 0.110 | kitchen_cabinet | 0.136 | | cpu | 0.008 | bench | 0.045 | file_cabinet | 0.009 | | whiteboard | 0.092 | lamp | 0.134 | endtable | 0.041 | | bookshelf | 0.128 | coffee_table | 0.103 | dresser | 0.132 | | paper | 0.000 | printer | 0.140 | monitor | 0.108 | | back_pack | 0.024 | night_stand | 0.222 | door | 0.023 | | picture | 0.029 | ottoman | 0.167 | stool | 0.160 | | outlet | 0.000 | towel | 0.039 | tray | 0.006 | | bag | 0.023 | stove | 0.055 | bathtub | 0.347 | | scanner | 0.216 | cubby | 0.004 | mirror | 0.009 | | bottle | 0.000 | rack | 0.001 | cup | 0.009 | | thermos | 0.000 | island | 0.056 | counter | 0.019 | | bowl | 0.000 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.092 | | cart | 0.095 | tv_stand | 0.015 | poster | 0.000 | | soap_dispenser | 0.002 | toy | nan | chair | 0.200 | | sofa | 0.371 | plant | 0.036 | bed | 0.620 | | dining_table | 0.017 | toilet | 0.354 | tv | 0.246 | | laptop | 0.093 | mouse | 0.055 | basket | 0.000 | | keyboard | 0.013 | telephone | 0.010 | microwave | 0.026 | | oven | 0.023 | paper_towel_dispenser | 0.119 | sink | 0.030 | | fridge | 0.037 | book | 0.003 | clock | 0.164 | | vase | 0.009 | fire_extinguisher | 0.000 | blinds | 0.003 | | podium | 0.047 | others | 0.016 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:23,632 - mmdet - INFO - Evaluating segm... 2022-05-11 02:36:54,839 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 02:36:54,843 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:54,846 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:54,849 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 02:36:55,358 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 02:36:55,359 - mmdet - INFO - Epoch(val) [13][2619] bbox_mAP: 0.0920, bbox_mAP_50: 0.1830, bbox_mAP_75: 0.0820, bbox_mAP_s: 0.0020, bbox_mAP_m: 0.0400, bbox_mAP_l: 0.1220, bbox_mAP_copypaste: 0.092 0.183 0.082 0.002 0.040 0.122, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 02:37:21,116 - mmdet - INFO - Epoch [14][50/3992] lr: 1.000e-04, eta: 4 days, 6:12:13, time: 0.515, data_time: 0.060, memory: 8597, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0391, loss_cls: 0.3119, acc: 90.1992, loss_bbox: 0.3428, loss_mask: 0.0000, loss: 0.7295 2022-05-11 02:37:45,583 - mmdet - INFO - Epoch [14][100/3992] lr: 1.000e-04, eta: 4 days, 6:11:45, time: 0.489, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0355, loss_cls: 0.2844, acc: 90.8242, loss_bbox: 0.3171, loss_mask: 0.0000, loss: 0.6697 2022-05-11 02:38:09,326 - mmdet - INFO - Epoch [14][150/3992] lr: 1.000e-04, eta: 4 days, 6:11:08, time: 0.475, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0347, loss_cls: 0.2855, acc: 90.7676, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.6826 2022-05-11 02:38:33,774 - mmdet - INFO - Epoch [14][200/3992] lr: 1.000e-04, eta: 4 days, 6:10:40, time: 0.489, data_time: 0.012, memory: 8597, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0337, loss_cls: 0.3004, acc: 90.4180, loss_bbox: 0.3253, loss_mask: 0.0000, loss: 0.6931 2022-05-11 02:38:58,856 - mmdet - INFO - Epoch [14][250/3992] lr: 1.000e-04, eta: 4 days, 6:10:22, time: 0.502, data_time: 0.013, memory: 8597, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0279, loss_cls: 0.2751, acc: 91.1523, loss_bbox: 0.3100, loss_mask: 0.0000, loss: 0.6377 2022-05-11 02:39:24,360 - mmdet - INFO - Epoch [14][300/3992] lr: 1.000e-04, eta: 4 days, 6:10:10, time: 0.510, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0317, loss_cls: 0.2965, acc: 90.5859, loss_bbox: 0.3265, loss_mask: 0.0000, loss: 0.6877 2022-05-11 02:39:48,610 - mmdet - INFO - Epoch [14][350/3992] lr: 1.000e-04, eta: 4 days, 6:09:39, time: 0.485, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0333, loss_cls: 0.2683, acc: 91.2656, loss_bbox: 0.3102, loss_mask: 0.0000, loss: 0.6373 2022-05-11 02:40:13,071 - mmdet - INFO - Epoch [14][400/3992] lr: 1.000e-04, eta: 4 days, 6:09:12, time: 0.489, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0287, loss_cls: 0.2744, acc: 91.0820, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6443 2022-05-11 02:40:37,618 - mmdet - INFO - Epoch [14][450/3992] lr: 1.000e-04, eta: 4 days, 6:08:46, time: 0.491, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0257, loss_cls: 0.2512, acc: 91.9102, loss_bbox: 0.2888, loss_mask: 0.0000, loss: 0.5906 2022-05-11 02:41:02,777 - mmdet - INFO - Epoch [14][500/3992] lr: 1.000e-04, eta: 4 days, 6:08:29, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0332, loss_cls: 0.2902, acc: 90.3672, loss_bbox: 0.3285, loss_mask: 0.0000, loss: 0.6793 2022-05-11 02:41:27,108 - mmdet - INFO - Epoch [14][550/3992] lr: 1.000e-04, eta: 4 days, 6:08:00, time: 0.487, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0328, loss_cls: 0.3257, acc: 89.5918, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.7235 2022-05-11 02:41:52,125 - mmdet - INFO - Epoch [14][600/3992] lr: 1.000e-04, eta: 4 days, 6:07:40, time: 0.500, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0356, loss_cls: 0.3185, acc: 89.7793, loss_bbox: 0.3434, loss_mask: 0.0000, loss: 0.7221 2022-05-11 02:42:17,548 - mmdet - INFO - Epoch [14][650/3992] lr: 1.000e-04, eta: 4 days, 6:07:27, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0322, loss_cls: 0.2985, acc: 90.4141, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6877 2022-05-11 02:42:43,232 - mmdet - INFO - Epoch [14][700/3992] lr: 1.000e-04, eta: 4 days, 6:07:17, time: 0.514, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0305, loss_cls: 0.2917, acc: 90.7109, loss_bbox: 0.3122, loss_mask: 0.0000, loss: 0.6591 2022-05-11 02:43:08,289 - mmdet - INFO - Epoch [14][750/3992] lr: 1.000e-04, eta: 4 days, 6:06:58, time: 0.501, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0362, loss_cls: 0.2744, acc: 91.3711, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.6535 2022-05-11 02:43:33,861 - mmdet - INFO - Epoch [14][800/3992] lr: 1.000e-04, eta: 4 days, 6:06:46, time: 0.511, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0332, loss_cls: 0.2860, acc: 90.5469, loss_bbox: 0.3500, loss_mask: 0.0000, loss: 0.6924 2022-05-11 02:43:58,802 - mmdet - INFO - Epoch [14][850/3992] lr: 1.000e-04, eta: 4 days, 6:06:26, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0324, loss_cls: 0.2608, acc: 91.0527, loss_bbox: 0.3273, loss_mask: 0.0000, loss: 0.6459 2022-05-11 02:44:23,312 - mmdet - INFO - Epoch [14][900/3992] lr: 1.000e-04, eta: 4 days, 6:05:59, time: 0.490, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0347, loss_cls: 0.2922, acc: 90.4941, loss_bbox: 0.3444, loss_mask: 0.0000, loss: 0.7014 2022-05-11 02:44:47,167 - mmdet - INFO - Epoch [14][950/3992] lr: 1.000e-04, eta: 4 days, 6:05:23, time: 0.477, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0287, loss_cls: 0.2786, acc: 91.2148, loss_bbox: 0.2940, loss_mask: 0.0000, loss: 0.6275 2022-05-11 02:45:12,599 - mmdet - INFO - Epoch [14][1000/3992] lr: 1.000e-04, eta: 4 days, 6:05:10, time: 0.509, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0304, loss_cls: 0.2801, acc: 91.2031, loss_bbox: 0.3250, loss_mask: 0.0000, loss: 0.6684 2022-05-11 02:45:38,713 - mmdet - INFO - Epoch [14][1050/3992] lr: 1.000e-04, eta: 4 days, 6:05:06, time: 0.522, data_time: 0.015, memory: 8697, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0354, loss_cls: 0.3056, acc: 89.9492, loss_bbox: 0.3613, loss_mask: 0.0000, loss: 0.7300 2022-05-11 02:46:02,965 - mmdet - INFO - Epoch [14][1100/3992] lr: 1.000e-04, eta: 4 days, 6:04:35, time: 0.485, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0353, loss_cls: 0.2967, acc: 90.1387, loss_bbox: 0.3388, loss_mask: 0.0000, loss: 0.7069 2022-05-11 02:46:28,078 - mmdet - INFO - Epoch [14][1150/3992] lr: 1.000e-04, eta: 4 days, 6:04:17, time: 0.502, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0308, loss_cls: 0.2807, acc: 90.7051, loss_bbox: 0.3214, loss_mask: 0.0000, loss: 0.6571 2022-05-11 02:46:52,377 - mmdet - INFO - Epoch [14][1200/3992] lr: 1.000e-04, eta: 4 days, 6:03:48, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0316, loss_cls: 0.2903, acc: 90.9258, loss_bbox: 0.3022, loss_mask: 0.0000, loss: 0.6502 2022-05-11 02:47:16,222 - mmdet - INFO - Epoch [14][1250/3992] lr: 1.000e-04, eta: 4 days, 6:03:12, time: 0.477, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0365, loss_cls: 0.3079, acc: 89.9707, loss_bbox: 0.3561, loss_mask: 0.0000, loss: 0.7290 2022-05-11 02:47:41,164 - mmdet - INFO - Epoch [14][1300/3992] lr: 1.000e-04, eta: 4 days, 6:02:51, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0367, loss_cls: 0.3190, acc: 89.5176, loss_bbox: 0.3486, loss_mask: 0.0000, loss: 0.7379 2022-05-11 02:48:06,381 - mmdet - INFO - Epoch [14][1350/3992] lr: 1.000e-04, eta: 4 days, 6:02:34, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0326, loss_cls: 0.2942, acc: 90.5605, loss_bbox: 0.3274, loss_mask: 0.0000, loss: 0.6880 2022-05-11 02:48:31,519 - mmdet - INFO - Epoch [14][1400/3992] lr: 1.000e-04, eta: 4 days, 6:02:17, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0350, loss_cls: 0.2939, acc: 90.4668, loss_bbox: 0.3488, loss_mask: 0.0000, loss: 0.7134 2022-05-11 02:48:56,297 - mmdet - INFO - Epoch [14][1450/3992] lr: 1.000e-04, eta: 4 days, 6:01:54, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0378, loss_cls: 0.3181, acc: 90.3926, loss_bbox: 0.3327, loss_mask: 0.0000, loss: 0.7270 2022-05-11 02:49:20,884 - mmdet - INFO - Epoch [14][1500/3992] lr: 1.000e-04, eta: 4 days, 6:01:28, time: 0.492, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0328, loss_cls: 0.2745, acc: 91.1270, loss_bbox: 0.3229, loss_mask: 0.0000, loss: 0.6583 2022-05-11 02:49:45,744 - mmdet - INFO - Epoch [14][1550/3992] lr: 1.000e-04, eta: 4 days, 6:01:06, time: 0.497, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0331, loss_cls: 0.2874, acc: 90.9609, loss_bbox: 0.3188, loss_mask: 0.0000, loss: 0.6712 2022-05-11 02:50:09,902 - mmdet - INFO - Epoch [14][1600/3992] lr: 1.000e-04, eta: 4 days, 6:00:35, time: 0.483, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0323, loss_cls: 0.3027, acc: 90.7734, loss_bbox: 0.3112, loss_mask: 0.0000, loss: 0.6719 2022-05-11 02:50:35,194 - mmdet - INFO - Epoch [14][1650/3992] lr: 1.000e-04, eta: 4 days, 6:00:19, time: 0.506, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0372, loss_cls: 0.2806, acc: 90.3262, loss_bbox: 0.3441, loss_mask: 0.0000, loss: 0.6867 2022-05-11 02:50:59,988 - mmdet - INFO - Epoch [14][1700/3992] lr: 1.000e-04, eta: 4 days, 5:59:57, time: 0.496, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0383, loss_cls: 0.3031, acc: 89.8105, loss_bbox: 0.3630, loss_mask: 0.0000, loss: 0.7373 2022-05-11 02:51:24,142 - mmdet - INFO - Epoch [14][1750/3992] lr: 1.000e-04, eta: 4 days, 5:59:25, time: 0.483, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0341, loss_cls: 0.2992, acc: 90.4043, loss_bbox: 0.3158, loss_mask: 0.0000, loss: 0.6786 2022-05-11 02:51:49,437 - mmdet - INFO - Epoch [14][1800/3992] lr: 1.000e-04, eta: 4 days, 5:59:09, time: 0.506, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0383, loss_cls: 0.3068, acc: 89.7793, loss_bbox: 0.3512, loss_mask: 0.0000, loss: 0.7324 2022-05-11 02:52:14,283 - mmdet - INFO - Epoch [14][1850/3992] lr: 1.000e-04, eta: 4 days, 5:58:47, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0373, loss_cls: 0.3189, acc: 89.5762, loss_bbox: 0.3622, loss_mask: 0.0000, loss: 0.7488 2022-05-11 02:52:39,921 - mmdet - INFO - Epoch [14][1900/3992] lr: 1.000e-04, eta: 4 days, 5:58:36, time: 0.513, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0329, loss_cls: 0.2843, acc: 90.6094, loss_bbox: 0.3387, loss_mask: 0.0000, loss: 0.6876 2022-05-11 02:53:04,324 - mmdet - INFO - Epoch [14][1950/3992] lr: 1.000e-04, eta: 4 days, 5:58:08, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0319, loss_cls: 0.3112, acc: 90.4297, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6996 2022-05-11 02:53:29,114 - mmdet - INFO - Epoch [14][2000/3992] lr: 1.000e-04, eta: 4 days, 5:57:46, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0333, loss_cls: 0.2701, acc: 91.0117, loss_bbox: 0.3319, loss_mask: 0.0000, loss: 0.6619 2022-05-11 02:53:53,286 - mmdet - INFO - Epoch [14][2050/3992] lr: 1.000e-04, eta: 4 days, 5:57:14, time: 0.483, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0377, loss_cls: 0.3012, acc: 90.9629, loss_bbox: 0.3273, loss_mask: 0.0000, loss: 0.7095 2022-05-11 02:54:19,213 - mmdet - INFO - Epoch [14][2100/3992] lr: 1.000e-04, eta: 4 days, 5:57:07, time: 0.519, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0350, loss_cls: 0.3097, acc: 89.8359, loss_bbox: 0.3500, loss_mask: 0.0000, loss: 0.7298 2022-05-11 02:54:43,918 - mmdet - INFO - Epoch [14][2150/3992] lr: 1.000e-04, eta: 4 days, 5:56:43, time: 0.494, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0312, loss_cls: 0.2895, acc: 90.4961, loss_bbox: 0.3347, loss_mask: 0.0000, loss: 0.6856 2022-05-11 02:55:08,987 - mmdet - INFO - Epoch [14][2200/3992] lr: 1.000e-04, eta: 4 days, 5:56:24, time: 0.501, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0392, loss_cls: 0.3042, acc: 90.1348, loss_bbox: 0.3449, loss_mask: 0.0000, loss: 0.7219 2022-05-11 02:55:33,827 - mmdet - INFO - Epoch [14][2250/3992] lr: 1.000e-04, eta: 4 days, 5:56:02, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0309, loss_cls: 0.2872, acc: 90.7949, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6754 2022-05-11 02:55:58,462 - mmdet - INFO - Epoch [14][2300/3992] lr: 1.000e-04, eta: 4 days, 5:55:37, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0311, loss_cls: 0.2576, acc: 91.5332, loss_bbox: 0.3034, loss_mask: 0.0000, loss: 0.6152 2022-05-11 02:56:23,577 - mmdet - INFO - Epoch [14][2350/3992] lr: 1.000e-04, eta: 4 days, 5:55:19, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0312, loss_cls: 0.3063, acc: 90.5566, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.6929 2022-05-11 02:56:49,751 - mmdet - INFO - Epoch [14][2400/3992] lr: 1.000e-04, eta: 4 days, 5:55:15, time: 0.523, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0320, loss_cls: 0.3003, acc: 90.3887, loss_bbox: 0.3408, loss_mask: 0.0000, loss: 0.6988 2022-05-11 02:57:14,480 - mmdet - INFO - Epoch [14][2450/3992] lr: 1.000e-04, eta: 4 days, 5:54:52, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0338, loss_cls: 0.2689, acc: 91.2266, loss_bbox: 0.3116, loss_mask: 0.0000, loss: 0.6401 2022-05-11 02:57:39,239 - mmdet - INFO - Epoch [14][2500/3992] lr: 1.000e-04, eta: 4 days, 5:54:28, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0321, loss_cls: 0.2830, acc: 90.9883, loss_bbox: 0.3070, loss_mask: 0.0000, loss: 0.6510 2022-05-11 02:58:04,393 - mmdet - INFO - Epoch [14][2550/3992] lr: 1.000e-04, eta: 4 days, 5:54:10, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0339, loss_cls: 0.3045, acc: 90.1113, loss_bbox: 0.3305, loss_mask: 0.0000, loss: 0.6917 2022-05-11 02:58:29,853 - mmdet - INFO - Epoch [14][2600/3992] lr: 1.000e-04, eta: 4 days, 5:53:57, time: 0.509, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0293, loss_cls: 0.2911, acc: 90.8359, loss_bbox: 0.3104, loss_mask: 0.0000, loss: 0.6553 2022-05-11 02:58:53,930 - mmdet - INFO - Epoch [14][2650/3992] lr: 1.000e-04, eta: 4 days, 5:53:24, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0304, loss_cls: 0.2989, acc: 91.0625, loss_bbox: 0.3068, loss_mask: 0.0000, loss: 0.6721 2022-05-11 02:59:19,163 - mmdet - INFO - Epoch [14][2700/3992] lr: 1.000e-04, eta: 4 days, 5:53:07, time: 0.505, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0332, loss_cls: 0.2939, acc: 90.3340, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.6929 2022-05-11 02:59:43,817 - mmdet - INFO - Epoch [14][2750/3992] lr: 1.000e-04, eta: 4 days, 5:52:43, time: 0.493, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0335, loss_cls: 0.3046, acc: 89.8184, loss_bbox: 0.3582, loss_mask: 0.0000, loss: 0.7238 2022-05-11 03:00:09,360 - mmdet - INFO - Epoch [14][2800/3992] lr: 1.000e-04, eta: 4 days, 5:52:30, time: 0.511, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0388, loss_cls: 0.3473, acc: 89.0977, loss_bbox: 0.3746, loss_mask: 0.0000, loss: 0.7951 2022-05-11 03:00:34,428 - mmdet - INFO - Epoch [14][2850/3992] lr: 1.000e-04, eta: 4 days, 5:52:11, time: 0.501, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0339, loss_cls: 0.3094, acc: 90.1055, loss_bbox: 0.3402, loss_mask: 0.0000, loss: 0.7115 2022-05-11 03:00:58,708 - mmdet - INFO - Epoch [14][2900/3992] lr: 1.000e-04, eta: 4 days, 5:51:41, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0311, loss_cls: 0.2844, acc: 90.7812, loss_bbox: 0.3124, loss_mask: 0.0000, loss: 0.6590 2022-05-11 03:01:24,137 - mmdet - INFO - Epoch [14][2950/3992] lr: 1.000e-04, eta: 4 days, 5:51:27, time: 0.509, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0394, loss_cls: 0.3175, acc: 90.4297, loss_bbox: 0.3309, loss_mask: 0.0000, loss: 0.7338 2022-05-11 03:01:49,247 - mmdet - INFO - Epoch [14][3000/3992] lr: 1.000e-04, eta: 4 days, 5:51:09, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0325, loss_cls: 0.3117, acc: 90.1191, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.7050 2022-05-11 03:02:13,366 - mmdet - INFO - Epoch [14][3050/3992] lr: 1.000e-04, eta: 4 days, 5:50:37, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0305, loss_cls: 0.2686, acc: 91.3867, loss_bbox: 0.3041, loss_mask: 0.0000, loss: 0.6310 2022-05-11 03:02:37,917 - mmdet - INFO - Epoch [14][3100/3992] lr: 1.000e-04, eta: 4 days, 5:50:11, time: 0.491, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0329, loss_cls: 0.3109, acc: 90.3477, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 0.7048 2022-05-11 03:03:02,225 - mmdet - INFO - Epoch [14][3150/3992] lr: 1.000e-04, eta: 4 days, 5:49:41, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0303, loss_cls: 0.2781, acc: 91.1523, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.6568 2022-05-11 03:03:27,133 - mmdet - INFO - Epoch [14][3200/3992] lr: 1.000e-04, eta: 4 days, 5:49:20, time: 0.498, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0412, loss_cls: 0.2978, acc: 90.4180, loss_bbox: 0.3374, loss_mask: 0.0000, loss: 0.7100 2022-05-11 03:03:51,372 - mmdet - INFO - Epoch [14][3250/3992] lr: 1.000e-04, eta: 4 days, 5:48:50, time: 0.485, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0317, loss_cls: 0.2617, acc: 91.1992, loss_bbox: 0.3069, loss_mask: 0.0000, loss: 0.6303 2022-05-11 03:04:15,516 - mmdet - INFO - Epoch [14][3300/3992] lr: 1.000e-04, eta: 4 days, 5:48:18, time: 0.483, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0272, loss_cls: 0.2647, acc: 91.2324, loss_bbox: 0.3134, loss_mask: 0.0000, loss: 0.6304 2022-05-11 03:04:40,055 - mmdet - INFO - Epoch [14][3350/3992] lr: 1.000e-04, eta: 4 days, 5:47:52, time: 0.491, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0353, loss_cls: 0.3050, acc: 90.2520, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.7094 2022-05-11 03:05:03,941 - mmdet - INFO - Epoch [14][3400/3992] lr: 1.000e-04, eta: 4 days, 5:47:17, time: 0.478, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0400, loss_cls: 0.3128, acc: 89.6973, loss_bbox: 0.3524, loss_mask: 0.0000, loss: 0.7382 2022-05-11 03:05:28,761 - mmdet - INFO - Epoch [14][3450/3992] lr: 1.000e-04, eta: 4 days, 5:46:54, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0350, loss_cls: 0.3265, acc: 89.6465, loss_bbox: 0.3481, loss_mask: 0.0000, loss: 0.7404 2022-05-11 03:05:52,356 - mmdet - INFO - Epoch [14][3500/3992] lr: 1.000e-04, eta: 4 days, 5:46:15, time: 0.472, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0274, loss_cls: 0.2669, acc: 91.3516, loss_bbox: 0.2980, loss_mask: 0.0000, loss: 0.6191 2022-05-11 03:06:17,696 - mmdet - INFO - Epoch [14][3550/3992] lr: 1.000e-04, eta: 4 days, 5:46:00, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0308, loss_cls: 0.2744, acc: 91.2480, loss_bbox: 0.3092, loss_mask: 0.0000, loss: 0.6579 2022-05-11 03:06:42,834 - mmdet - INFO - Epoch [14][3600/3992] lr: 1.000e-04, eta: 4 days, 5:45:42, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0324, loss_cls: 0.2810, acc: 90.8223, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.6758 2022-05-11 03:07:08,469 - mmdet - INFO - Epoch [14][3650/3992] lr: 1.000e-04, eta: 4 days, 5:45:30, time: 0.513, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0344, loss_cls: 0.3025, acc: 90.3887, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.6918 2022-05-11 03:07:34,706 - mmdet - INFO - Epoch [14][3700/3992] lr: 1.000e-04, eta: 4 days, 5:45:27, time: 0.525, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0304, loss_cls: 0.3251, acc: 90.2637, loss_bbox: 0.3239, loss_mask: 0.0000, loss: 0.7012 2022-05-11 03:08:00,032 - mmdet - INFO - Epoch [14][3750/3992] lr: 1.000e-04, eta: 4 days, 5:45:11, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0378, loss_cls: 0.3245, acc: 89.7422, loss_bbox: 0.3525, loss_mask: 0.0000, loss: 0.7533 2022-05-11 03:08:24,884 - mmdet - INFO - Epoch [14][3800/3992] lr: 1.000e-04, eta: 4 days, 5:44:49, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0308, loss_cls: 0.3039, acc: 90.3770, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.6822 2022-05-11 03:08:49,470 - mmdet - INFO - Epoch [14][3850/3992] lr: 1.000e-04, eta: 4 days, 5:44:23, time: 0.492, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0331, loss_cls: 0.3088, acc: 90.2578, loss_bbox: 0.3245, loss_mask: 0.0000, loss: 0.6924 2022-05-11 03:09:13,278 - mmdet - INFO - Epoch [14][3900/3992] lr: 1.000e-04, eta: 4 days, 5:43:47, time: 0.476, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0349, loss_cls: 0.2935, acc: 90.5488, loss_bbox: 0.3265, loss_mask: 0.0000, loss: 0.6903 2022-05-11 03:09:38,368 - mmdet - INFO - Epoch [14][3950/3992] lr: 1.000e-04, eta: 4 days, 5:43:28, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0430, loss_cls: 0.3265, acc: 89.4062, loss_bbox: 0.3699, loss_mask: 0.0000, loss: 0.7786 2022-05-11 03:09:59,577 - mmdet - INFO - Saving checkpoint at 14 epochs 2022-05-11 03:16:32,009 - mmdet - INFO - Evaluating bbox... 2022-05-11 03:16:55,646 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.108 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.210 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.103 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.038 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.143 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.133 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-11 03:16:55,650 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.223 | desk | 0.085 | | sofa_chair | 0.430 | pillow | 0.065 | box | 0.010 | | garbage_bin | 0.331 | cabinet | 0.024 | drawer | 0.034 | | shelf | 0.074 | kitchen_counter | 0.168 | kitchen_cabinet | 0.160 | | cpu | 0.026 | bench | 0.132 | file_cabinet | 0.021 | | whiteboard | 0.104 | lamp | 0.192 | endtable | 0.087 | | bookshelf | 0.106 | coffee_table | 0.185 | dresser | 0.126 | | paper | 0.004 | printer | 0.192 | monitor | 0.185 | | back_pack | 0.017 | night_stand | 0.233 | door | 0.014 | | picture | 0.047 | ottoman | 0.204 | stool | 0.185 | | outlet | 0.000 | towel | 0.033 | tray | 0.020 | | bag | 0.015 | stove | 0.090 | bathtub | 0.395 | | scanner | 0.150 | cubby | 0.036 | mirror | 0.013 | | bottle | 0.007 | rack | 0.022 | cup | 0.081 | | thermos | 0.060 | island | 0.045 | counter | 0.012 | | bowl | 0.057 | plate | 0.001 | organizer | 0.007 | | switch | 0.001 | pen | 0.001 | coffee_maker | 0.304 | | cart | 0.093 | tv_stand | 0.051 | poster | 0.000 | | soap_dispenser | 0.153 | toy | nan | chair | 0.311 | | sofa | 0.310 | plant | 0.028 | bed | 0.543 | | dining_table | 0.007 | toilet | 0.495 | tv | 0.234 | | laptop | 0.069 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.058 | telephone | 0.023 | microwave | 0.169 | | oven | 0.013 | paper_towel_dispenser | 0.367 | sink | 0.142 | | fridge | 0.112 | book | 0.006 | clock | 0.021 | | vase | 0.025 | fire_extinguisher | 0.027 | blinds | 0.004 | | podium | 0.119 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:16:55,654 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.260 | table | 0.435 | desk | 0.182 | | sofa_chair | 0.624 | pillow | 0.180 | box | 0.031 | | garbage_bin | 0.589 | cabinet | 0.043 | drawer | 0.063 | | shelf | 0.167 | kitchen_counter | 0.317 | kitchen_cabinet | 0.316 | | cpu | 0.062 | bench | 0.281 | file_cabinet | 0.036 | | whiteboard | 0.183 | lamp | 0.425 | endtable | 0.196 | | bookshelf | 0.292 | coffee_table | 0.374 | dresser | 0.241 | | paper | 0.014 | printer | 0.334 | monitor | 0.456 | | back_pack | 0.038 | night_stand | 0.514 | door | 0.028 | | picture | 0.089 | ottoman | 0.311 | stool | 0.345 | | outlet | 0.000 | towel | 0.059 | tray | 0.049 | | bag | 0.024 | stove | 0.157 | bathtub | 0.724 | | scanner | 0.213 | cubby | 0.068 | mirror | 0.032 | | bottle | 0.015 | rack | 0.042 | cup | 0.186 | | thermos | 0.186 | island | 0.077 | counter | 0.023 | | bowl | 0.190 | plate | 0.003 | organizer | 0.012 | | switch | 0.001 | pen | 0.004 | coffee_maker | 0.631 | | cart | 0.151 | tv_stand | 0.101 | poster | 0.000 | | soap_dispenser | 0.246 | toy | nan | chair | 0.678 | | sofa | 0.496 | plant | 0.104 | bed | 0.858 | | dining_table | 0.017 | toilet | 0.850 | tv | 0.443 | | laptop | 0.158 | mouse | 0.038 | basket | 0.001 | | keyboard | 0.164 | telephone | 0.043 | microwave | 0.320 | | oven | 0.027 | paper_towel_dispenser | 0.610 | sink | 0.426 | | fridge | 0.225 | book | 0.014 | clock | 0.044 | | vase | 0.055 | fire_extinguisher | 0.095 | blinds | 0.008 | | podium | 0.187 | others | 0.082 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:16:55,657 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.086 | table | 0.207 | desk | 0.073 | | sofa_chair | 0.510 | pillow | 0.028 | box | 0.006 | | garbage_bin | 0.307 | cabinet | 0.024 | drawer | 0.031 | | shelf | 0.047 | kitchen_counter | 0.162 | kitchen_cabinet | 0.128 | | cpu | 0.009 | bench | 0.109 | file_cabinet | 0.021 | | whiteboard | 0.123 | lamp | 0.147 | endtable | 0.058 | | bookshelf | 0.069 | coffee_table | 0.124 | dresser | 0.126 | | paper | 0.001 | printer | 0.203 | monitor | 0.110 | | back_pack | 0.013 | night_stand | 0.146 | door | 0.017 | | picture | 0.044 | ottoman | 0.211 | stool | 0.182 | | outlet | 0.000 | towel | 0.038 | tray | 0.004 | | bag | 0.024 | stove | 0.113 | bathtub | 0.488 | | scanner | 0.156 | cubby | 0.046 | mirror | 0.010 | | bottle | 0.006 | rack | 0.017 | cup | 0.064 | | thermos | 0.000 | island | 0.043 | counter | 0.014 | | bowl | 0.001 | plate | 0.000 | organizer | 0.012 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.394 | | cart | 0.111 | tv_stand | 0.040 | poster | 0.000 | | soap_dispenser | 0.246 | toy | nan | chair | 0.244 | | sofa | 0.323 | plant | 0.001 | bed | 0.595 | | dining_table | 0.006 | toilet | 0.552 | tv | 0.236 | | laptop | 0.048 | mouse | 0.000 | basket | 0.001 | | keyboard | 0.025 | telephone | 0.030 | microwave | 0.132 | | oven | 0.008 | paper_towel_dispenser | 0.410 | sink | 0.080 | | fridge | 0.107 | book | 0.004 | clock | 0.010 | | vase | 0.016 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.141 | others | 0.027 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:16:55,657 - mmdet - INFO - Evaluating segm... 2022-05-11 03:17:23,101 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 03:17:23,104 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:17:23,107 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:17:23,110 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:17:23,576 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 03:17:23,576 - mmdet - INFO - Epoch(val) [14][2619] bbox_mAP: 0.1080, bbox_mAP_50: 0.2100, bbox_mAP_75: 0.1030, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0380, bbox_mAP_l: 0.1430, bbox_mAP_copypaste: 0.108 0.210 0.103 0.003 0.038 0.143, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 03:17:49,434 - mmdet - INFO - Epoch [15][50/3992] lr: 1.000e-04, eta: 4 days, 5:38:24, time: 0.517, data_time: 0.058, memory: 8697, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0314, loss_cls: 0.2701, acc: 91.3301, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6450 2022-05-11 03:18:13,414 - mmdet - INFO - Epoch [15][100/3992] lr: 1.000e-04, eta: 4 days, 5:37:50, time: 0.480, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0308, loss_cls: 0.2752, acc: 91.0625, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.6518 2022-05-11 03:18:38,095 - mmdet - INFO - Epoch [15][150/3992] lr: 1.000e-04, eta: 4 days, 5:37:26, time: 0.494, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0324, loss_cls: 0.2707, acc: 91.2148, loss_bbox: 0.3143, loss_mask: 0.0000, loss: 0.6454 2022-05-11 03:19:02,643 - mmdet - INFO - Epoch [15][200/3992] lr: 1.000e-04, eta: 4 days, 5:37:00, time: 0.491, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0324, loss_cls: 0.2851, acc: 90.8770, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.6646 2022-05-11 03:19:28,601 - mmdet - INFO - Epoch [15][250/3992] lr: 1.000e-04, eta: 4 days, 5:36:53, time: 0.519, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0422, loss_cls: 0.3061, acc: 89.9082, loss_bbox: 0.3613, loss_mask: 0.0000, loss: 0.7470 2022-05-11 03:19:53,589 - mmdet - INFO - Epoch [15][300/3992] lr: 1.000e-04, eta: 4 days, 5:36:33, time: 0.500, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0349, loss_cls: 0.2868, acc: 90.6309, loss_bbox: 0.3375, loss_mask: 0.0000, loss: 0.6914 2022-05-11 03:20:18,874 - mmdet - INFO - Epoch [15][350/3992] lr: 1.000e-04, eta: 4 days, 5:36:17, time: 0.506, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0317, loss_cls: 0.2779, acc: 90.9805, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.6613 2022-05-11 03:20:44,562 - mmdet - INFO - Epoch [15][400/3992] lr: 1.000e-04, eta: 4 days, 5:36:06, time: 0.514, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0279, loss_cls: 0.2950, acc: 90.8750, loss_bbox: 0.3045, loss_mask: 0.0000, loss: 0.6524 2022-05-11 03:21:09,717 - mmdet - INFO - Epoch [15][450/3992] lr: 1.000e-04, eta: 4 days, 5:35:48, time: 0.503, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0331, loss_cls: 0.2986, acc: 90.3633, loss_bbox: 0.3188, loss_mask: 0.0000, loss: 0.6762 2022-05-11 03:21:34,797 - mmdet - INFO - Epoch [15][500/3992] lr: 1.000e-04, eta: 4 days, 5:35:29, time: 0.502, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0329, loss_cls: 0.2781, acc: 91.0781, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.6532 2022-05-11 03:21:59,043 - mmdet - INFO - Epoch [15][550/3992] lr: 1.000e-04, eta: 4 days, 5:34:59, time: 0.485, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0325, loss_cls: 0.2889, acc: 90.8184, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6803 2022-05-11 03:22:22,904 - mmdet - INFO - Epoch [15][600/3992] lr: 1.000e-04, eta: 4 days, 5:34:24, time: 0.477, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0318, loss_cls: 0.2580, acc: 91.4414, loss_bbox: 0.3170, loss_mask: 0.0000, loss: 0.6372 2022-05-11 03:22:46,855 - mmdet - INFO - Epoch [15][650/3992] lr: 1.000e-04, eta: 4 days, 5:33:51, time: 0.479, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0335, loss_cls: 0.2832, acc: 90.7676, loss_bbox: 0.3245, loss_mask: 0.0000, loss: 0.6725 2022-05-11 03:23:12,731 - mmdet - INFO - Epoch [15][700/3992] lr: 1.000e-04, eta: 4 days, 5:33:42, time: 0.518, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0365, loss_cls: 0.2980, acc: 90.1680, loss_bbox: 0.3587, loss_mask: 0.0000, loss: 0.7304 2022-05-11 03:23:37,632 - mmdet - INFO - Epoch [15][750/3992] lr: 1.000e-04, eta: 4 days, 5:33:21, time: 0.498, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0331, loss_cls: 0.3051, acc: 90.2383, loss_bbox: 0.3237, loss_mask: 0.0000, loss: 0.6937 2022-05-11 03:24:01,998 - mmdet - INFO - Epoch [15][800/3992] lr: 1.000e-04, eta: 4 days, 5:32:53, time: 0.487, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0318, loss_cls: 0.2910, acc: 90.7422, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.6894 2022-05-11 03:24:26,547 - mmdet - INFO - Epoch [15][850/3992] lr: 1.000e-04, eta: 4 days, 5:32:27, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0518, loss_rpn_bbox: 0.0400, loss_cls: 0.3207, acc: 89.9180, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.7589 2022-05-11 03:24:52,362 - mmdet - INFO - Epoch [15][900/3992] lr: 1.000e-04, eta: 4 days, 5:32:17, time: 0.516, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0317, loss_cls: 0.2757, acc: 91.0332, loss_bbox: 0.3123, loss_mask: 0.0000, loss: 0.6481 2022-05-11 03:25:17,801 - mmdet - INFO - Epoch [15][950/3992] lr: 1.000e-04, eta: 4 days, 5:32:03, time: 0.509, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0307, loss_cls: 0.3230, acc: 90.4766, loss_bbox: 0.3343, loss_mask: 0.0000, loss: 0.7170 2022-05-11 03:25:42,478 - mmdet - INFO - Epoch [15][1000/3992] lr: 1.000e-04, eta: 4 days, 5:31:39, time: 0.494, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0337, loss_cls: 0.3007, acc: 90.2266, loss_bbox: 0.3484, loss_mask: 0.0000, loss: 0.7165 2022-05-11 03:26:08,038 - mmdet - INFO - Epoch [15][1050/3992] lr: 1.000e-04, eta: 4 days, 5:31:26, time: 0.511, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0299, loss_cls: 0.2661, acc: 91.2988, loss_bbox: 0.3014, loss_mask: 0.0000, loss: 0.6249 2022-05-11 03:26:33,189 - mmdet - INFO - Epoch [15][1100/3992] lr: 1.000e-04, eta: 4 days, 5:31:08, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0273, loss_cls: 0.2660, acc: 91.2090, loss_bbox: 0.3112, loss_mask: 0.0000, loss: 0.6259 2022-05-11 03:26:58,028 - mmdet - INFO - Epoch [15][1150/3992] lr: 1.000e-04, eta: 4 days, 5:30:46, time: 0.497, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0339, loss_cls: 0.3129, acc: 90.3008, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.7253 2022-05-11 03:27:22,016 - mmdet - INFO - Epoch [15][1200/3992] lr: 1.000e-04, eta: 4 days, 5:30:13, time: 0.480, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0369, loss_cls: 0.3103, acc: 89.8926, loss_bbox: 0.3532, loss_mask: 0.0000, loss: 0.7335 2022-05-11 03:27:47,395 - mmdet - INFO - Epoch [15][1250/3992] lr: 1.000e-04, eta: 4 days, 5:29:57, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0325, loss_cls: 0.2912, acc: 90.6250, loss_bbox: 0.3377, loss_mask: 0.0000, loss: 0.6867 2022-05-11 03:28:11,113 - mmdet - INFO - Epoch [15][1300/3992] lr: 1.000e-04, eta: 4 days, 5:29:21, time: 0.474, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0323, loss_cls: 0.2987, acc: 90.1680, loss_bbox: 0.3455, loss_mask: 0.0000, loss: 0.7038 2022-05-11 03:28:36,614 - mmdet - INFO - Epoch [15][1350/3992] lr: 1.000e-04, eta: 4 days, 5:29:07, time: 0.510, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0364, loss_cls: 0.2869, acc: 90.0977, loss_bbox: 0.3550, loss_mask: 0.0000, loss: 0.7059 2022-05-11 03:29:01,614 - mmdet - INFO - Epoch [15][1400/3992] lr: 1.000e-04, eta: 4 days, 5:28:47, time: 0.500, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0393, loss_cls: 0.3014, acc: 90.1152, loss_bbox: 0.3596, loss_mask: 0.0000, loss: 0.7333 2022-05-11 03:29:26,801 - mmdet - INFO - Epoch [15][1450/3992] lr: 1.000e-04, eta: 4 days, 5:28:29, time: 0.504, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0308, loss_cls: 0.2701, acc: 91.4004, loss_bbox: 0.2955, loss_mask: 0.0000, loss: 0.6311 2022-05-11 03:29:50,578 - mmdet - INFO - Epoch [15][1500/3992] lr: 1.000e-04, eta: 4 days, 5:27:54, time: 0.476, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0313, loss_cls: 0.2720, acc: 91.1797, loss_bbox: 0.2860, loss_mask: 0.0000, loss: 0.6181 2022-05-11 03:30:15,754 - mmdet - INFO - Epoch [15][1550/3992] lr: 1.000e-04, eta: 4 days, 5:27:36, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0310, loss_cls: 0.2825, acc: 90.8184, loss_bbox: 0.3161, loss_mask: 0.0000, loss: 0.6551 2022-05-11 03:30:40,662 - mmdet - INFO - Epoch [15][1600/3992] lr: 1.000e-04, eta: 4 days, 5:27:14, time: 0.498, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0299, loss_cls: 0.2555, acc: 91.5137, loss_bbox: 0.2996, loss_mask: 0.0000, loss: 0.6133 2022-05-11 03:31:06,181 - mmdet - INFO - Epoch [15][1650/3992] lr: 1.000e-04, eta: 4 days, 5:27:01, time: 0.510, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0321, loss_cls: 0.3046, acc: 90.3027, loss_bbox: 0.3442, loss_mask: 0.0000, loss: 0.7071 2022-05-11 03:31:31,384 - mmdet - INFO - Epoch [15][1700/3992] lr: 1.000e-04, eta: 4 days, 5:26:43, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0324, loss_cls: 0.2966, acc: 90.3984, loss_bbox: 0.3392, loss_mask: 0.0000, loss: 0.6958 2022-05-11 03:31:55,952 - mmdet - INFO - Epoch [15][1750/3992] lr: 1.000e-04, eta: 4 days, 5:26:18, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0314, loss_cls: 0.2885, acc: 90.7598, loss_bbox: 0.3218, loss_mask: 0.0000, loss: 0.6673 2022-05-11 03:32:21,054 - mmdet - INFO - Epoch [15][1800/3992] lr: 1.000e-04, eta: 4 days, 5:25:59, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0350, loss_cls: 0.3164, acc: 89.8906, loss_bbox: 0.3457, loss_mask: 0.0000, loss: 0.7222 2022-05-11 03:32:45,887 - mmdet - INFO - Epoch [15][1850/3992] lr: 1.000e-04, eta: 4 days, 5:25:37, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0347, loss_cls: 0.3041, acc: 90.3145, loss_bbox: 0.3527, loss_mask: 0.0000, loss: 0.7202 2022-05-11 03:33:10,547 - mmdet - INFO - Epoch [15][1900/3992] lr: 1.000e-04, eta: 4 days, 5:25:12, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0285, loss_cls: 0.2878, acc: 90.9727, loss_bbox: 0.3120, loss_mask: 0.0000, loss: 0.6515 2022-05-11 03:33:36,541 - mmdet - INFO - Epoch [15][1950/3992] lr: 1.000e-04, eta: 4 days, 5:25:05, time: 0.520, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0353, loss_cls: 0.3003, acc: 90.5938, loss_bbox: 0.3164, loss_mask: 0.0000, loss: 0.6800 2022-05-11 03:34:02,015 - mmdet - INFO - Epoch [15][2000/3992] lr: 1.000e-04, eta: 4 days, 5:24:51, time: 0.509, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0358, loss_cls: 0.3315, acc: 89.8516, loss_bbox: 0.3465, loss_mask: 0.0000, loss: 0.7509 2022-05-11 03:34:27,120 - mmdet - INFO - Epoch [15][2050/3992] lr: 1.000e-04, eta: 4 days, 5:24:32, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0352, loss_cls: 0.2998, acc: 90.0605, loss_bbox: 0.3467, loss_mask: 0.0000, loss: 0.7131 2022-05-11 03:34:52,302 - mmdet - INFO - Epoch [15][2100/3992] lr: 1.000e-04, eta: 4 days, 5:24:14, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0348, loss_cls: 0.3037, acc: 90.0938, loss_bbox: 0.3312, loss_mask: 0.0000, loss: 0.7006 2022-05-11 03:35:16,956 - mmdet - INFO - Epoch [15][2150/3992] lr: 1.000e-04, eta: 4 days, 5:23:49, time: 0.493, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0341, loss_cls: 0.3071, acc: 90.2207, loss_bbox: 0.3457, loss_mask: 0.0000, loss: 0.7178 2022-05-11 03:35:41,692 - mmdet - INFO - Epoch [15][2200/3992] lr: 1.000e-04, eta: 4 days, 5:23:26, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0377, loss_cls: 0.3421, acc: 89.1797, loss_bbox: 0.3574, loss_mask: 0.0000, loss: 0.7748 2022-05-11 03:36:06,072 - mmdet - INFO - Epoch [15][2250/3992] lr: 1.000e-04, eta: 4 days, 5:22:57, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0364, loss_cls: 0.2848, acc: 90.5586, loss_bbox: 0.3422, loss_mask: 0.0000, loss: 0.6945 2022-05-11 03:36:31,729 - mmdet - INFO - Epoch [15][2300/3992] lr: 1.000e-04, eta: 4 days, 5:22:46, time: 0.513, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0349, loss_cls: 0.2982, acc: 90.6191, loss_bbox: 0.3251, loss_mask: 0.0000, loss: 0.6904 2022-05-11 03:36:57,163 - mmdet - INFO - Epoch [15][2350/3992] lr: 1.000e-04, eta: 4 days, 5:22:31, time: 0.509, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0301, loss_cls: 0.2524, acc: 91.6035, loss_bbox: 0.3125, loss_mask: 0.0000, loss: 0.6247 2022-05-11 03:37:22,574 - mmdet - INFO - Epoch [15][2400/3992] lr: 1.000e-04, eta: 4 days, 5:22:16, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0309, loss_cls: 0.2642, acc: 91.4707, loss_bbox: 0.3103, loss_mask: 0.0000, loss: 0.6302 2022-05-11 03:37:47,229 - mmdet - INFO - Epoch [15][2450/3992] lr: 1.000e-04, eta: 4 days, 5:21:51, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0340, loss_cls: 0.3123, acc: 89.8789, loss_bbox: 0.3509, loss_mask: 0.0000, loss: 0.7187 2022-05-11 03:38:11,380 - mmdet - INFO - Epoch [15][2500/3992] lr: 1.000e-04, eta: 4 days, 5:21:20, time: 0.483, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0310, loss_cls: 0.2911, acc: 90.4277, loss_bbox: 0.3296, loss_mask: 0.0000, loss: 0.6819 2022-05-11 03:38:36,297 - mmdet - INFO - Epoch [15][2550/3992] lr: 1.000e-04, eta: 4 days, 5:20:59, time: 0.498, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0302, loss_cls: 0.3028, acc: 90.0312, loss_bbox: 0.3472, loss_mask: 0.0000, loss: 0.7120 2022-05-11 03:39:01,117 - mmdet - INFO - Epoch [15][2600/3992] lr: 1.000e-04, eta: 4 days, 5:20:36, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0324, loss_cls: 0.2844, acc: 90.4941, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6629 2022-05-11 03:39:27,326 - mmdet - INFO - Epoch [15][2650/3992] lr: 1.000e-04, eta: 4 days, 5:20:31, time: 0.524, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0376, loss_cls: 0.3028, acc: 90.2051, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.7251 2022-05-11 03:39:51,587 - mmdet - INFO - Epoch [15][2700/3992] lr: 1.000e-04, eta: 4 days, 5:20:02, time: 0.485, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0385, loss_cls: 0.2795, acc: 90.9941, loss_bbox: 0.3266, loss_mask: 0.0000, loss: 0.6876 2022-05-11 03:40:16,010 - mmdet - INFO - Epoch [15][2750/3992] lr: 1.000e-04, eta: 4 days, 5:19:34, time: 0.488, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0351, loss_cls: 0.2785, acc: 90.8691, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6642 2022-05-11 03:40:39,583 - mmdet - INFO - Epoch [15][2800/3992] lr: 1.000e-04, eta: 4 days, 5:18:56, time: 0.471, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0295, loss_cls: 0.2812, acc: 91.0527, loss_bbox: 0.3238, loss_mask: 0.0000, loss: 0.6617 2022-05-11 03:41:04,126 - mmdet - INFO - Epoch [15][2850/3992] lr: 1.000e-04, eta: 4 days, 5:18:30, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0369, loss_cls: 0.2979, acc: 90.3066, loss_bbox: 0.3445, loss_mask: 0.0000, loss: 0.7085 2022-05-11 03:41:29,600 - mmdet - INFO - Epoch [15][2900/3992] lr: 1.000e-04, eta: 4 days, 5:18:15, time: 0.509, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0430, loss_cls: 0.2933, acc: 90.3750, loss_bbox: 0.3528, loss_mask: 0.0000, loss: 0.7186 2022-05-11 03:41:55,259 - mmdet - INFO - Epoch [15][2950/3992] lr: 1.000e-04, eta: 4 days, 5:18:03, time: 0.513, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0323, loss_cls: 0.2735, acc: 91.2207, loss_bbox: 0.3046, loss_mask: 0.0000, loss: 0.6374 2022-05-11 03:42:20,636 - mmdet - INFO - Epoch [15][3000/3992] lr: 1.000e-04, eta: 4 days, 5:17:48, time: 0.508, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0334, loss_cls: 0.2848, acc: 90.6465, loss_bbox: 0.3308, loss_mask: 0.0000, loss: 0.6795 2022-05-11 03:42:45,813 - mmdet - INFO - Epoch [15][3050/3992] lr: 1.000e-04, eta: 4 days, 5:17:30, time: 0.504, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0328, loss_cls: 0.2758, acc: 90.9238, loss_bbox: 0.3143, loss_mask: 0.0000, loss: 0.6499 2022-05-11 03:43:09,978 - mmdet - INFO - Epoch [15][3100/3992] lr: 1.000e-04, eta: 4 days, 5:16:59, time: 0.483, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0296, loss_cls: 0.2819, acc: 90.8867, loss_bbox: 0.3174, loss_mask: 0.0000, loss: 0.6565 2022-05-11 03:43:34,533 - mmdet - INFO - Epoch [15][3150/3992] lr: 1.000e-04, eta: 4 days, 5:16:33, time: 0.491, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0394, loss_cls: 0.2964, acc: 90.1816, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.7007 2022-05-11 03:43:59,600 - mmdet - INFO - Epoch [15][3200/3992] lr: 1.000e-04, eta: 4 days, 5:16:13, time: 0.501, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0317, loss_cls: 0.2768, acc: 91.1719, loss_bbox: 0.3098, loss_mask: 0.0000, loss: 0.6479 2022-05-11 03:44:23,966 - mmdet - INFO - Epoch [15][3250/3992] lr: 1.000e-04, eta: 4 days, 5:15:45, time: 0.487, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0318, loss_cls: 0.3025, acc: 90.0176, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.6995 2022-05-11 03:44:49,829 - mmdet - INFO - Epoch [15][3300/3992] lr: 1.000e-04, eta: 4 days, 5:15:35, time: 0.517, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0308, loss_cls: 0.2957, acc: 90.2988, loss_bbox: 0.3437, loss_mask: 0.0000, loss: 0.6941 2022-05-11 03:45:15,752 - mmdet - INFO - Epoch [15][3350/3992] lr: 1.000e-04, eta: 4 days, 5:15:27, time: 0.518, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0327, loss_cls: 0.2830, acc: 90.5977, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.6850 2022-05-11 03:45:40,491 - mmdet - INFO - Epoch [15][3400/3992] lr: 1.000e-04, eta: 4 days, 5:15:03, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0352, loss_cls: 0.2640, acc: 91.3809, loss_bbox: 0.2983, loss_mask: 0.0000, loss: 0.6291 2022-05-11 03:46:04,758 - mmdet - INFO - Epoch [15][3450/3992] lr: 1.000e-04, eta: 4 days, 5:14:33, time: 0.485, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0311, loss_cls: 0.2895, acc: 90.5957, loss_bbox: 0.3420, loss_mask: 0.0000, loss: 0.6866 2022-05-11 03:46:30,691 - mmdet - INFO - Epoch [15][3500/3992] lr: 1.000e-04, eta: 4 days, 5:14:25, time: 0.519, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0290, loss_cls: 0.2821, acc: 91.0234, loss_bbox: 0.3104, loss_mask: 0.0000, loss: 0.6526 2022-05-11 03:46:56,016 - mmdet - INFO - Epoch [15][3550/3992] lr: 1.000e-04, eta: 4 days, 5:14:08, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0354, loss_cls: 0.3048, acc: 90.4434, loss_bbox: 0.3253, loss_mask: 0.0000, loss: 0.6933 2022-05-11 03:47:20,942 - mmdet - INFO - Epoch [15][3600/3992] lr: 1.000e-04, eta: 4 days, 5:13:47, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0360, loss_cls: 0.2874, acc: 91.1250, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.6931 2022-05-11 03:47:46,393 - mmdet - INFO - Epoch [15][3650/3992] lr: 1.000e-04, eta: 4 days, 5:13:32, time: 0.509, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0346, loss_cls: 0.2790, acc: 90.7246, loss_bbox: 0.3402, loss_mask: 0.0000, loss: 0.6784 2022-05-11 03:48:11,248 - mmdet - INFO - Epoch [15][3700/3992] lr: 1.000e-04, eta: 4 days, 5:13:10, time: 0.497, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0304, loss_cls: 0.2911, acc: 90.9121, loss_bbox: 0.3111, loss_mask: 0.0000, loss: 0.6678 2022-05-11 03:48:37,047 - mmdet - INFO - Epoch [15][3750/3992] lr: 1.000e-04, eta: 4 days, 5:12:59, time: 0.516, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0367, loss_cls: 0.2937, acc: 90.3945, loss_bbox: 0.3277, loss_mask: 0.0000, loss: 0.6901 2022-05-11 03:49:03,262 - mmdet - INFO - Epoch [15][3800/3992] lr: 1.000e-04, eta: 4 days, 5:12:54, time: 0.524, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0344, loss_cls: 0.2827, acc: 90.8027, loss_bbox: 0.3329, loss_mask: 0.0000, loss: 0.6818 2022-05-11 03:49:28,975 - mmdet - INFO - Epoch [15][3850/3992] lr: 1.000e-04, eta: 4 days, 5:12:42, time: 0.514, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0321, loss_cls: 0.2935, acc: 90.8613, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6656 2022-05-11 03:49:53,790 - mmdet - INFO - Epoch [15][3900/3992] lr: 1.000e-04, eta: 4 days, 5:12:19, time: 0.496, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0320, loss_cls: 0.2856, acc: 91.2031, loss_bbox: 0.3146, loss_mask: 0.0000, loss: 0.6616 2022-05-11 03:50:19,327 - mmdet - INFO - Epoch [15][3950/3992] lr: 1.000e-04, eta: 4 days, 5:12:05, time: 0.511, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0336, loss_cls: 0.3069, acc: 90.3008, loss_bbox: 0.3401, loss_mask: 0.0000, loss: 0.7137 2022-05-11 03:50:40,482 - mmdet - INFO - Saving checkpoint at 15 epochs 2022-05-11 03:57:37,606 - mmdet - INFO - Evaluating bbox... 2022-05-11 03:58:04,218 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.095 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.190 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.084 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.002 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.034 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.305 2022-05-11 03:58:04,222 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.084 | table | 0.224 | desk | 0.100 | | sofa_chair | 0.366 | pillow | 0.048 | box | 0.009 | | garbage_bin | 0.260 | cabinet | 0.025 | drawer | 0.042 | | shelf | 0.068 | kitchen_counter | 0.099 | kitchen_cabinet | 0.139 | | cpu | 0.028 | bench | 0.108 | file_cabinet | 0.024 | | whiteboard | 0.118 | lamp | 0.132 | endtable | 0.126 | | bookshelf | 0.141 | coffee_table | 0.174 | dresser | 0.099 | | paper | 0.001 | printer | 0.220 | monitor | 0.175 | | back_pack | 0.010 | night_stand | 0.234 | door | 0.013 | | picture | 0.025 | ottoman | 0.131 | stool | 0.198 | | outlet | 0.000 | towel | 0.032 | tray | 0.017 | | bag | 0.006 | stove | 0.042 | bathtub | 0.338 | | scanner | 0.196 | cubby | 0.013 | mirror | 0.022 | | bottle | 0.006 | rack | 0.013 | cup | 0.063 | | thermos | 0.019 | island | 0.097 | counter | 0.021 | | bowl | 0.020 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.070 | | cart | 0.150 | tv_stand | 0.038 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.312 | | sofa | 0.310 | plant | 0.018 | bed | 0.539 | | dining_table | 0.007 | toilet | 0.443 | tv | 0.234 | | laptop | 0.064 | mouse | 0.019 | basket | 0.000 | | keyboard | 0.037 | telephone | 0.032 | microwave | 0.111 | | oven | 0.018 | paper_towel_dispenser | 0.261 | sink | 0.143 | | fridge | 0.117 | book | 0.005 | clock | 0.030 | | vase | 0.014 | fire_extinguisher | 0.052 | blinds | 0.004 | | podium | 0.108 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:04,226 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.205 | table | 0.431 | desk | 0.214 | | sofa_chair | 0.575 | pillow | 0.124 | box | 0.027 | | garbage_bin | 0.479 | cabinet | 0.050 | drawer | 0.081 | | shelf | 0.140 | kitchen_counter | 0.197 | kitchen_cabinet | 0.250 | | cpu | 0.071 | bench | 0.245 | file_cabinet | 0.050 | | whiteboard | 0.208 | lamp | 0.315 | endtable | 0.258 | | bookshelf | 0.322 | coffee_table | 0.347 | dresser | 0.183 | | paper | 0.004 | printer | 0.377 | monitor | 0.438 | | back_pack | 0.022 | night_stand | 0.485 | door | 0.030 | | picture | 0.049 | ottoman | 0.211 | stool | 0.413 | | outlet | 0.000 | towel | 0.062 | tray | 0.069 | | bag | 0.007 | stove | 0.106 | bathtub | 0.615 | | scanner | 0.315 | cubby | 0.019 | mirror | 0.065 | | bottle | 0.020 | rack | 0.028 | cup | 0.160 | | thermos | 0.158 | island | 0.163 | counter | 0.038 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.124 | | cart | 0.231 | tv_stand | 0.111 | poster | 0.000 | | soap_dispenser | 0.049 | toy | nan | chair | 0.665 | | sofa | 0.508 | plant | 0.053 | bed | 0.840 | | dining_table | 0.013 | toilet | 0.846 | tv | 0.441 | | laptop | 0.154 | mouse | 0.060 | basket | 0.000 | | keyboard | 0.139 | telephone | 0.082 | microwave | 0.238 | | oven | 0.040 | paper_towel_dispenser | 0.491 | sink | 0.434 | | fridge | 0.245 | book | 0.014 | clock | 0.062 | | vase | 0.041 | fire_extinguisher | 0.189 | blinds | 0.011 | | podium | 0.138 | others | 0.080 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:04,229 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.075 | table | 0.210 | desk | 0.085 | | sofa_chair | 0.435 | pillow | 0.024 | box | 0.003 | | garbage_bin | 0.226 | cabinet | 0.022 | drawer | 0.038 | | shelf | 0.069 | kitchen_counter | 0.072 | kitchen_cabinet | 0.154 | | cpu | 0.014 | bench | 0.103 | file_cabinet | 0.022 | | whiteboard | 0.090 | lamp | 0.081 | endtable | 0.111 | | bookshelf | 0.112 | coffee_table | 0.107 | dresser | 0.096 | | paper | 0.000 | printer | 0.234 | monitor | 0.110 | | back_pack | 0.002 | night_stand | 0.173 | door | 0.010 | | picture | 0.027 | ottoman | 0.129 | stool | 0.149 | | outlet | 0.000 | towel | 0.018 | tray | 0.009 | | bag | 0.007 | stove | 0.045 | bathtub | 0.334 | | scanner | 0.299 | cubby | 0.019 | mirror | 0.012 | | bottle | 0.002 | rack | 0.009 | cup | 0.023 | | thermos | 0.005 | island | 0.123 | counter | 0.024 | | bowl | 0.002 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.079 | | cart | 0.143 | tv_stand | 0.017 | poster | 0.000 | | soap_dispenser | 0.006 | toy | nan | chair | 0.257 | | sofa | 0.333 | plant | 0.010 | bed | 0.630 | | dining_table | 0.004 | toilet | 0.391 | tv | 0.242 | | laptop | 0.041 | mouse | 0.001 | basket | 0.000 | | keyboard | 0.005 | telephone | 0.001 | microwave | 0.069 | | oven | 0.022 | paper_towel_dispenser | 0.161 | sink | 0.080 | | fridge | 0.065 | book | 0.004 | clock | 0.026 | | vase | 0.004 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.131 | others | 0.025 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:04,229 - mmdet - INFO - Evaluating segm... 2022-05-11 03:58:36,739 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 03:58:36,743 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:36,747 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:36,750 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 03:58:37,281 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 03:58:37,281 - mmdet - INFO - Epoch(val) [15][2619] bbox_mAP: 0.0950, bbox_mAP_50: 0.1900, bbox_mAP_75: 0.0840, bbox_mAP_s: 0.0020, bbox_mAP_m: 0.0340, bbox_mAP_l: 0.1240, bbox_mAP_copypaste: 0.095 0.190 0.084 0.002 0.034 0.124, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 03:59:03,619 - mmdet - INFO - Epoch [16][50/3992] lr: 1.000e-04, eta: 4 days, 5:07:25, time: 0.527, data_time: 0.060, memory: 8697, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0386, loss_cls: 0.2776, acc: 90.5605, loss_bbox: 0.3553, loss_mask: 0.0000, loss: 0.6971 2022-05-11 03:59:27,799 - mmdet - INFO - Epoch [16][100/3992] lr: 1.000e-04, eta: 4 days, 5:06:55, time: 0.484, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0350, loss_cls: 0.2733, acc: 90.6328, loss_bbox: 0.3411, loss_mask: 0.0000, loss: 0.6753 2022-05-11 03:59:51,830 - mmdet - INFO - Epoch [16][150/3992] lr: 1.000e-04, eta: 4 days, 5:06:23, time: 0.481, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0344, loss_cls: 0.2671, acc: 90.9609, loss_bbox: 0.3267, loss_mask: 0.0000, loss: 0.6614 2022-05-11 04:00:16,348 - mmdet - INFO - Epoch [16][200/3992] lr: 1.000e-04, eta: 4 days, 5:05:56, time: 0.490, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0324, loss_cls: 0.2750, acc: 90.8906, loss_bbox: 0.3243, loss_mask: 0.0000, loss: 0.6626 2022-05-11 04:00:41,680 - mmdet - INFO - Epoch [16][250/3992] lr: 1.000e-04, eta: 4 days, 5:05:40, time: 0.507, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0352, loss_cls: 0.2717, acc: 91.2422, loss_bbox: 0.3136, loss_mask: 0.0000, loss: 0.6527 2022-05-11 04:01:06,275 - mmdet - INFO - Epoch [16][300/3992] lr: 1.000e-04, eta: 4 days, 5:05:15, time: 0.492, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0343, loss_cls: 0.2878, acc: 90.2285, loss_bbox: 0.3586, loss_mask: 0.0000, loss: 0.7059 2022-05-11 04:01:30,780 - mmdet - INFO - Epoch [16][350/3992] lr: 1.000e-04, eta: 4 days, 5:04:48, time: 0.490, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0335, loss_cls: 0.2935, acc: 90.3672, loss_bbox: 0.3221, loss_mask: 0.0000, loss: 0.6769 2022-05-11 04:01:56,527 - mmdet - INFO - Epoch [16][400/3992] lr: 1.000e-04, eta: 4 days, 5:04:37, time: 0.515, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0326, loss_cls: 0.2885, acc: 90.9727, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6662 2022-05-11 04:02:21,926 - mmdet - INFO - Epoch [16][450/3992] lr: 1.000e-04, eta: 4 days, 5:04:22, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0395, loss_cls: 0.2758, acc: 90.8965, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.6686 2022-05-11 04:02:46,247 - mmdet - INFO - Epoch [16][500/3992] lr: 1.000e-04, eta: 4 days, 5:03:53, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0269, loss_cls: 0.2730, acc: 90.9941, loss_bbox: 0.3094, loss_mask: 0.0000, loss: 0.6438 2022-05-11 04:03:11,993 - mmdet - INFO - Epoch [16][550/3992] lr: 1.000e-04, eta: 4 days, 5:03:42, time: 0.515, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0318, loss_cls: 0.2998, acc: 90.2617, loss_bbox: 0.3268, loss_mask: 0.0000, loss: 0.6943 2022-05-11 04:03:35,816 - mmdet - INFO - Epoch [16][600/3992] lr: 1.000e-04, eta: 4 days, 5:03:07, time: 0.476, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0343, loss_cls: 0.2788, acc: 90.8555, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6647 2022-05-11 04:04:00,637 - mmdet - INFO - Epoch [16][650/3992] lr: 1.000e-04, eta: 4 days, 5:02:44, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0349, loss_cls: 0.2838, acc: 90.9980, loss_bbox: 0.3179, loss_mask: 0.0000, loss: 0.6725 2022-05-11 04:04:26,168 - mmdet - INFO - Epoch [16][700/3992] lr: 1.000e-04, eta: 4 days, 5:02:31, time: 0.511, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0313, loss_cls: 0.2702, acc: 90.9375, loss_bbox: 0.3087, loss_mask: 0.0000, loss: 0.6418 2022-05-11 04:04:52,113 - mmdet - INFO - Epoch [16][750/3992] lr: 1.000e-04, eta: 4 days, 5:02:22, time: 0.519, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0419, loss_cls: 0.3052, acc: 90.2109, loss_bbox: 0.3368, loss_mask: 0.0000, loss: 0.7201 2022-05-11 04:05:17,041 - mmdet - INFO - Epoch [16][800/3992] lr: 1.000e-04, eta: 4 days, 5:02:00, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0310, loss_cls: 0.2799, acc: 90.6816, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.6613 2022-05-11 04:05:41,992 - mmdet - INFO - Epoch [16][850/3992] lr: 1.000e-04, eta: 4 days, 5:01:39, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0347, loss_cls: 0.2873, acc: 90.6699, loss_bbox: 0.3178, loss_mask: 0.0000, loss: 0.6728 2022-05-11 04:06:06,643 - mmdet - INFO - Epoch [16][900/3992] lr: 1.000e-04, eta: 4 days, 5:01:15, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0273, loss_cls: 0.2478, acc: 91.9668, loss_bbox: 0.2864, loss_mask: 0.0000, loss: 0.5880 2022-05-11 04:06:32,856 - mmdet - INFO - Epoch [16][950/3992] lr: 1.000e-04, eta: 4 days, 5:01:09, time: 0.524, data_time: 0.015, memory: 8697, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0394, loss_cls: 0.2984, acc: 90.1543, loss_bbox: 0.3535, loss_mask: 0.0000, loss: 0.7233 2022-05-11 04:06:58,176 - mmdet - INFO - Epoch [16][1000/3992] lr: 1.000e-04, eta: 4 days, 5:00:52, time: 0.506, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0337, loss_cls: 0.2667, acc: 91.2988, loss_bbox: 0.3133, loss_mask: 0.0000, loss: 0.6435 2022-05-11 04:07:23,130 - mmdet - INFO - Epoch [16][1050/3992] lr: 1.000e-04, eta: 4 days, 5:00:31, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0357, loss_cls: 0.2666, acc: 91.0059, loss_bbox: 0.3221, loss_mask: 0.0000, loss: 0.6551 2022-05-11 04:07:47,869 - mmdet - INFO - Epoch [16][1100/3992] lr: 1.000e-04, eta: 4 days, 5:00:08, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0335, loss_cls: 0.2665, acc: 91.4863, loss_bbox: 0.3078, loss_mask: 0.0000, loss: 0.6360 2022-05-11 04:08:12,835 - mmdet - INFO - Epoch [16][1150/3992] lr: 1.000e-04, eta: 4 days, 4:59:47, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0367, loss_cls: 0.2949, acc: 90.3672, loss_bbox: 0.3663, loss_mask: 0.0000, loss: 0.7249 2022-05-11 04:08:36,875 - mmdet - INFO - Epoch [16][1200/3992] lr: 1.000e-04, eta: 4 days, 4:59:15, time: 0.481, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0353, loss_cls: 0.2846, acc: 90.5703, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6722 2022-05-11 04:09:01,771 - mmdet - INFO - Epoch [16][1250/3992] lr: 1.000e-04, eta: 4 days, 4:58:53, time: 0.498, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0316, loss_cls: 0.2769, acc: 91.2012, loss_bbox: 0.3196, loss_mask: 0.0000, loss: 0.6548 2022-05-11 04:09:26,603 - mmdet - INFO - Epoch [16][1300/3992] lr: 1.000e-04, eta: 4 days, 4:58:30, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0338, loss_cls: 0.2799, acc: 90.6523, loss_bbox: 0.3289, loss_mask: 0.0000, loss: 0.6708 2022-05-11 04:09:52,585 - mmdet - INFO - Epoch [16][1350/3992] lr: 1.000e-04, eta: 4 days, 4:58:22, time: 0.520, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0314, loss_cls: 0.2725, acc: 90.4551, loss_bbox: 0.3145, loss_mask: 0.0000, loss: 0.6415 2022-05-11 04:10:18,342 - mmdet - INFO - Epoch [16][1400/3992] lr: 1.000e-04, eta: 4 days, 4:58:10, time: 0.515, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0362, loss_cls: 0.2981, acc: 89.9473, loss_bbox: 0.3596, loss_mask: 0.0000, loss: 0.7231 2022-05-11 04:10:43,298 - mmdet - INFO - Epoch [16][1450/3992] lr: 1.000e-04, eta: 4 days, 4:57:49, time: 0.499, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0356, loss_cls: 0.3042, acc: 89.4551, loss_bbox: 0.3701, loss_mask: 0.0000, loss: 0.7338 2022-05-11 04:11:08,508 - mmdet - INFO - Epoch [16][1500/3992] lr: 1.000e-04, eta: 4 days, 4:57:31, time: 0.504, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0334, loss_cls: 0.3067, acc: 90.3652, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.7022 2022-05-11 04:11:33,668 - mmdet - INFO - Epoch [16][1550/3992] lr: 1.000e-04, eta: 4 days, 4:57:13, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0315, loss_cls: 0.3084, acc: 90.2656, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.7035 2022-05-11 04:11:58,705 - mmdet - INFO - Epoch [16][1600/3992] lr: 1.000e-04, eta: 4 days, 4:56:53, time: 0.501, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0319, loss_cls: 0.2791, acc: 91.0762, loss_bbox: 0.3161, loss_mask: 0.0000, loss: 0.6559 2022-05-11 04:12:23,862 - mmdet - INFO - Epoch [16][1650/3992] lr: 1.000e-04, eta: 4 days, 4:56:34, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0316, loss_cls: 0.2853, acc: 90.6738, loss_bbox: 0.3427, loss_mask: 0.0000, loss: 0.6879 2022-05-11 04:12:49,286 - mmdet - INFO - Epoch [16][1700/3992] lr: 1.000e-04, eta: 4 days, 4:56:18, time: 0.508, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0314, loss_cls: 0.2668, acc: 91.2148, loss_bbox: 0.3019, loss_mask: 0.0000, loss: 0.6321 2022-05-11 04:13:14,371 - mmdet - INFO - Epoch [16][1750/3992] lr: 1.000e-04, eta: 4 days, 4:55:59, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0345, loss_cls: 0.2898, acc: 90.6641, loss_bbox: 0.3362, loss_mask: 0.0000, loss: 0.6893 2022-05-11 04:13:39,995 - mmdet - INFO - Epoch [16][1800/3992] lr: 1.000e-04, eta: 4 days, 4:55:46, time: 0.512, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0314, loss_cls: 0.2621, acc: 91.1191, loss_bbox: 0.3166, loss_mask: 0.0000, loss: 0.6365 2022-05-11 04:14:05,202 - mmdet - INFO - Epoch [16][1850/3992] lr: 1.000e-04, eta: 4 days, 4:55:28, time: 0.504, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0311, loss_cls: 0.2562, acc: 91.6582, loss_bbox: 0.3009, loss_mask: 0.0000, loss: 0.6107 2022-05-11 04:14:29,382 - mmdet - INFO - Epoch [16][1900/3992] lr: 1.000e-04, eta: 4 days, 4:54:57, time: 0.484, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0319, loss_cls: 0.2771, acc: 91.1348, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6664 2022-05-11 04:14:54,795 - mmdet - INFO - Epoch [16][1950/3992] lr: 1.000e-04, eta: 4 days, 4:54:42, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0373, loss_cls: 0.2965, acc: 90.4629, loss_bbox: 0.3281, loss_mask: 0.0000, loss: 0.6887 2022-05-11 04:15:20,455 - mmdet - INFO - Epoch [16][2000/3992] lr: 1.000e-04, eta: 4 days, 4:54:29, time: 0.513, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0381, loss_cls: 0.2907, acc: 90.6309, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.6901 2022-05-11 04:15:45,390 - mmdet - INFO - Epoch [16][2050/3992] lr: 1.000e-04, eta: 4 days, 4:54:07, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0329, loss_cls: 0.2765, acc: 90.7188, loss_bbox: 0.3227, loss_mask: 0.0000, loss: 0.6592 2022-05-11 04:16:10,899 - mmdet - INFO - Epoch [16][2100/3992] lr: 1.000e-04, eta: 4 days, 4:53:53, time: 0.510, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0304, loss_cls: 0.2626, acc: 91.3125, loss_bbox: 0.3276, loss_mask: 0.0000, loss: 0.6501 2022-05-11 04:16:36,719 - mmdet - INFO - Epoch [16][2150/3992] lr: 1.000e-04, eta: 4 days, 4:53:42, time: 0.516, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0292, loss_cls: 0.2591, acc: 91.2129, loss_bbox: 0.3103, loss_mask: 0.0000, loss: 0.6203 2022-05-11 04:17:01,139 - mmdet - INFO - Epoch [16][2200/3992] lr: 1.000e-04, eta: 4 days, 4:53:14, time: 0.488, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0342, loss_cls: 0.2819, acc: 90.7109, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.6716 2022-05-11 04:17:26,393 - mmdet - INFO - Epoch [16][2250/3992] lr: 1.000e-04, eta: 4 days, 4:52:57, time: 0.505, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0384, loss_cls: 0.2967, acc: 90.0957, loss_bbox: 0.3502, loss_mask: 0.0000, loss: 0.7157 2022-05-11 04:17:51,371 - mmdet - INFO - Epoch [16][2300/3992] lr: 1.000e-04, eta: 4 days, 4:52:36, time: 0.500, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0298, loss_cls: 0.2693, acc: 91.4863, loss_bbox: 0.3055, loss_mask: 0.0000, loss: 0.6294 2022-05-11 04:18:16,326 - mmdet - INFO - Epoch [16][2350/3992] lr: 1.000e-04, eta: 4 days, 4:52:14, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0296, loss_cls: 0.2763, acc: 90.9883, loss_bbox: 0.3131, loss_mask: 0.0000, loss: 0.6460 2022-05-11 04:18:41,329 - mmdet - INFO - Epoch [16][2400/3992] lr: 1.000e-04, eta: 4 days, 4:51:54, time: 0.500, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0349, loss_cls: 0.2710, acc: 91.2715, loss_bbox: 0.3067, loss_mask: 0.0000, loss: 0.6442 2022-05-11 04:19:05,936 - mmdet - INFO - Epoch [16][2450/3992] lr: 1.000e-04, eta: 4 days, 4:51:28, time: 0.492, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0295, loss_cls: 0.2628, acc: 91.5391, loss_bbox: 0.3000, loss_mask: 0.0000, loss: 0.6174 2022-05-11 04:19:31,391 - mmdet - INFO - Epoch [16][2500/3992] lr: 1.000e-04, eta: 4 days, 4:51:13, time: 0.509, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0351, loss_cls: 0.2929, acc: 90.3359, loss_bbox: 0.3237, loss_mask: 0.0000, loss: 0.6797 2022-05-11 04:19:56,098 - mmdet - INFO - Epoch [16][2550/3992] lr: 1.000e-04, eta: 4 days, 4:50:49, time: 0.494, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0292, loss_cls: 0.2912, acc: 90.1777, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.6832 2022-05-11 04:20:20,399 - mmdet - INFO - Epoch [16][2600/3992] lr: 1.000e-04, eta: 4 days, 4:50:20, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0369, loss_cls: 0.2808, acc: 91.0371, loss_bbox: 0.3180, loss_mask: 0.0000, loss: 0.6701 2022-05-11 04:20:45,807 - mmdet - INFO - Epoch [16][2650/3992] lr: 1.000e-04, eta: 4 days, 4:50:04, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0401, loss_cls: 0.3320, acc: 89.6016, loss_bbox: 0.3428, loss_mask: 0.0000, loss: 0.7454 2022-05-11 04:21:11,090 - mmdet - INFO - Epoch [16][2700/3992] lr: 1.000e-04, eta: 4 days, 4:49:47, time: 0.506, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0373, loss_cls: 0.2956, acc: 90.6641, loss_bbox: 0.3400, loss_mask: 0.0000, loss: 0.7080 2022-05-11 04:21:34,796 - mmdet - INFO - Epoch [16][2750/3992] lr: 1.000e-04, eta: 4 days, 4:49:11, time: 0.474, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0343, loss_cls: 0.2826, acc: 91.2910, loss_bbox: 0.3169, loss_mask: 0.0000, loss: 0.6707 2022-05-11 04:21:59,399 - mmdet - INFO - Epoch [16][2800/3992] lr: 1.000e-04, eta: 4 days, 4:48:45, time: 0.492, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0398, loss_cls: 0.3031, acc: 90.0859, loss_bbox: 0.3482, loss_mask: 0.0000, loss: 0.7199 2022-05-11 04:22:23,766 - mmdet - INFO - Epoch [16][2850/3992] lr: 1.000e-04, eta: 4 days, 4:48:17, time: 0.487, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0305, loss_cls: 0.2780, acc: 91.3750, loss_bbox: 0.3022, loss_mask: 0.0000, loss: 0.6405 2022-05-11 04:22:49,384 - mmdet - INFO - Epoch [16][2900/3992] lr: 1.000e-04, eta: 4 days, 4:48:04, time: 0.512, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0363, loss_cls: 0.3219, acc: 89.8105, loss_bbox: 0.3595, loss_mask: 0.0000, loss: 0.7473 2022-05-11 04:23:13,583 - mmdet - INFO - Epoch [16][2950/3992] lr: 1.000e-04, eta: 4 days, 4:47:34, time: 0.484, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0290, loss_cls: 0.2747, acc: 91.0684, loss_bbox: 0.3174, loss_mask: 0.0000, loss: 0.6493 2022-05-11 04:23:38,977 - mmdet - INFO - Epoch [16][3000/3992] lr: 1.000e-04, eta: 4 days, 4:47:17, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0316, loss_cls: 0.2948, acc: 90.5742, loss_bbox: 0.3291, loss_mask: 0.0000, loss: 0.6839 2022-05-11 04:24:03,714 - mmdet - INFO - Epoch [16][3050/3992] lr: 1.000e-04, eta: 4 days, 4:46:54, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0343, loss_cls: 0.2813, acc: 90.7051, loss_bbox: 0.3355, loss_mask: 0.0000, loss: 0.6804 2022-05-11 04:24:28,581 - mmdet - INFO - Epoch [16][3100/3992] lr: 1.000e-04, eta: 4 days, 4:46:31, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0349, loss_cls: 0.2905, acc: 90.3027, loss_bbox: 0.3555, loss_mask: 0.0000, loss: 0.7087 2022-05-11 04:24:52,994 - mmdet - INFO - Epoch [16][3150/3992] lr: 1.000e-04, eta: 4 days, 4:46:04, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0305, loss_cls: 0.2723, acc: 90.9160, loss_bbox: 0.3237, loss_mask: 0.0000, loss: 0.6533 2022-05-11 04:25:17,803 - mmdet - INFO - Epoch [16][3200/3992] lr: 1.000e-04, eta: 4 days, 4:45:41, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0382, loss_cls: 0.2928, acc: 90.2539, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.6936 2022-05-11 04:25:42,334 - mmdet - INFO - Epoch [16][3250/3992] lr: 1.000e-04, eta: 4 days, 4:45:14, time: 0.491, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0319, loss_cls: 0.2659, acc: 91.5039, loss_bbox: 0.3094, loss_mask: 0.0000, loss: 0.6435 2022-05-11 04:26:08,213 - mmdet - INFO - Epoch [16][3300/3992] lr: 1.000e-04, eta: 4 days, 4:45:04, time: 0.518, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0332, loss_cls: 0.3029, acc: 90.1973, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.7009 2022-05-11 04:26:33,104 - mmdet - INFO - Epoch [16][3350/3992] lr: 1.000e-04, eta: 4 days, 4:44:42, time: 0.498, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0375, loss_cls: 0.3040, acc: 90.3574, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.7104 2022-05-11 04:26:57,692 - mmdet - INFO - Epoch [16][3400/3992] lr: 1.000e-04, eta: 4 days, 4:44:16, time: 0.492, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0322, loss_cls: 0.2992, acc: 90.3594, loss_bbox: 0.3450, loss_mask: 0.0000, loss: 0.7084 2022-05-11 04:27:22,494 - mmdet - INFO - Epoch [16][3450/3992] lr: 1.000e-04, eta: 4 days, 4:43:53, time: 0.496, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0316, loss_cls: 0.2521, acc: 91.8027, loss_bbox: 0.2981, loss_mask: 0.0000, loss: 0.6086 2022-05-11 04:27:47,020 - mmdet - INFO - Epoch [16][3500/3992] lr: 1.000e-04, eta: 4 days, 4:43:27, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0339, loss_cls: 0.3007, acc: 90.3301, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.7021 2022-05-11 04:28:12,704 - mmdet - INFO - Epoch [16][3550/3992] lr: 1.000e-04, eta: 4 days, 4:43:14, time: 0.514, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0409, loss_cls: 0.2931, acc: 90.7559, loss_bbox: 0.3334, loss_mask: 0.0000, loss: 0.7009 2022-05-11 04:28:37,130 - mmdet - INFO - Epoch [16][3600/3992] lr: 1.000e-04, eta: 4 days, 4:42:46, time: 0.489, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0333, loss_cls: 0.2798, acc: 91.0059, loss_bbox: 0.3143, loss_mask: 0.0000, loss: 0.6517 2022-05-11 04:29:01,704 - mmdet - INFO - Epoch [16][3650/3992] lr: 1.000e-04, eta: 4 days, 4:42:21, time: 0.491, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0322, loss_cls: 0.2991, acc: 90.1680, loss_bbox: 0.3487, loss_mask: 0.0000, loss: 0.7092 2022-05-11 04:29:25,934 - mmdet - INFO - Epoch [16][3700/3992] lr: 1.000e-04, eta: 4 days, 4:41:51, time: 0.485, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0339, loss_cls: 0.3002, acc: 90.0137, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.7047 2022-05-11 04:29:51,431 - mmdet - INFO - Epoch [16][3750/3992] lr: 1.000e-04, eta: 4 days, 4:41:36, time: 0.510, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0404, loss_cls: 0.2972, acc: 90.4375, loss_bbox: 0.3334, loss_mask: 0.0000, loss: 0.7040 2022-05-11 04:30:15,534 - mmdet - INFO - Epoch [16][3800/3992] lr: 1.000e-04, eta: 4 days, 4:41:05, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0334, loss_cls: 0.2616, acc: 91.6074, loss_bbox: 0.2965, loss_mask: 0.0000, loss: 0.6194 2022-05-11 04:30:40,057 - mmdet - INFO - Epoch [16][3850/3992] lr: 1.000e-04, eta: 4 days, 4:40:38, time: 0.490, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0303, loss_cls: 0.2812, acc: 90.9805, loss_bbox: 0.3056, loss_mask: 0.0000, loss: 0.6417 2022-05-11 04:31:04,752 - mmdet - INFO - Epoch [16][3900/3992] lr: 1.000e-04, eta: 4 days, 4:40:14, time: 0.494, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0372, loss_cls: 0.2969, acc: 90.4883, loss_bbox: 0.3221, loss_mask: 0.0000, loss: 0.6890 2022-05-11 04:31:28,906 - mmdet - INFO - Epoch [16][3950/3992] lr: 1.000e-04, eta: 4 days, 4:39:44, time: 0.483, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0308, loss_cls: 0.2729, acc: 91.3047, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.6499 2022-05-11 04:31:49,210 - mmdet - INFO - Saving checkpoint at 16 epochs 2022-05-11 04:38:23,624 - mmdet - INFO - Evaluating bbox... 2022-05-11 04:38:48,019 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.097 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.190 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.085 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.007 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.047 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.123 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.045 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.142 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.284 2022-05-11 04:38:48,024 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.131 | table | 0.221 | desk | 0.087 | | sofa_chair | 0.364 | pillow | 0.067 | box | 0.017 | | garbage_bin | 0.335 | cabinet | 0.035 | drawer | 0.026 | | shelf | 0.059 | kitchen_counter | 0.132 | kitchen_cabinet | 0.180 | | cpu | 0.026 | bench | 0.124 | file_cabinet | 0.023 | | whiteboard | 0.135 | lamp | 0.163 | endtable | 0.089 | | bookshelf | 0.165 | coffee_table | 0.146 | dresser | 0.081 | | paper | 0.002 | printer | 0.159 | monitor | 0.193 | | back_pack | 0.041 | night_stand | 0.236 | door | 0.019 | | picture | 0.041 | ottoman | 0.093 | stool | 0.152 | | outlet | 0.000 | towel | 0.015 | tray | 0.008 | | bag | 0.023 | stove | 0.026 | bathtub | 0.186 | | scanner | 0.203 | cubby | 0.020 | mirror | 0.019 | | bottle | 0.010 | rack | 0.009 | cup | 0.057 | | thermos | 0.002 | island | 0.058 | counter | 0.023 | | bowl | 0.034 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.209 | | cart | 0.088 | tv_stand | 0.042 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.296 | | sofa | 0.277 | plant | 0.022 | bed | 0.535 | | dining_table | 0.009 | toilet | 0.474 | tv | 0.217 | | laptop | 0.088 | mouse | 0.050 | basket | 0.003 | | keyboard | 0.050 | telephone | 0.019 | microwave | 0.165 | | oven | 0.006 | paper_towel_dispenser | 0.353 | sink | 0.087 | | fridge | 0.152 | book | 0.012 | clock | 0.054 | | vase | 0.035 | fire_extinguisher | 0.054 | blinds | 0.003 | | podium | 0.047 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:38:48,027 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.257 | table | 0.412 | desk | 0.193 | | sofa_chair | 0.554 | pillow | 0.169 | box | 0.035 | | garbage_bin | 0.604 | cabinet | 0.064 | drawer | 0.049 | | shelf | 0.145 | kitchen_counter | 0.240 | kitchen_cabinet | 0.296 | | cpu | 0.082 | bench | 0.234 | file_cabinet | 0.041 | | whiteboard | 0.221 | lamp | 0.383 | endtable | 0.182 | | bookshelf | 0.330 | coffee_table | 0.312 | dresser | 0.152 | | paper | 0.009 | printer | 0.275 | monitor | 0.484 | | back_pack | 0.072 | night_stand | 0.441 | door | 0.034 | | picture | 0.077 | ottoman | 0.151 | stool | 0.349 | | outlet | 0.000 | towel | 0.036 | tray | 0.020 | | bag | 0.039 | stove | 0.074 | bathtub | 0.379 | | scanner | 0.355 | cubby | 0.034 | mirror | 0.050 | | bottle | 0.018 | rack | 0.016 | cup | 0.170 | | thermos | 0.004 | island | 0.093 | counter | 0.041 | | bowl | 0.082 | plate | 0.000 | organizer | 0.003 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.472 | | cart | 0.188 | tv_stand | 0.092 | poster | 0.000 | | soap_dispenser | 0.041 | toy | nan | chair | 0.663 | | sofa | 0.433 | plant | 0.087 | bed | 0.837 | | dining_table | 0.023 | toilet | 0.842 | tv | 0.401 | | laptop | 0.176 | mouse | 0.213 | basket | 0.004 | | keyboard | 0.196 | telephone | 0.041 | microwave | 0.322 | | oven | 0.012 | paper_towel_dispenser | 0.604 | sink | 0.343 | | fridge | 0.269 | book | 0.031 | clock | 0.101 | | vase | 0.065 | fire_extinguisher | 0.116 | blinds | 0.018 | | podium | 0.080 | others | 0.085 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:38:48,031 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.085 | table | 0.207 | desk | 0.073 | | sofa_chair | 0.419 | pillow | 0.036 | box | 0.015 | | garbage_bin | 0.354 | cabinet | 0.035 | drawer | 0.019 | | shelf | 0.046 | kitchen_counter | 0.128 | kitchen_cabinet | 0.225 | | cpu | 0.010 | bench | 0.120 | file_cabinet | 0.025 | | whiteboard | 0.146 | lamp | 0.106 | endtable | 0.068 | | bookshelf | 0.150 | coffee_table | 0.107 | dresser | 0.099 | | paper | 0.001 | printer | 0.165 | monitor | 0.122 | | back_pack | 0.035 | night_stand | 0.207 | door | 0.022 | | picture | 0.042 | ottoman | 0.113 | stool | 0.105 | | outlet | 0.000 | towel | 0.002 | tray | 0.000 | | bag | 0.028 | stove | 0.015 | bathtub | 0.086 | | scanner | 0.194 | cubby | 0.017 | mirror | 0.015 | | bottle | 0.012 | rack | 0.011 | cup | 0.020 | | thermos | 0.001 | island | 0.065 | counter | 0.025 | | bowl | 0.030 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.116 | | cart | 0.054 | tv_stand | 0.022 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.222 | | sofa | 0.283 | plant | 0.011 | bed | 0.593 | | dining_table | 0.002 | toilet | 0.450 | tv | 0.230 | | laptop | 0.069 | mouse | 0.006 | basket | 0.004 | | keyboard | 0.016 | telephone | 0.010 | microwave | 0.158 | | oven | 0.007 | paper_towel_dispenser | 0.208 | sink | 0.015 | | fridge | 0.177 | book | 0.006 | clock | 0.062 | | vase | 0.028 | fire_extinguisher | 0.064 | blinds | 0.000 | | podium | 0.052 | others | 0.019 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:38:48,031 - mmdet - INFO - Evaluating segm... 2022-05-11 04:39:16,355 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 04:39:16,360 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:39:16,363 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:39:16,366 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 04:39:16,827 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 04:39:16,828 - mmdet - INFO - Epoch(val) [16][2619] bbox_mAP: 0.0970, bbox_mAP_50: 0.1900, bbox_mAP_75: 0.0850, bbox_mAP_s: 0.0070, bbox_mAP_m: 0.0470, bbox_mAP_l: 0.1230, bbox_mAP_copypaste: 0.097 0.190 0.085 0.007 0.047 0.123, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 04:39:44,223 - mmdet - INFO - Epoch [17][50/3992] lr: 1.000e-04, eta: 4 days, 4:35:31, time: 0.548, data_time: 0.061, memory: 8697, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0327, loss_cls: 0.2926, acc: 90.3301, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.6890 2022-05-11 04:40:08,788 - mmdet - INFO - Epoch [17][100/3992] lr: 1.000e-04, eta: 4 days, 4:35:06, time: 0.491, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0297, loss_cls: 0.2220, acc: 92.3125, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.5892 2022-05-11 04:40:33,207 - mmdet - INFO - Epoch [17][150/3992] lr: 1.000e-04, eta: 4 days, 4:34:38, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0362, loss_cls: 0.2832, acc: 90.9766, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.6813 2022-05-11 04:40:58,429 - mmdet - INFO - Epoch [17][200/3992] lr: 1.000e-04, eta: 4 days, 4:34:20, time: 0.504, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0310, loss_cls: 0.2512, acc: 91.8418, loss_bbox: 0.2945, loss_mask: 0.0000, loss: 0.6022 2022-05-11 04:41:23,831 - mmdet - INFO - Epoch [17][250/3992] lr: 1.000e-04, eta: 4 days, 4:34:04, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0340, loss_cls: 0.2680, acc: 91.1641, loss_bbox: 0.3132, loss_mask: 0.0000, loss: 0.6425 2022-05-11 04:41:49,802 - mmdet - INFO - Epoch [17][300/3992] lr: 1.000e-04, eta: 4 days, 4:33:55, time: 0.519, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0342, loss_cls: 0.2788, acc: 91.2695, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.6637 2022-05-11 04:42:15,245 - mmdet - INFO - Epoch [17][350/3992] lr: 1.000e-04, eta: 4 days, 4:33:39, time: 0.509, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0328, loss_cls: 0.2740, acc: 90.9922, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6585 2022-05-11 04:42:40,180 - mmdet - INFO - Epoch [17][400/3992] lr: 1.000e-04, eta: 4 days, 4:33:17, time: 0.499, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0314, loss_cls: 0.2750, acc: 90.8105, loss_bbox: 0.3250, loss_mask: 0.0000, loss: 0.6529 2022-05-11 04:43:06,161 - mmdet - INFO - Epoch [17][450/3992] lr: 1.000e-04, eta: 4 days, 4:33:08, time: 0.520, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0328, loss_cls: 0.2903, acc: 90.4727, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.6930 2022-05-11 04:43:30,779 - mmdet - INFO - Epoch [17][500/3992] lr: 1.000e-04, eta: 4 days, 4:32:43, time: 0.492, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0347, loss_cls: 0.2619, acc: 91.2656, loss_bbox: 0.3028, loss_mask: 0.0000, loss: 0.6223 2022-05-11 04:43:54,995 - mmdet - INFO - Epoch [17][550/3992] lr: 1.000e-04, eta: 4 days, 4:32:13, time: 0.484, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0362, loss_cls: 0.2777, acc: 90.2832, loss_bbox: 0.3353, loss_mask: 0.0000, loss: 0.6763 2022-05-11 04:44:19,468 - mmdet - INFO - Epoch [17][600/3992] lr: 1.000e-04, eta: 4 days, 4:31:46, time: 0.489, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0319, loss_cls: 0.2624, acc: 91.4492, loss_bbox: 0.3152, loss_mask: 0.0000, loss: 0.6438 2022-05-11 04:44:44,415 - mmdet - INFO - Epoch [17][650/3992] lr: 1.000e-04, eta: 4 days, 4:31:25, time: 0.499, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0310, loss_cls: 0.2793, acc: 90.7910, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6652 2022-05-11 04:45:09,479 - mmdet - INFO - Epoch [17][700/3992] lr: 1.000e-04, eta: 4 days, 4:31:05, time: 0.501, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0376, loss_cls: 0.2743, acc: 91.1543, loss_bbox: 0.3217, loss_mask: 0.0000, loss: 0.6657 2022-05-11 04:45:34,939 - mmdet - INFO - Epoch [17][750/3992] lr: 1.000e-04, eta: 4 days, 4:30:50, time: 0.509, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0360, loss_cls: 0.2840, acc: 90.7402, loss_bbox: 0.3327, loss_mask: 0.0000, loss: 0.6849 2022-05-11 04:45:59,976 - mmdet - INFO - Epoch [17][800/3992] lr: 1.000e-04, eta: 4 days, 4:30:29, time: 0.501, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0298, loss_cls: 0.2935, acc: 90.4434, loss_bbox: 0.3373, loss_mask: 0.0000, loss: 0.6874 2022-05-11 04:46:24,567 - mmdet - INFO - Epoch [17][850/3992] lr: 1.000e-04, eta: 4 days, 4:30:04, time: 0.492, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0303, loss_cls: 0.2827, acc: 90.7637, loss_bbox: 0.3133, loss_mask: 0.0000, loss: 0.6519 2022-05-11 04:46:49,653 - mmdet - INFO - Epoch [17][900/3992] lr: 1.000e-04, eta: 4 days, 4:29:44, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0332, loss_cls: 0.2745, acc: 91.2246, loss_bbox: 0.3153, loss_mask: 0.0000, loss: 0.6544 2022-05-11 04:47:14,964 - mmdet - INFO - Epoch [17][950/3992] lr: 1.000e-04, eta: 4 days, 4:29:27, time: 0.506, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0306, loss_cls: 0.2645, acc: 91.4492, loss_bbox: 0.3148, loss_mask: 0.0000, loss: 0.6534 2022-05-11 04:47:39,662 - mmdet - INFO - Epoch [17][1000/3992] lr: 1.000e-04, eta: 4 days, 4:29:02, time: 0.494, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0307, loss_cls: 0.2503, acc: 91.5352, loss_bbox: 0.3053, loss_mask: 0.0000, loss: 0.6161 2022-05-11 04:48:04,435 - mmdet - INFO - Epoch [17][1050/3992] lr: 1.000e-04, eta: 4 days, 4:28:39, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0340, loss_cls: 0.2775, acc: 90.5762, loss_bbox: 0.3457, loss_mask: 0.0000, loss: 0.6805 2022-05-11 04:48:30,146 - mmdet - INFO - Epoch [17][1100/3992] lr: 1.000e-04, eta: 4 days, 4:28:26, time: 0.514, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0373, loss_cls: 0.2904, acc: 90.6621, loss_bbox: 0.3247, loss_mask: 0.0000, loss: 0.6862 2022-05-11 04:48:54,144 - mmdet - INFO - Epoch [17][1150/3992] lr: 1.000e-04, eta: 4 days, 4:27:54, time: 0.480, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0309, loss_cls: 0.2788, acc: 91.1523, loss_bbox: 0.3130, loss_mask: 0.0000, loss: 0.6516 2022-05-11 04:49:19,173 - mmdet - INFO - Epoch [17][1200/3992] lr: 1.000e-04, eta: 4 days, 4:27:34, time: 0.501, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0320, loss_cls: 0.2510, acc: 91.4512, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6421 2022-05-11 04:49:44,085 - mmdet - INFO - Epoch [17][1250/3992] lr: 1.000e-04, eta: 4 days, 4:27:12, time: 0.498, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0324, loss_cls: 0.2755, acc: 90.9727, loss_bbox: 0.3125, loss_mask: 0.0000, loss: 0.6578 2022-05-11 04:50:09,480 - mmdet - INFO - Epoch [17][1300/3992] lr: 1.000e-04, eta: 4 days, 4:26:56, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0311, loss_cls: 0.2855, acc: 91.1133, loss_bbox: 0.3177, loss_mask: 0.0000, loss: 0.6635 2022-05-11 04:50:34,260 - mmdet - INFO - Epoch [17][1350/3992] lr: 1.000e-04, eta: 4 days, 4:26:32, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0336, loss_cls: 0.2819, acc: 90.9512, loss_bbox: 0.3242, loss_mask: 0.0000, loss: 0.6760 2022-05-11 04:50:59,031 - mmdet - INFO - Epoch [17][1400/3992] lr: 1.000e-04, eta: 4 days, 4:26:09, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0365, loss_cls: 0.2728, acc: 90.9199, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6607 2022-05-11 04:51:23,834 - mmdet - INFO - Epoch [17][1450/3992] lr: 1.000e-04, eta: 4 days, 4:25:46, time: 0.496, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0319, loss_cls: 0.2579, acc: 91.4023, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6405 2022-05-11 04:51:48,818 - mmdet - INFO - Epoch [17][1500/3992] lr: 1.000e-04, eta: 4 days, 4:25:25, time: 0.500, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0324, loss_cls: 0.2723, acc: 90.8691, loss_bbox: 0.3219, loss_mask: 0.0000, loss: 0.6522 2022-05-11 04:52:14,169 - mmdet - INFO - Epoch [17][1550/3992] lr: 1.000e-04, eta: 4 days, 4:25:08, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0336, loss_cls: 0.2858, acc: 90.3730, loss_bbox: 0.3529, loss_mask: 0.0000, loss: 0.7055 2022-05-11 04:52:38,710 - mmdet - INFO - Epoch [17][1600/3992] lr: 1.000e-04, eta: 4 days, 4:24:42, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0387, loss_cls: 0.2854, acc: 90.6621, loss_bbox: 0.3348, loss_mask: 0.0000, loss: 0.6910 2022-05-11 04:53:04,299 - mmdet - INFO - Epoch [17][1650/3992] lr: 1.000e-04, eta: 4 days, 4:24:28, time: 0.512, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0349, loss_cls: 0.2880, acc: 90.8770, loss_bbox: 0.3223, loss_mask: 0.0000, loss: 0.6783 2022-05-11 04:53:29,685 - mmdet - INFO - Epoch [17][1700/3992] lr: 1.000e-04, eta: 4 days, 4:24:11, time: 0.508, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0284, loss_cls: 0.2491, acc: 91.5020, loss_bbox: 0.3043, loss_mask: 0.0000, loss: 0.6070 2022-05-11 04:53:54,122 - mmdet - INFO - Epoch [17][1750/3992] lr: 1.000e-04, eta: 4 days, 4:23:44, time: 0.489, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0405, loss_cls: 0.3004, acc: 90.4512, loss_bbox: 0.3428, loss_mask: 0.0000, loss: 0.7259 2022-05-11 04:54:18,772 - mmdet - INFO - Epoch [17][1800/3992] lr: 1.000e-04, eta: 4 days, 4:23:19, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0330, loss_cls: 0.2694, acc: 91.0801, loss_bbox: 0.3053, loss_mask: 0.0000, loss: 0.6376 2022-05-11 04:54:43,170 - mmdet - INFO - Epoch [17][1850/3992] lr: 1.000e-04, eta: 4 days, 4:22:51, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0335, loss_cls: 0.2522, acc: 91.7168, loss_bbox: 0.2966, loss_mask: 0.0000, loss: 0.6112 2022-05-11 04:55:08,013 - mmdet - INFO - Epoch [17][1900/3992] lr: 1.000e-04, eta: 4 days, 4:22:29, time: 0.497, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0360, loss_cls: 0.2785, acc: 91.0273, loss_bbox: 0.3311, loss_mask: 0.0000, loss: 0.6775 2022-05-11 04:55:32,109 - mmdet - INFO - Epoch [17][1950/3992] lr: 1.000e-04, eta: 4 days, 4:21:58, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0341, loss_cls: 0.2714, acc: 91.3750, loss_bbox: 0.3094, loss_mask: 0.0000, loss: 0.6513 2022-05-11 04:55:57,152 - mmdet - INFO - Epoch [17][2000/3992] lr: 1.000e-04, eta: 4 days, 4:21:37, time: 0.501, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0295, loss_cls: 0.2587, acc: 91.4102, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.6183 2022-05-11 04:56:22,516 - mmdet - INFO - Epoch [17][2050/3992] lr: 1.000e-04, eta: 4 days, 4:21:21, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0380, loss_cls: 0.2993, acc: 90.3848, loss_bbox: 0.3464, loss_mask: 0.0000, loss: 0.7158 2022-05-11 04:56:47,757 - mmdet - INFO - Epoch [17][2100/3992] lr: 1.000e-04, eta: 4 days, 4:21:02, time: 0.505, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0323, loss_cls: 0.2891, acc: 90.1660, loss_bbox: 0.3513, loss_mask: 0.0000, loss: 0.7033 2022-05-11 04:57:12,570 - mmdet - INFO - Epoch [17][2150/3992] lr: 1.000e-04, eta: 4 days, 4:20:39, time: 0.496, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0351, loss_cls: 0.2821, acc: 90.5723, loss_bbox: 0.3268, loss_mask: 0.0000, loss: 0.6691 2022-05-11 04:57:36,688 - mmdet - INFO - Epoch [17][2200/3992] lr: 1.000e-04, eta: 4 days, 4:20:09, time: 0.482, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0303, loss_cls: 0.2412, acc: 91.6855, loss_bbox: 0.3098, loss_mask: 0.0000, loss: 0.6069 2022-05-11 04:58:00,547 - mmdet - INFO - Epoch [17][2250/3992] lr: 1.000e-04, eta: 4 days, 4:19:35, time: 0.477, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0364, loss_cls: 0.3126, acc: 90.0918, loss_bbox: 0.3509, loss_mask: 0.0000, loss: 0.7312 2022-05-11 04:58:25,494 - mmdet - INFO - Epoch [17][2300/3992] lr: 1.000e-04, eta: 4 days, 4:19:14, time: 0.499, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0359, loss_cls: 0.2841, acc: 90.9297, loss_bbox: 0.3400, loss_mask: 0.0000, loss: 0.6873 2022-05-11 04:58:50,701 - mmdet - INFO - Epoch [17][2350/3992] lr: 1.000e-04, eta: 4 days, 4:18:55, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0349, loss_cls: 0.2982, acc: 90.1562, loss_bbox: 0.3398, loss_mask: 0.0000, loss: 0.6999 2022-05-11 04:59:15,711 - mmdet - INFO - Epoch [17][2400/3992] lr: 1.000e-04, eta: 4 days, 4:18:34, time: 0.500, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0348, loss_cls: 0.3054, acc: 89.7793, loss_bbox: 0.3655, loss_mask: 0.0000, loss: 0.7338 2022-05-11 04:59:41,570 - mmdet - INFO - Epoch [17][2450/3992] lr: 1.000e-04, eta: 4 days, 4:18:23, time: 0.517, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0332, loss_cls: 0.2637, acc: 91.2676, loss_bbox: 0.3019, loss_mask: 0.0000, loss: 0.6259 2022-05-11 05:00:07,116 - mmdet - INFO - Epoch [17][2500/3992] lr: 1.000e-04, eta: 4 days, 4:18:08, time: 0.511, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0301, loss_cls: 0.2667, acc: 91.4844, loss_bbox: 0.3008, loss_mask: 0.0000, loss: 0.6237 2022-05-11 05:00:30,719 - mmdet - INFO - Epoch [17][2550/3992] lr: 1.000e-04, eta: 4 days, 4:17:31, time: 0.472, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0257, loss_cls: 0.2456, acc: 92.0820, loss_bbox: 0.2911, loss_mask: 0.0000, loss: 0.5847 2022-05-11 05:00:55,256 - mmdet - INFO - Epoch [17][2600/3992] lr: 1.000e-04, eta: 4 days, 4:17:05, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0343, loss_cls: 0.3026, acc: 90.4355, loss_bbox: 0.3413, loss_mask: 0.0000, loss: 0.7075 2022-05-11 05:01:19,460 - mmdet - INFO - Epoch [17][2650/3992] lr: 1.000e-04, eta: 4 days, 4:16:36, time: 0.484, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0321, loss_cls: 0.2946, acc: 90.4395, loss_bbox: 0.3354, loss_mask: 0.0000, loss: 0.6862 2022-05-11 05:01:44,187 - mmdet - INFO - Epoch [17][2700/3992] lr: 1.000e-04, eta: 4 days, 4:16:12, time: 0.495, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0324, loss_cls: 0.2707, acc: 91.2891, loss_bbox: 0.3181, loss_mask: 0.0000, loss: 0.6518 2022-05-11 05:02:08,262 - mmdet - INFO - Epoch [17][2750/3992] lr: 1.000e-04, eta: 4 days, 4:15:41, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0313, loss_cls: 0.2848, acc: 90.5996, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.6655 2022-05-11 05:02:32,814 - mmdet - INFO - Epoch [17][2800/3992] lr: 1.000e-04, eta: 4 days, 4:15:15, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0331, loss_cls: 0.2690, acc: 91.1699, loss_bbox: 0.3123, loss_mask: 0.0000, loss: 0.6450 2022-05-11 05:02:58,228 - mmdet - INFO - Epoch [17][2850/3992] lr: 1.000e-04, eta: 4 days, 4:14:58, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0375, loss_cls: 0.2847, acc: 90.2402, loss_bbox: 0.3400, loss_mask: 0.0000, loss: 0.6986 2022-05-11 05:03:24,108 - mmdet - INFO - Epoch [17][2900/3992] lr: 1.000e-04, eta: 4 days, 4:14:47, time: 0.518, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0349, loss_cls: 0.2728, acc: 90.8809, loss_bbox: 0.3257, loss_mask: 0.0000, loss: 0.6606 2022-05-11 05:03:49,487 - mmdet - INFO - Epoch [17][2950/3992] lr: 1.000e-04, eta: 4 days, 4:14:30, time: 0.508, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0297, loss_cls: 0.2543, acc: 91.7852, loss_bbox: 0.2990, loss_mask: 0.0000, loss: 0.6099 2022-05-11 05:04:13,931 - mmdet - INFO - Epoch [17][3000/3992] lr: 1.000e-04, eta: 4 days, 4:14:03, time: 0.489, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0365, loss_cls: 0.3036, acc: 90.0703, loss_bbox: 0.3456, loss_mask: 0.0000, loss: 0.7171 2022-05-11 05:04:37,699 - mmdet - INFO - Epoch [17][3050/3992] lr: 1.000e-04, eta: 4 days, 4:13:29, time: 0.475, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0294, loss_cls: 0.2664, acc: 91.3711, loss_bbox: 0.2996, loss_mask: 0.0000, loss: 0.6206 2022-05-11 05:05:02,097 - mmdet - INFO - Epoch [17][3100/3992] lr: 1.000e-04, eta: 4 days, 4:13:01, time: 0.488, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0319, loss_cls: 0.2611, acc: 91.4004, loss_bbox: 0.3150, loss_mask: 0.0000, loss: 0.6367 2022-05-11 05:05:27,399 - mmdet - INFO - Epoch [17][3150/3992] lr: 1.000e-04, eta: 4 days, 4:12:43, time: 0.506, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0309, loss_cls: 0.2556, acc: 91.5469, loss_bbox: 0.3192, loss_mask: 0.0000, loss: 0.6294 2022-05-11 05:05:53,297 - mmdet - INFO - Epoch [17][3200/3992] lr: 1.000e-04, eta: 4 days, 4:12:32, time: 0.518, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0348, loss_cls: 0.2885, acc: 90.6602, loss_bbox: 0.3331, loss_mask: 0.0000, loss: 0.6882 2022-05-11 05:06:18,651 - mmdet - INFO - Epoch [17][3250/3992] lr: 1.000e-04, eta: 4 days, 4:12:15, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0308, loss_cls: 0.2796, acc: 90.9121, loss_bbox: 0.3275, loss_mask: 0.0000, loss: 0.6641 2022-05-11 05:06:42,793 - mmdet - INFO - Epoch [17][3300/3992] lr: 1.000e-04, eta: 4 days, 4:11:45, time: 0.483, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0389, loss_cls: 0.2938, acc: 90.2676, loss_bbox: 0.3567, loss_mask: 0.0000, loss: 0.7308 2022-05-11 05:07:07,519 - mmdet - INFO - Epoch [17][3350/3992] lr: 1.000e-04, eta: 4 days, 4:11:21, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0374, loss_cls: 0.3000, acc: 89.9629, loss_bbox: 0.3437, loss_mask: 0.0000, loss: 0.7082 2022-05-11 05:07:31,885 - mmdet - INFO - Epoch [17][3400/3992] lr: 1.000e-04, eta: 4 days, 4:10:53, time: 0.487, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0359, loss_cls: 0.2944, acc: 90.7324, loss_bbox: 0.3222, loss_mask: 0.0000, loss: 0.6834 2022-05-11 05:07:56,554 - mmdet - INFO - Epoch [17][3450/3992] lr: 1.000e-04, eta: 4 days, 4:10:28, time: 0.493, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0329, loss_cls: 0.2839, acc: 90.4668, loss_bbox: 0.3457, loss_mask: 0.0000, loss: 0.6966 2022-05-11 05:08:21,940 - mmdet - INFO - Epoch [17][3500/3992] lr: 1.000e-04, eta: 4 days, 4:10:11, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0387, loss_cls: 0.2923, acc: 90.6152, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.7005 2022-05-11 05:08:47,287 - mmdet - INFO - Epoch [17][3550/3992] lr: 1.000e-04, eta: 4 days, 4:09:54, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0332, loss_cls: 0.2588, acc: 91.3574, loss_bbox: 0.3166, loss_mask: 0.0000, loss: 0.6311 2022-05-11 05:09:12,763 - mmdet - INFO - Epoch [17][3600/3992] lr: 1.000e-04, eta: 4 days, 4:09:38, time: 0.510, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0310, loss_cls: 0.2767, acc: 90.8691, loss_bbox: 0.3130, loss_mask: 0.0000, loss: 0.6433 2022-05-11 05:09:37,849 - mmdet - INFO - Epoch [17][3650/3992] lr: 1.000e-04, eta: 4 days, 4:09:18, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0366, loss_cls: 0.2952, acc: 90.3301, loss_bbox: 0.3591, loss_mask: 0.0000, loss: 0.7209 2022-05-11 05:10:03,018 - mmdet - INFO - Epoch [17][3700/3992] lr: 1.000e-04, eta: 4 days, 4:08:59, time: 0.503, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0313, loss_cls: 0.2825, acc: 90.6660, loss_bbox: 0.3307, loss_mask: 0.0000, loss: 0.6777 2022-05-11 05:10:27,563 - mmdet - INFO - Epoch [17][3750/3992] lr: 1.000e-04, eta: 4 days, 4:08:33, time: 0.491, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0348, loss_cls: 0.2976, acc: 90.4395, loss_bbox: 0.3262, loss_mask: 0.0000, loss: 0.6883 2022-05-11 05:10:51,863 - mmdet - INFO - Epoch [17][3800/3992] lr: 1.000e-04, eta: 4 days, 4:08:04, time: 0.486, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0315, loss_cls: 0.3035, acc: 90.2598, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.7000 2022-05-11 05:11:17,452 - mmdet - INFO - Epoch [17][3850/3992] lr: 1.000e-04, eta: 4 days, 4:07:50, time: 0.512, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0314, loss_cls: 0.2730, acc: 90.9648, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6443 2022-05-11 05:11:41,503 - mmdet - INFO - Epoch [17][3900/3992] lr: 1.000e-04, eta: 4 days, 4:07:18, time: 0.481, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0384, loss_cls: 0.3213, acc: 90.0547, loss_bbox: 0.3566, loss_mask: 0.0000, loss: 0.7509 2022-05-11 05:12:06,204 - mmdet - INFO - Epoch [17][3950/3992] lr: 1.000e-04, eta: 4 days, 4:06:54, time: 0.494, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0327, loss_cls: 0.2731, acc: 91.0156, loss_bbox: 0.3104, loss_mask: 0.0000, loss: 0.6422 2022-05-11 05:12:26,113 - mmdet - INFO - Saving checkpoint at 17 epochs 2022-05-11 05:19:01,839 - mmdet - INFO - Evaluating bbox... 2022-05-11 05:19:26,836 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.100 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.195 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.089 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.040 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.132 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.010 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.141 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.287 2022-05-11 05:19:26,840 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.082 | table | 0.232 | desk | 0.096 | | sofa_chair | 0.425 | pillow | 0.056 | box | 0.013 | | garbage_bin | 0.233 | cabinet | 0.016 | drawer | 0.041 | | shelf | 0.052 | kitchen_counter | 0.138 | kitchen_cabinet | 0.142 | | cpu | 0.034 | bench | 0.105 | file_cabinet | 0.042 | | whiteboard | 0.104 | lamp | 0.186 | endtable | 0.104 | | bookshelf | 0.140 | coffee_table | 0.220 | dresser | 0.126 | | paper | 0.001 | printer | 0.151 | monitor | 0.211 | | back_pack | 0.027 | night_stand | 0.251 | door | 0.016 | | picture | 0.045 | ottoman | 0.139 | stool | 0.214 | | outlet | 0.000 | towel | 0.050 | tray | 0.009 | | bag | 0.012 | stove | 0.046 | bathtub | 0.320 | | scanner | 0.134 | cubby | 0.013 | mirror | 0.009 | | bottle | 0.007 | rack | 0.027 | cup | 0.062 | | thermos | 0.006 | island | 0.062 | counter | 0.015 | | bowl | 0.020 | plate | 0.001 | organizer | 0.003 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.205 | | cart | 0.073 | tv_stand | 0.078 | poster | 0.000 | | soap_dispenser | 0.028 | toy | nan | chair | 0.304 | | sofa | 0.335 | plant | 0.028 | bed | 0.544 | | dining_table | 0.011 | toilet | 0.453 | tv | 0.227 | | laptop | 0.081 | mouse | 0.040 | basket | 0.001 | | keyboard | 0.038 | telephone | 0.023 | microwave | 0.194 | | oven | 0.027 | paper_towel_dispenser | 0.158 | sink | 0.145 | | fridge | 0.092 | book | 0.006 | clock | 0.079 | | vase | 0.046 | fire_extinguisher | 0.013 | blinds | 0.006 | | podium | 0.198 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:26,843 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.200 | table | 0.430 | desk | 0.201 | | sofa_chair | 0.624 | pillow | 0.150 | box | 0.036 | | garbage_bin | 0.417 | cabinet | 0.034 | drawer | 0.073 | | shelf | 0.114 | kitchen_counter | 0.272 | kitchen_cabinet | 0.275 | | cpu | 0.086 | bench | 0.220 | file_cabinet | 0.080 | | whiteboard | 0.207 | lamp | 0.435 | endtable | 0.204 | | bookshelf | 0.301 | coffee_table | 0.422 | dresser | 0.208 | | paper | 0.005 | printer | 0.295 | monitor | 0.473 | | back_pack | 0.051 | night_stand | 0.467 | door | 0.022 | | picture | 0.086 | ottoman | 0.210 | stool | 0.452 | | outlet | 0.000 | towel | 0.083 | tray | 0.028 | | bag | 0.021 | stove | 0.100 | bathtub | 0.638 | | scanner | 0.233 | cubby | 0.034 | mirror | 0.027 | | bottle | 0.019 | rack | 0.063 | cup | 0.185 | | thermos | 0.012 | island | 0.098 | counter | 0.032 | | bowl | 0.048 | plate | 0.004 | organizer | 0.004 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.388 | | cart | 0.141 | tv_stand | 0.166 | poster | 0.001 | | soap_dispenser | 0.141 | toy | nan | chair | 0.664 | | sofa | 0.529 | plant | 0.084 | bed | 0.843 | | dining_table | 0.035 | toilet | 0.822 | tv | 0.420 | | laptop | 0.198 | mouse | 0.096 | basket | 0.001 | | keyboard | 0.132 | telephone | 0.052 | microwave | 0.376 | | oven | 0.040 | paper_towel_dispenser | 0.308 | sink | 0.458 | | fridge | 0.238 | book | 0.019 | clock | 0.133 | | vase | 0.091 | fire_extinguisher | 0.032 | blinds | 0.012 | | podium | 0.248 | others | 0.079 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:26,847 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.036 | table | 0.223 | desk | 0.078 | | sofa_chair | 0.510 | pillow | 0.031 | box | 0.007 | | garbage_bin | 0.223 | cabinet | 0.014 | drawer | 0.045 | | shelf | 0.036 | kitchen_counter | 0.135 | kitchen_cabinet | 0.135 | | cpu | 0.019 | bench | 0.079 | file_cabinet | 0.015 | | whiteboard | 0.106 | lamp | 0.127 | endtable | 0.117 | | bookshelf | 0.117 | coffee_table | 0.161 | dresser | 0.119 | | paper | 0.000 | printer | 0.105 | monitor | 0.148 | | back_pack | 0.026 | night_stand | 0.236 | door | 0.016 | | picture | 0.045 | ottoman | 0.177 | stool | 0.199 | | outlet | 0.000 | towel | 0.047 | tray | 0.007 | | bag | 0.018 | stove | 0.039 | bathtub | 0.253 | | scanner | 0.169 | cubby | 0.011 | mirror | 0.006 | | bottle | 0.000 | rack | 0.006 | cup | 0.028 | | thermos | 0.007 | island | 0.065 | counter | 0.008 | | bowl | 0.017 | plate | 0.000 | organizer | 0.004 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.214 | | cart | 0.058 | tv_stand | 0.044 | poster | 0.000 | | soap_dispenser | 0.027 | toy | nan | chair | 0.228 | | sofa | 0.364 | plant | 0.013 | bed | 0.602 | | dining_table | 0.001 | toilet | 0.402 | tv | 0.244 | | laptop | 0.054 | mouse | 0.001 | basket | 0.001 | | keyboard | 0.011 | telephone | 0.003 | microwave | 0.152 | | oven | 0.023 | paper_towel_dispenser | 0.094 | sink | 0.040 | | fridge | 0.063 | book | 0.003 | clock | 0.059 | | vase | 0.042 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.248 | others | 0.024 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:26,847 - mmdet - INFO - Evaluating segm... 2022-05-11 05:19:55,379 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 05:19:55,383 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:55,386 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:55,389 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 05:19:55,870 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 05:19:55,870 - mmdet - INFO - Epoch(val) [17][2619] bbox_mAP: 0.1000, bbox_mAP_50: 0.1950, bbox_mAP_75: 0.0890, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0400, bbox_mAP_l: 0.1320, bbox_mAP_copypaste: 0.100 0.195 0.089 0.003 0.040 0.132, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 05:20:22,451 - mmdet - INFO - Epoch [18][50/3992] lr: 1.000e-04, eta: 4 days, 4:02:46, time: 0.531, data_time: 0.061, memory: 8697, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0375, loss_cls: 0.2834, acc: 90.7871, loss_bbox: 0.3299, loss_mask: 0.0000, loss: 0.6822 2022-05-11 05:20:46,533 - mmdet - INFO - Epoch [18][100/3992] lr: 1.000e-04, eta: 4 days, 4:02:15, time: 0.482, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0320, loss_cls: 0.2579, acc: 91.4824, loss_bbox: 0.3144, loss_mask: 0.0000, loss: 0.6336 2022-05-11 05:21:11,112 - mmdet - INFO - Epoch [18][150/3992] lr: 1.000e-04, eta: 4 days, 4:01:50, time: 0.492, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0382, loss_cls: 0.3035, acc: 90.2676, loss_bbox: 0.3445, loss_mask: 0.0000, loss: 0.7163 2022-05-11 05:21:35,765 - mmdet - INFO - Epoch [18][200/3992] lr: 1.000e-04, eta: 4 days, 4:01:25, time: 0.493, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0347, loss_cls: 0.2843, acc: 90.7383, loss_bbox: 0.3278, loss_mask: 0.0000, loss: 0.6727 2022-05-11 05:22:00,040 - mmdet - INFO - Epoch [18][250/3992] lr: 1.000e-04, eta: 4 days, 4:00:57, time: 0.485, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0355, loss_cls: 0.2648, acc: 91.3145, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6470 2022-05-11 05:22:25,077 - mmdet - INFO - Epoch [18][300/3992] lr: 1.000e-04, eta: 4 days, 4:00:36, time: 0.501, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0273, loss_cls: 0.2369, acc: 92.1875, loss_bbox: 0.2914, loss_mask: 0.0000, loss: 0.5831 2022-05-11 05:22:48,816 - mmdet - INFO - Epoch [18][350/3992] lr: 1.000e-04, eta: 4 days, 4:00:02, time: 0.475, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0245, loss_cls: 0.2198, acc: 92.8555, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.5175 2022-05-11 05:23:14,257 - mmdet - INFO - Epoch [18][400/3992] lr: 1.000e-04, eta: 4 days, 3:59:45, time: 0.509, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0337, loss_cls: 0.2868, acc: 90.6074, loss_bbox: 0.3387, loss_mask: 0.0000, loss: 0.6872 2022-05-11 05:23:40,564 - mmdet - INFO - Epoch [18][450/3992] lr: 1.000e-04, eta: 4 days, 3:59:38, time: 0.526, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0359, loss_cls: 0.2686, acc: 90.9492, loss_bbox: 0.3341, loss_mask: 0.0000, loss: 0.6686 2022-05-11 05:24:05,560 - mmdet - INFO - Epoch [18][500/3992] lr: 1.000e-04, eta: 4 days, 3:59:17, time: 0.500, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0345, loss_cls: 0.2700, acc: 91.3008, loss_bbox: 0.3132, loss_mask: 0.0000, loss: 0.6476 2022-05-11 05:24:28,853 - mmdet - INFO - Epoch [18][550/3992] lr: 1.000e-04, eta: 4 days, 3:58:38, time: 0.466, data_time: 0.011, memory: 8697, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0251, loss_cls: 0.2243, acc: 92.2832, loss_bbox: 0.2829, loss_mask: 0.0000, loss: 0.5557 2022-05-11 05:24:52,930 - mmdet - INFO - Epoch [18][600/3992] lr: 1.000e-04, eta: 4 days, 3:58:07, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0283, loss_cls: 0.2515, acc: 92.0098, loss_bbox: 0.2935, loss_mask: 0.0000, loss: 0.6021 2022-05-11 05:25:18,029 - mmdet - INFO - Epoch [18][650/3992] lr: 1.000e-04, eta: 4 days, 3:57:48, time: 0.502, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0365, loss_cls: 0.2792, acc: 90.9805, loss_bbox: 0.3281, loss_mask: 0.0000, loss: 0.6725 2022-05-11 05:25:43,365 - mmdet - INFO - Epoch [18][700/3992] lr: 1.000e-04, eta: 4 days, 3:57:30, time: 0.507, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0324, loss_cls: 0.2574, acc: 91.5762, loss_bbox: 0.3089, loss_mask: 0.0000, loss: 0.6249 2022-05-11 05:26:08,735 - mmdet - INFO - Epoch [18][750/3992] lr: 1.000e-04, eta: 4 days, 3:57:13, time: 0.507, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0337, loss_cls: 0.2640, acc: 90.9492, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.6596 2022-05-11 05:26:34,555 - mmdet - INFO - Epoch [18][800/3992] lr: 1.000e-04, eta: 4 days, 3:57:01, time: 0.516, data_time: 0.014, memory: 8697, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0351, loss_cls: 0.2662, acc: 91.1602, loss_bbox: 0.3288, loss_mask: 0.0000, loss: 0.6639 2022-05-11 05:26:59,292 - mmdet - INFO - Epoch [18][850/3992] lr: 1.000e-04, eta: 4 days, 3:56:37, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0342, loss_cls: 0.3078, acc: 90.2285, loss_bbox: 0.3482, loss_mask: 0.0000, loss: 0.7249 2022-05-11 05:27:24,705 - mmdet - INFO - Epoch [18][900/3992] lr: 1.000e-04, eta: 4 days, 3:56:21, time: 0.508, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0285, loss_cls: 0.2549, acc: 91.7773, loss_bbox: 0.3019, loss_mask: 0.0000, loss: 0.6066 2022-05-11 05:27:50,544 - mmdet - INFO - Epoch [18][950/3992] lr: 1.000e-04, eta: 4 days, 3:56:08, time: 0.517, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0311, loss_cls: 0.2983, acc: 90.2871, loss_bbox: 0.3576, loss_mask: 0.0000, loss: 0.7123 2022-05-11 05:28:15,291 - mmdet - INFO - Epoch [18][1000/3992] lr: 1.000e-04, eta: 4 days, 3:55:45, time: 0.495, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0333, loss_cls: 0.2799, acc: 90.6562, loss_bbox: 0.3437, loss_mask: 0.0000, loss: 0.6862 2022-05-11 05:28:40,227 - mmdet - INFO - Epoch [18][1050/3992] lr: 1.000e-04, eta: 4 days, 3:55:23, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0327, loss_cls: 0.2940, acc: 90.2656, loss_bbox: 0.3360, loss_mask: 0.0000, loss: 0.6929 2022-05-11 05:29:05,157 - mmdet - INFO - Epoch [18][1100/3992] lr: 1.000e-04, eta: 4 days, 3:55:01, time: 0.499, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0365, loss_cls: 0.2849, acc: 91.1465, loss_bbox: 0.3075, loss_mask: 0.0000, loss: 0.6616 2022-05-11 05:29:31,015 - mmdet - INFO - Epoch [18][1150/3992] lr: 1.000e-04, eta: 4 days, 3:54:49, time: 0.517, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0259, loss_cls: 0.2604, acc: 91.3926, loss_bbox: 0.3012, loss_mask: 0.0000, loss: 0.6091 2022-05-11 05:29:56,418 - mmdet - INFO - Epoch [18][1200/3992] lr: 1.000e-04, eta: 4 days, 3:54:33, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0288, loss_cls: 0.2817, acc: 91.0957, loss_bbox: 0.3161, loss_mask: 0.0000, loss: 0.6544 2022-05-11 05:30:20,516 - mmdet - INFO - Epoch [18][1250/3992] lr: 1.000e-04, eta: 4 days, 3:54:02, time: 0.482, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0324, loss_cls: 0.2635, acc: 91.4336, loss_bbox: 0.2987, loss_mask: 0.0000, loss: 0.6186 2022-05-11 05:30:46,517 - mmdet - INFO - Epoch [18][1300/3992] lr: 1.000e-04, eta: 4 days, 3:53:51, time: 0.520, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0269, loss_cls: 0.2682, acc: 91.3164, loss_bbox: 0.3102, loss_mask: 0.0000, loss: 0.6260 2022-05-11 05:31:11,908 - mmdet - INFO - Epoch [18][1350/3992] lr: 1.000e-04, eta: 4 days, 3:53:35, time: 0.508, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0342, loss_cls: 0.2827, acc: 90.7227, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.6832 2022-05-11 05:31:36,522 - mmdet - INFO - Epoch [18][1400/3992] lr: 1.000e-04, eta: 4 days, 3:53:09, time: 0.492, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0309, loss_cls: 0.2659, acc: 91.1855, loss_bbox: 0.3164, loss_mask: 0.0000, loss: 0.6374 2022-05-11 05:32:01,748 - mmdet - INFO - Epoch [18][1450/3992] lr: 1.000e-04, eta: 4 days, 3:52:51, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0417, loss_cls: 0.2863, acc: 90.8398, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.6925 2022-05-11 05:32:25,851 - mmdet - INFO - Epoch [18][1500/3992] lr: 1.000e-04, eta: 4 days, 3:52:20, time: 0.482, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0305, loss_cls: 0.2619, acc: 91.3848, loss_bbox: 0.3209, loss_mask: 0.0000, loss: 0.6351 2022-05-11 05:32:51,074 - mmdet - INFO - Epoch [18][1550/3992] lr: 1.000e-04, eta: 4 days, 3:52:01, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0373, loss_cls: 0.2862, acc: 90.6855, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.6911 2022-05-11 05:33:16,036 - mmdet - INFO - Epoch [18][1600/3992] lr: 1.000e-04, eta: 4 days, 3:51:40, time: 0.499, data_time: 0.012, memory: 8697, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0280, loss_cls: 0.2593, acc: 91.2031, loss_bbox: 0.3039, loss_mask: 0.0000, loss: 0.6134 2022-05-11 05:33:41,249 - mmdet - INFO - Epoch [18][1650/3992] lr: 1.000e-04, eta: 4 days, 3:51:21, time: 0.504, data_time: 0.013, memory: 8697, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0294, loss_cls: 0.2555, acc: 91.5781, loss_bbox: 0.3246, loss_mask: 0.0000, loss: 0.6358 2022-05-11 05:34:06,270 - mmdet - INFO - Epoch [18][1700/3992] lr: 1.000e-04, eta: 4 days, 3:51:00, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0363, loss_cls: 0.2938, acc: 90.9043, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6924 2022-05-11 05:34:32,349 - mmdet - INFO - Epoch [18][1750/3992] lr: 1.000e-04, eta: 4 days, 3:50:50, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0386, loss_cls: 0.2694, acc: 90.7520, loss_bbox: 0.3493, loss_mask: 0.0000, loss: 0.6896 2022-05-11 05:34:57,785 - mmdet - INFO - Epoch [18][1800/3992] lr: 1.000e-04, eta: 4 days, 3:50:34, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0339, loss_cls: 0.2567, acc: 91.4062, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6353 2022-05-11 05:35:22,852 - mmdet - INFO - Epoch [18][1850/3992] lr: 1.000e-04, eta: 4 days, 3:50:13, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0361, loss_cls: 0.2582, acc: 91.5586, loss_bbox: 0.2896, loss_mask: 0.0000, loss: 0.6166 2022-05-11 05:35:48,851 - mmdet - INFO - Epoch [18][1900/3992] lr: 1.000e-04, eta: 4 days, 3:50:03, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0384, loss_cls: 0.3009, acc: 90.1113, loss_bbox: 0.3474, loss_mask: 0.0000, loss: 0.7183 2022-05-11 05:36:13,495 - mmdet - INFO - Epoch [18][1950/3992] lr: 1.000e-04, eta: 4 days, 3:49:38, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0296, loss_cls: 0.2497, acc: 91.3340, loss_bbox: 0.3244, loss_mask: 0.0000, loss: 0.6256 2022-05-11 05:36:38,994 - mmdet - INFO - Epoch [18][2000/3992] lr: 1.000e-04, eta: 4 days, 3:49:22, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0367, loss_cls: 0.2644, acc: 91.0273, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6495 2022-05-11 05:37:03,758 - mmdet - INFO - Epoch [18][2050/3992] lr: 1.000e-04, eta: 4 days, 3:48:58, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0336, loss_cls: 0.2487, acc: 91.4395, loss_bbox: 0.3113, loss_mask: 0.0000, loss: 0.6212 2022-05-11 05:37:28,409 - mmdet - INFO - Epoch [18][2100/3992] lr: 1.000e-04, eta: 4 days, 3:48:34, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0352, loss_cls: 0.2772, acc: 91.1543, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6631 2022-05-11 05:37:54,281 - mmdet - INFO - Epoch [18][2150/3992] lr: 1.000e-04, eta: 4 days, 3:48:21, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0312, loss_cls: 0.2746, acc: 91.0664, loss_bbox: 0.3241, loss_mask: 0.0000, loss: 0.6538 2022-05-11 05:38:17,708 - mmdet - INFO - Epoch [18][2200/3992] lr: 1.000e-04, eta: 4 days, 3:47:44, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0283, loss_cls: 0.2805, acc: 91.2363, loss_bbox: 0.3021, loss_mask: 0.0000, loss: 0.6428 2022-05-11 05:38:42,262 - mmdet - INFO - Epoch [18][2250/3992] lr: 1.000e-04, eta: 4 days, 3:47:18, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0364, loss_cls: 0.2856, acc: 90.3477, loss_bbox: 0.3370, loss_mask: 0.0000, loss: 0.6862 2022-05-11 05:39:07,592 - mmdet - INFO - Epoch [18][2300/3992] lr: 1.000e-04, eta: 4 days, 3:47:00, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0343, loss_cls: 0.2875, acc: 90.5840, loss_bbox: 0.3481, loss_mask: 0.0000, loss: 0.6947 2022-05-11 05:39:31,641 - mmdet - INFO - Epoch [18][2350/3992] lr: 1.000e-04, eta: 4 days, 3:46:29, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0299, loss_cls: 0.2546, acc: 91.0840, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.6346 2022-05-11 05:39:56,514 - mmdet - INFO - Epoch [18][2400/3992] lr: 1.000e-04, eta: 4 days, 3:46:07, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0348, loss_cls: 0.2722, acc: 90.9766, loss_bbox: 0.3365, loss_mask: 0.0000, loss: 0.6730 2022-05-11 05:40:21,391 - mmdet - INFO - Epoch [18][2450/3992] lr: 1.000e-04, eta: 4 days, 3:45:44, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0355, loss_cls: 0.2712, acc: 90.8848, loss_bbox: 0.3370, loss_mask: 0.0000, loss: 0.6705 2022-05-11 05:40:46,984 - mmdet - INFO - Epoch [18][2500/3992] lr: 1.000e-04, eta: 4 days, 3:45:29, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0331, loss_cls: 0.2803, acc: 90.7793, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.6927 2022-05-11 05:41:11,499 - mmdet - INFO - Epoch [18][2550/3992] lr: 1.000e-04, eta: 4 days, 3:45:03, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0314, loss_cls: 0.2753, acc: 90.8984, loss_bbox: 0.3147, loss_mask: 0.0000, loss: 0.6476 2022-05-11 05:41:36,244 - mmdet - INFO - Epoch [18][2600/3992] lr: 1.000e-04, eta: 4 days, 3:44:39, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0339, loss_cls: 0.2590, acc: 91.3926, loss_bbox: 0.3118, loss_mask: 0.0000, loss: 0.6333 2022-05-11 05:42:01,503 - mmdet - INFO - Epoch [18][2650/3992] lr: 1.000e-04, eta: 4 days, 3:44:21, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0346, loss_cls: 0.2880, acc: 90.6387, loss_bbox: 0.3309, loss_mask: 0.0000, loss: 0.6925 2022-05-11 05:42:25,687 - mmdet - INFO - Epoch [18][2700/3992] lr: 1.000e-04, eta: 4 days, 3:43:51, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0308, loss_cls: 0.2623, acc: 91.4375, loss_bbox: 0.3077, loss_mask: 0.0000, loss: 0.6273 2022-05-11 05:42:50,905 - mmdet - INFO - Epoch [18][2750/3992] lr: 1.000e-04, eta: 4 days, 3:43:32, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0374, loss_cls: 0.2697, acc: 90.8730, loss_bbox: 0.3208, loss_mask: 0.0000, loss: 0.6550 2022-05-11 05:43:16,805 - mmdet - INFO - Epoch [18][2800/3992] lr: 1.000e-04, eta: 4 days, 3:43:20, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0309, loss_cls: 0.2840, acc: 90.4766, loss_bbox: 0.3285, loss_mask: 0.0000, loss: 0.6641 2022-05-11 05:43:42,235 - mmdet - INFO - Epoch [18][2850/3992] lr: 1.000e-04, eta: 4 days, 3:43:03, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0400, loss_cls: 0.2966, acc: 90.8965, loss_bbox: 0.3194, loss_mask: 0.0000, loss: 0.6890 2022-05-11 05:44:07,387 - mmdet - INFO - Epoch [18][2900/3992] lr: 1.000e-04, eta: 4 days, 3:42:44, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0339, loss_cls: 0.2630, acc: 91.2578, loss_bbox: 0.3186, loss_mask: 0.0000, loss: 0.6438 2022-05-11 05:44:32,335 - mmdet - INFO - Epoch [18][2950/3992] lr: 1.000e-04, eta: 4 days, 3:42:22, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0291, loss_cls: 0.2733, acc: 90.9609, loss_bbox: 0.3236, loss_mask: 0.0000, loss: 0.6510 2022-05-11 05:44:57,154 - mmdet - INFO - Epoch [18][3000/3992] lr: 1.000e-04, eta: 4 days, 3:41:59, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0363, loss_cls: 0.2801, acc: 90.9590, loss_bbox: 0.3259, loss_mask: 0.0000, loss: 0.6770 2022-05-11 05:45:22,803 - mmdet - INFO - Epoch [18][3050/3992] lr: 1.000e-04, eta: 4 days, 3:41:44, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0355, loss_cls: 0.2820, acc: 91.0000, loss_bbox: 0.3387, loss_mask: 0.0000, loss: 0.6837 2022-05-11 05:45:48,560 - mmdet - INFO - Epoch [18][3100/3992] lr: 1.000e-04, eta: 4 days, 3:41:31, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0339, loss_cls: 0.2858, acc: 90.3477, loss_bbox: 0.3341, loss_mask: 0.0000, loss: 0.6758 2022-05-11 05:46:13,626 - mmdet - INFO - Epoch [18][3150/3992] lr: 1.000e-04, eta: 4 days, 3:41:10, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0269, loss_cls: 0.2573, acc: 91.4648, loss_bbox: 0.3102, loss_mask: 0.0000, loss: 0.6185 2022-05-11 05:46:38,000 - mmdet - INFO - Epoch [18][3200/3992] lr: 1.000e-04, eta: 4 days, 3:40:43, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0318, loss_cls: 0.2674, acc: 90.8613, loss_bbox: 0.3152, loss_mask: 0.0000, loss: 0.6385 2022-05-11 05:47:02,764 - mmdet - INFO - Epoch [18][3250/3992] lr: 1.000e-04, eta: 4 days, 3:40:19, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0389, loss_cls: 0.2769, acc: 90.7559, loss_bbox: 0.3258, loss_mask: 0.0000, loss: 0.6756 2022-05-11 05:47:27,978 - mmdet - INFO - Epoch [18][3300/3992] lr: 1.000e-04, eta: 4 days, 3:40:00, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0350, loss_cls: 0.2814, acc: 90.5527, loss_bbox: 0.3302, loss_mask: 0.0000, loss: 0.6796 2022-05-11 05:47:53,181 - mmdet - INFO - Epoch [18][3350/3992] lr: 1.000e-04, eta: 4 days, 3:39:40, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0360, loss_cls: 0.2852, acc: 90.6992, loss_bbox: 0.3389, loss_mask: 0.0000, loss: 0.6854 2022-05-11 05:48:17,740 - mmdet - INFO - Epoch [18][3400/3992] lr: 1.000e-04, eta: 4 days, 3:39:15, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0297, loss_cls: 0.2845, acc: 91.0918, loss_bbox: 0.3070, loss_mask: 0.0000, loss: 0.6504 2022-05-11 05:48:41,614 - mmdet - INFO - Epoch [18][3450/3992] lr: 1.000e-04, eta: 4 days, 3:38:42, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0319, loss_cls: 0.2579, acc: 91.5234, loss_bbox: 0.3206, loss_mask: 0.0000, loss: 0.6354 2022-05-11 05:49:05,708 - mmdet - INFO - Epoch [18][3500/3992] lr: 1.000e-04, eta: 4 days, 3:38:11, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0322, loss_cls: 0.2855, acc: 90.9297, loss_bbox: 0.3316, loss_mask: 0.0000, loss: 0.6786 2022-05-11 05:49:30,156 - mmdet - INFO - Epoch [18][3550/3992] lr: 1.000e-04, eta: 4 days, 3:37:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0317, loss_cls: 0.2701, acc: 91.0371, loss_bbox: 0.3269, loss_mask: 0.0000, loss: 0.6503 2022-05-11 05:49:54,795 - mmdet - INFO - Epoch [18][3600/3992] lr: 1.000e-04, eta: 4 days, 3:37:20, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0296, loss_cls: 0.2541, acc: 91.6191, loss_bbox: 0.2949, loss_mask: 0.0000, loss: 0.6120 2022-05-11 05:50:20,210 - mmdet - INFO - Epoch [18][3650/3992] lr: 1.000e-04, eta: 4 days, 3:37:02, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0372, loss_cls: 0.2916, acc: 90.4043, loss_bbox: 0.3610, loss_mask: 0.0000, loss: 0.7202 2022-05-11 05:50:45,673 - mmdet - INFO - Epoch [18][3700/3992] lr: 1.000e-04, eta: 4 days, 3:36:46, time: 0.509, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0415, loss_cls: 0.2807, acc: 90.5449, loss_bbox: 0.3382, loss_mask: 0.0000, loss: 0.6929 2022-05-11 05:51:10,735 - mmdet - INFO - Epoch [18][3750/3992] lr: 1.000e-04, eta: 4 days, 3:36:25, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0311, loss_cls: 0.2825, acc: 90.8809, loss_bbox: 0.3075, loss_mask: 0.0000, loss: 0.6528 2022-05-11 05:51:35,814 - mmdet - INFO - Epoch [18][3800/3992] lr: 1.000e-04, eta: 4 days, 3:36:05, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0350, loss_cls: 0.2789, acc: 90.6953, loss_bbox: 0.3454, loss_mask: 0.0000, loss: 0.6901 2022-05-11 05:52:00,752 - mmdet - INFO - Epoch [18][3850/3992] lr: 1.000e-04, eta: 4 days, 3:35:43, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0348, loss_cls: 0.2743, acc: 90.9629, loss_bbox: 0.3255, loss_mask: 0.0000, loss: 0.6668 2022-05-11 05:52:24,860 - mmdet - INFO - Epoch [18][3900/3992] lr: 1.000e-04, eta: 4 days, 3:35:12, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0359, loss_cls: 0.2660, acc: 91.2344, loss_bbox: 0.3009, loss_mask: 0.0000, loss: 0.6316 2022-05-11 05:52:50,416 - mmdet - INFO - Epoch [18][3950/3992] lr: 1.000e-04, eta: 4 days, 3:34:57, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0361, loss_cls: 0.2806, acc: 90.9766, loss_bbox: 0.3218, loss_mask: 0.0000, loss: 0.6771 2022-05-11 05:53:10,882 - mmdet - INFO - Saving checkpoint at 18 epochs 2022-05-11 05:59:50,783 - mmdet - INFO - Evaluating bbox... 2022-05-11 06:00:15,431 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.099 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.195 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.091 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.002 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.042 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.132 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.134 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.307 2022-05-11 06:00:15,435 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.224 | desk | 0.090 | | sofa_chair | 0.412 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.311 | cabinet | 0.040 | drawer | 0.034 | | shelf | 0.071 | kitchen_counter | 0.114 | kitchen_cabinet | 0.171 | | cpu | 0.029 | bench | 0.121 | file_cabinet | 0.042 | | whiteboard | 0.121 | lamp | 0.162 | endtable | 0.100 | | bookshelf | 0.168 | coffee_table | 0.161 | dresser | 0.120 | | paper | 0.004 | printer | 0.179 | monitor | 0.184 | | back_pack | 0.024 | night_stand | 0.280 | door | 0.021 | | picture | 0.043 | ottoman | 0.094 | stool | 0.188 | | outlet | 0.000 | towel | 0.033 | tray | 0.005 | | bag | 0.019 | stove | 0.051 | bathtub | 0.353 | | scanner | 0.113 | cubby | 0.028 | mirror | 0.015 | | bottle | 0.006 | rack | 0.018 | cup | 0.079 | | thermos | 0.003 | island | 0.082 | counter | 0.025 | | bowl | 0.033 | plate | 0.001 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.124 | | cart | 0.046 | tv_stand | 0.103 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.309 | | sofa | 0.329 | plant | 0.039 | bed | 0.545 | | dining_table | 0.006 | toilet | 0.464 | tv | 0.239 | | laptop | 0.092 | mouse | 0.042 | basket | 0.000 | | keyboard | 0.053 | telephone | 0.026 | microwave | 0.142 | | oven | 0.011 | paper_towel_dispenser | 0.084 | sink | 0.119 | | fridge | 0.110 | book | 0.017 | clock | 0.116 | | vase | 0.020 | fire_extinguisher | 0.042 | blinds | 0.008 | | podium | 0.148 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:15,438 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.244 | table | 0.439 | desk | 0.186 | | sofa_chair | 0.616 | pillow | 0.142 | box | 0.053 | | garbage_bin | 0.575 | cabinet | 0.072 | drawer | 0.060 | | shelf | 0.156 | kitchen_counter | 0.205 | kitchen_cabinet | 0.285 | | cpu | 0.072 | bench | 0.260 | file_cabinet | 0.067 | | whiteboard | 0.202 | lamp | 0.382 | endtable | 0.214 | | bookshelf | 0.364 | coffee_table | 0.365 | dresser | 0.199 | | paper | 0.014 | printer | 0.307 | monitor | 0.488 | | back_pack | 0.046 | night_stand | 0.489 | door | 0.040 | | picture | 0.087 | ottoman | 0.149 | stool | 0.474 | | outlet | 0.000 | towel | 0.062 | tray | 0.015 | | bag | 0.033 | stove | 0.098 | bathtub | 0.646 | | scanner | 0.175 | cubby | 0.044 | mirror | 0.030 | | bottle | 0.020 | rack | 0.037 | cup | 0.206 | | thermos | 0.006 | island | 0.125 | counter | 0.049 | | bowl | 0.137 | plate | 0.005 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.395 | | cart | 0.089 | tv_stand | 0.269 | poster | 0.000 | | soap_dispenser | 0.011 | toy | nan | chair | 0.658 | | sofa | 0.526 | plant | 0.105 | bed | 0.855 | | dining_table | 0.013 | toilet | 0.829 | tv | 0.416 | | laptop | 0.205 | mouse | 0.076 | basket | 0.000 | | keyboard | 0.162 | telephone | 0.048 | microwave | 0.266 | | oven | 0.032 | paper_towel_dispenser | 0.175 | sink | 0.387 | | fridge | 0.207 | book | 0.046 | clock | 0.175 | | vase | 0.044 | fire_extinguisher | 0.161 | blinds | 0.019 | | podium | 0.181 | others | 0.086 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:15,441 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.041 | table | 0.209 | desk | 0.078 | | sofa_chair | 0.478 | pillow | 0.030 | box | 0.008 | | garbage_bin | 0.304 | cabinet | 0.041 | drawer | 0.035 | | shelf | 0.051 | kitchen_counter | 0.118 | kitchen_cabinet | 0.194 | | cpu | 0.011 | bench | 0.079 | file_cabinet | 0.055 | | whiteboard | 0.141 | lamp | 0.097 | endtable | 0.075 | | bookshelf | 0.138 | coffee_table | 0.079 | dresser | 0.128 | | paper | 0.001 | printer | 0.183 | monitor | 0.119 | | back_pack | 0.027 | night_stand | 0.305 | door | 0.019 | | picture | 0.031 | ottoman | 0.115 | stool | 0.134 | | outlet | 0.000 | towel | 0.035 | tray | 0.002 | | bag | 0.027 | stove | 0.054 | bathtub | 0.263 | | scanner | 0.175 | cubby | 0.029 | mirror | 0.010 | | bottle | 0.000 | rack | 0.018 | cup | 0.060 | | thermos | 0.002 | island | 0.085 | counter | 0.019 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.135 | | cart | 0.046 | tv_stand | 0.034 | poster | 0.000 | | soap_dispenser | 0.003 | toy | nan | chair | 0.244 | | sofa | 0.352 | plant | 0.022 | bed | 0.616 | | dining_table | 0.002 | toilet | 0.419 | tv | 0.254 | | laptop | 0.097 | mouse | 0.067 | basket | 0.000 | | keyboard | 0.014 | telephone | 0.038 | microwave | 0.130 | | oven | 0.002 | paper_towel_dispenser | 0.030 | sink | 0.041 | | fridge | 0.115 | book | 0.012 | clock | 0.158 | | vase | 0.008 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.181 | others | 0.026 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:15,441 - mmdet - INFO - Evaluating segm... 2022-05-11 06:00:45,076 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 06:00:45,080 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:45,083 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:45,087 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:00:45,568 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 06:00:45,569 - mmdet - INFO - Epoch(val) [18][2619] bbox_mAP: 0.0990, bbox_mAP_50: 0.1950, bbox_mAP_75: 0.0910, bbox_mAP_s: 0.0020, bbox_mAP_m: 0.0420, bbox_mAP_l: 0.1320, bbox_mAP_copypaste: 0.099 0.195 0.091 0.002 0.042 0.132, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 06:01:11,761 - mmdet - INFO - Epoch [19][50/3992] lr: 1.000e-04, eta: 4 days, 3:30:57, time: 0.524, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0374, loss_cls: 0.2940, acc: 90.0938, loss_bbox: 0.3649, loss_mask: 0.0000, loss: 0.7276 2022-05-11 06:01:35,737 - mmdet - INFO - Epoch [19][100/3992] lr: 1.000e-04, eta: 4 days, 3:30:26, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0338, loss_cls: 0.3023, acc: 90.1562, loss_bbox: 0.3348, loss_mask: 0.0000, loss: 0.7035 2022-05-11 06:01:59,714 - mmdet - INFO - Epoch [19][150/3992] lr: 1.000e-04, eta: 4 days, 3:29:54, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0333, loss_cls: 0.2463, acc: 91.9434, loss_bbox: 0.3021, loss_mask: 0.0000, loss: 0.6086 2022-05-11 06:02:24,980 - mmdet - INFO - Epoch [19][200/3992] lr: 1.000e-04, eta: 4 days, 3:29:36, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0321, loss_cls: 0.2289, acc: 92.1426, loss_bbox: 0.2904, loss_mask: 0.0000, loss: 0.5781 2022-05-11 06:02:50,102 - mmdet - INFO - Epoch [19][250/3992] lr: 1.000e-04, eta: 4 days, 3:29:16, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0330, loss_cls: 0.2795, acc: 90.8457, loss_bbox: 0.3433, loss_mask: 0.0000, loss: 0.6858 2022-05-11 06:03:15,122 - mmdet - INFO - Epoch [19][300/3992] lr: 1.000e-04, eta: 4 days, 3:28:55, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0308, loss_cls: 0.2794, acc: 91.0273, loss_bbox: 0.3200, loss_mask: 0.0000, loss: 0.6561 2022-05-11 06:03:39,627 - mmdet - INFO - Epoch [19][350/3992] lr: 1.000e-04, eta: 4 days, 3:28:28, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0290, loss_cls: 0.2426, acc: 91.9453, loss_bbox: 0.2969, loss_mask: 0.0000, loss: 0.5991 2022-05-11 06:04:03,983 - mmdet - INFO - Epoch [19][400/3992] lr: 1.000e-04, eta: 4 days, 3:28:01, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0369, loss_cls: 0.2705, acc: 90.8164, loss_bbox: 0.3258, loss_mask: 0.0000, loss: 0.6602 2022-05-11 06:04:29,103 - mmdet - INFO - Epoch [19][450/3992] lr: 1.000e-04, eta: 4 days, 3:27:41, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0311, loss_cls: 0.2682, acc: 90.9688, loss_bbox: 0.3393, loss_mask: 0.0000, loss: 0.6614 2022-05-11 06:04:54,162 - mmdet - INFO - Epoch [19][500/3992] lr: 1.000e-04, eta: 4 days, 3:27:20, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0335, loss_cls: 0.2670, acc: 92.0977, loss_bbox: 0.2825, loss_mask: 0.0000, loss: 0.6124 2022-05-11 06:05:19,890 - mmdet - INFO - Epoch [19][550/3992] lr: 1.000e-04, eta: 4 days, 3:27:06, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0357, loss_cls: 0.2760, acc: 90.6426, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.6725 2022-05-11 06:05:44,277 - mmdet - INFO - Epoch [19][600/3992] lr: 1.000e-04, eta: 4 days, 3:26:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0287, loss_cls: 0.2416, acc: 91.7715, loss_bbox: 0.3024, loss_mask: 0.0000, loss: 0.6008 2022-05-11 06:06:09,593 - mmdet - INFO - Epoch [19][650/3992] lr: 1.000e-04, eta: 4 days, 3:26:21, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0320, loss_cls: 0.2632, acc: 91.3027, loss_bbox: 0.3149, loss_mask: 0.0000, loss: 0.6383 2022-05-11 06:06:34,501 - mmdet - INFO - Epoch [19][700/3992] lr: 1.000e-04, eta: 4 days, 3:25:59, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0363, loss_cls: 0.2930, acc: 90.2520, loss_bbox: 0.3499, loss_mask: 0.0000, loss: 0.7070 2022-05-11 06:06:59,673 - mmdet - INFO - Epoch [19][750/3992] lr: 1.000e-04, eta: 4 days, 3:25:39, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0300, loss_cls: 0.2526, acc: 91.7090, loss_bbox: 0.3097, loss_mask: 0.0000, loss: 0.6262 2022-05-11 06:07:25,488 - mmdet - INFO - Epoch [19][800/3992] lr: 1.000e-04, eta: 4 days, 3:25:26, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0328, loss_cls: 0.2882, acc: 90.2344, loss_bbox: 0.3453, loss_mask: 0.0000, loss: 0.6934 2022-05-11 06:07:49,054 - mmdet - INFO - Epoch [19][850/3992] lr: 1.000e-04, eta: 4 days, 3:24:50, time: 0.471, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0295, loss_cls: 0.2420, acc: 92.0352, loss_bbox: 0.2974, loss_mask: 0.0000, loss: 0.5929 2022-05-11 06:08:14,308 - mmdet - INFO - Epoch [19][900/3992] lr: 1.000e-04, eta: 4 days, 3:24:32, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0326, loss_cls: 0.2746, acc: 90.7871, loss_bbox: 0.3303, loss_mask: 0.0000, loss: 0.6616 2022-05-11 06:08:39,839 - mmdet - INFO - Epoch [19][950/3992] lr: 1.000e-04, eta: 4 days, 3:24:16, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0337, loss_cls: 0.2793, acc: 90.9336, loss_bbox: 0.3259, loss_mask: 0.0000, loss: 0.6661 2022-05-11 06:09:05,789 - mmdet - INFO - Epoch [19][1000/3992] lr: 1.000e-04, eta: 4 days, 3:24:04, time: 0.519, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0273, loss_cls: 0.2753, acc: 90.7773, loss_bbox: 0.3165, loss_mask: 0.0000, loss: 0.6428 2022-05-11 06:09:30,960 - mmdet - INFO - Epoch [19][1050/3992] lr: 1.000e-04, eta: 4 days, 3:23:44, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0294, loss_cls: 0.2837, acc: 91.0762, loss_bbox: 0.3246, loss_mask: 0.0000, loss: 0.6697 2022-05-11 06:09:56,700 - mmdet - INFO - Epoch [19][1100/3992] lr: 1.000e-04, eta: 4 days, 3:23:30, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0318, loss_cls: 0.2794, acc: 90.9844, loss_bbox: 0.3177, loss_mask: 0.0000, loss: 0.6536 2022-05-11 06:10:21,249 - mmdet - INFO - Epoch [19][1150/3992] lr: 1.000e-04, eta: 4 days, 3:23:05, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0325, loss_cls: 0.2719, acc: 91.0723, loss_bbox: 0.3155, loss_mask: 0.0000, loss: 0.6464 2022-05-11 06:10:45,006 - mmdet - INFO - Epoch [19][1200/3992] lr: 1.000e-04, eta: 4 days, 3:22:31, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0316, loss_cls: 0.2443, acc: 91.7793, loss_bbox: 0.3039, loss_mask: 0.0000, loss: 0.6041 2022-05-11 06:11:09,957 - mmdet - INFO - Epoch [19][1250/3992] lr: 1.000e-04, eta: 4 days, 3:22:09, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0333, loss_cls: 0.2679, acc: 91.0898, loss_bbox: 0.3185, loss_mask: 0.0000, loss: 0.6460 2022-05-11 06:11:35,136 - mmdet - INFO - Epoch [19][1300/3992] lr: 1.000e-04, eta: 4 days, 3:21:50, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0345, loss_cls: 0.2927, acc: 90.5117, loss_bbox: 0.3344, loss_mask: 0.0000, loss: 0.6913 2022-05-11 06:12:00,509 - mmdet - INFO - Epoch [19][1350/3992] lr: 1.000e-04, eta: 4 days, 3:21:32, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0270, loss_cls: 0.2235, acc: 92.4531, loss_bbox: 0.2795, loss_mask: 0.0000, loss: 0.5492 2022-05-11 06:12:25,885 - mmdet - INFO - Epoch [19][1400/3992] lr: 1.000e-04, eta: 4 days, 3:21:14, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0342, loss_cls: 0.2699, acc: 91.1504, loss_bbox: 0.3280, loss_mask: 0.0000, loss: 0.6552 2022-05-11 06:12:50,773 - mmdet - INFO - Epoch [19][1450/3992] lr: 1.000e-04, eta: 4 days, 3:20:52, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0393, loss_cls: 0.2788, acc: 90.9434, loss_bbox: 0.3521, loss_mask: 0.0000, loss: 0.7046 2022-05-11 06:13:15,496 - mmdet - INFO - Epoch [19][1500/3992] lr: 1.000e-04, eta: 4 days, 3:20:28, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0332, loss_cls: 0.2651, acc: 91.3652, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.6412 2022-05-11 06:13:39,747 - mmdet - INFO - Epoch [19][1550/3992] lr: 1.000e-04, eta: 4 days, 3:19:59, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0291, loss_cls: 0.2523, acc: 91.5977, loss_bbox: 0.3095, loss_mask: 0.0000, loss: 0.6133 2022-05-11 06:14:05,576 - mmdet - INFO - Epoch [19][1600/3992] lr: 1.000e-04, eta: 4 days, 3:19:46, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0347, loss_cls: 0.2746, acc: 90.6914, loss_bbox: 0.3353, loss_mask: 0.0000, loss: 0.6734 2022-05-11 06:14:30,597 - mmdet - INFO - Epoch [19][1650/3992] lr: 1.000e-04, eta: 4 days, 3:19:25, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0322, loss_cls: 0.2598, acc: 91.3145, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6441 2022-05-11 06:14:57,212 - mmdet - INFO - Epoch [19][1700/3992] lr: 1.000e-04, eta: 4 days, 3:19:19, time: 0.532, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0378, loss_cls: 0.2721, acc: 90.6895, loss_bbox: 0.3515, loss_mask: 0.0000, loss: 0.6932 2022-05-11 06:15:21,604 - mmdet - INFO - Epoch [19][1750/3992] lr: 1.000e-04, eta: 4 days, 3:18:52, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0387, loss_cls: 0.2806, acc: 90.8750, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.6833 2022-05-11 06:15:46,548 - mmdet - INFO - Epoch [19][1800/3992] lr: 1.000e-04, eta: 4 days, 3:18:30, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0329, loss_cls: 0.2553, acc: 91.6543, loss_bbox: 0.3097, loss_mask: 0.0000, loss: 0.6258 2022-05-11 06:16:11,829 - mmdet - INFO - Epoch [19][1850/3992] lr: 1.000e-04, eta: 4 days, 3:18:12, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0347, loss_cls: 0.2803, acc: 91.1953, loss_bbox: 0.3184, loss_mask: 0.0000, loss: 0.6587 2022-05-11 06:16:36,554 - mmdet - INFO - Epoch [19][1900/3992] lr: 1.000e-04, eta: 4 days, 3:17:48, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0346, loss_cls: 0.2775, acc: 90.9844, loss_bbox: 0.3285, loss_mask: 0.0000, loss: 0.6696 2022-05-11 06:17:00,618 - mmdet - INFO - Epoch [19][1950/3992] lr: 1.000e-04, eta: 4 days, 3:17:17, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0338, loss_cls: 0.2709, acc: 91.2422, loss_bbox: 0.3388, loss_mask: 0.0000, loss: 0.6739 2022-05-11 06:17:25,621 - mmdet - INFO - Epoch [19][2000/3992] lr: 1.000e-04, eta: 4 days, 3:16:56, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0353, loss_cls: 0.2749, acc: 90.8555, loss_bbox: 0.3492, loss_mask: 0.0000, loss: 0.6816 2022-05-11 06:17:50,206 - mmdet - INFO - Epoch [19][2050/3992] lr: 1.000e-04, eta: 4 days, 3:16:30, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0339, loss_cls: 0.2708, acc: 90.7402, loss_bbox: 0.3437, loss_mask: 0.0000, loss: 0.6736 2022-05-11 06:18:15,173 - mmdet - INFO - Epoch [19][2100/3992] lr: 1.000e-04, eta: 4 days, 3:16:08, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0322, loss_cls: 0.2818, acc: 90.6328, loss_bbox: 0.3336, loss_mask: 0.0000, loss: 0.6696 2022-05-11 06:18:41,105 - mmdet - INFO - Epoch [19][2150/3992] lr: 1.000e-04, eta: 4 days, 3:15:56, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0344, loss_cls: 0.2716, acc: 91.0703, loss_bbox: 0.3155, loss_mask: 0.0000, loss: 0.6457 2022-05-11 06:19:07,199 - mmdet - INFO - Epoch [19][2200/3992] lr: 1.000e-04, eta: 4 days, 3:15:45, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0365, loss_cls: 0.2671, acc: 91.1172, loss_bbox: 0.3136, loss_mask: 0.0000, loss: 0.6435 2022-05-11 06:19:32,630 - mmdet - INFO - Epoch [19][2250/3992] lr: 1.000e-04, eta: 4 days, 3:15:28, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0335, loss_cls: 0.2707, acc: 91.0977, loss_bbox: 0.3199, loss_mask: 0.0000, loss: 0.6505 2022-05-11 06:19:57,177 - mmdet - INFO - Epoch [19][2300/3992] lr: 1.000e-04, eta: 4 days, 3:15:02, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0286, loss_cls: 0.2595, acc: 91.3965, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6352 2022-05-11 06:20:21,697 - mmdet - INFO - Epoch [19][2350/3992] lr: 1.000e-04, eta: 4 days, 3:14:36, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0338, loss_cls: 0.2654, acc: 91.3125, loss_bbox: 0.3149, loss_mask: 0.0000, loss: 0.6451 2022-05-11 06:20:46,754 - mmdet - INFO - Epoch [19][2400/3992] lr: 1.000e-04, eta: 4 days, 3:14:15, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0298, loss_cls: 0.2533, acc: 91.9609, loss_bbox: 0.2972, loss_mask: 0.0000, loss: 0.6053 2022-05-11 06:21:12,104 - mmdet - INFO - Epoch [19][2450/3992] lr: 1.000e-04, eta: 4 days, 3:13:57, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0347, loss_cls: 0.2883, acc: 90.5879, loss_bbox: 0.3405, loss_mask: 0.0000, loss: 0.6913 2022-05-11 06:21:36,585 - mmdet - INFO - Epoch [19][2500/3992] lr: 1.000e-04, eta: 4 days, 3:13:31, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0329, loss_cls: 0.2828, acc: 90.7383, loss_bbox: 0.3358, loss_mask: 0.0000, loss: 0.6779 2022-05-11 06:22:01,228 - mmdet - INFO - Epoch [19][2550/3992] lr: 1.000e-04, eta: 4 days, 3:13:06, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0338, loss_cls: 0.2739, acc: 91.3145, loss_bbox: 0.3288, loss_mask: 0.0000, loss: 0.6684 2022-05-11 06:22:25,819 - mmdet - INFO - Epoch [19][2600/3992] lr: 1.000e-04, eta: 4 days, 3:12:41, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0325, loss_cls: 0.2482, acc: 91.4453, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.6266 2022-05-11 06:22:50,464 - mmdet - INFO - Epoch [19][2650/3992] lr: 1.000e-04, eta: 4 days, 3:12:16, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0365, loss_cls: 0.2685, acc: 90.8301, loss_bbox: 0.3396, loss_mask: 0.0000, loss: 0.6765 2022-05-11 06:23:15,285 - mmdet - INFO - Epoch [19][2700/3992] lr: 1.000e-04, eta: 4 days, 3:11:53, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0292, loss_cls: 0.2492, acc: 91.6934, loss_bbox: 0.2931, loss_mask: 0.0000, loss: 0.5938 2022-05-11 06:23:41,100 - mmdet - INFO - Epoch [19][2750/3992] lr: 1.000e-04, eta: 4 days, 3:11:39, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0363, loss_cls: 0.2749, acc: 90.9590, loss_bbox: 0.3342, loss_mask: 0.0000, loss: 0.6752 2022-05-11 06:24:05,237 - mmdet - INFO - Epoch [19][2800/3992] lr: 1.000e-04, eta: 4 days, 3:11:09, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0329, loss_cls: 0.2965, acc: 90.3027, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.6898 2022-05-11 06:24:30,605 - mmdet - INFO - Epoch [19][2850/3992] lr: 1.000e-04, eta: 4 days, 3:10:51, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0284, loss_cls: 0.2632, acc: 91.7266, loss_bbox: 0.3096, loss_mask: 0.0000, loss: 0.6296 2022-05-11 06:24:56,543 - mmdet - INFO - Epoch [19][2900/3992] lr: 1.000e-04, eta: 4 days, 3:10:39, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0360, loss_cls: 0.2955, acc: 90.6016, loss_bbox: 0.3382, loss_mask: 0.0000, loss: 0.7009 2022-05-11 06:25:22,471 - mmdet - INFO - Epoch [19][2950/3992] lr: 1.000e-04, eta: 4 days, 3:10:26, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0349, loss_cls: 0.2575, acc: 91.3672, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.6423 2022-05-11 06:25:47,111 - mmdet - INFO - Epoch [19][3000/3992] lr: 1.000e-04, eta: 4 days, 3:10:01, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0328, loss_cls: 0.2564, acc: 91.1855, loss_bbox: 0.3124, loss_mask: 0.0000, loss: 0.6325 2022-05-11 06:26:12,890 - mmdet - INFO - Epoch [19][3050/3992] lr: 1.000e-04, eta: 4 days, 3:09:47, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0319, loss_cls: 0.2793, acc: 90.8945, loss_bbox: 0.3262, loss_mask: 0.0000, loss: 0.6666 2022-05-11 06:26:37,892 - mmdet - INFO - Epoch [19][3100/3992] lr: 1.000e-04, eta: 4 days, 3:09:26, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0366, loss_cls: 0.3015, acc: 90.1172, loss_bbox: 0.3530, loss_mask: 0.0000, loss: 0.7199 2022-05-11 06:27:02,661 - mmdet - INFO - Epoch [19][3150/3992] lr: 1.000e-04, eta: 4 days, 3:09:02, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0325, loss_cls: 0.2483, acc: 91.4980, loss_bbox: 0.3198, loss_mask: 0.0000, loss: 0.6287 2022-05-11 06:27:26,562 - mmdet - INFO - Epoch [19][3200/3992] lr: 1.000e-04, eta: 4 days, 3:08:30, time: 0.478, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0302, loss_cls: 0.2487, acc: 92.2051, loss_bbox: 0.2865, loss_mask: 0.0000, loss: 0.5913 2022-05-11 06:27:50,790 - mmdet - INFO - Epoch [19][3250/3992] lr: 1.000e-04, eta: 4 days, 3:08:01, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0337, loss_cls: 0.2673, acc: 91.2871, loss_bbox: 0.3058, loss_mask: 0.0000, loss: 0.6350 2022-05-11 06:28:15,135 - mmdet - INFO - Epoch [19][3300/3992] lr: 1.000e-04, eta: 4 days, 3:07:33, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0346, loss_cls: 0.2783, acc: 90.9238, loss_bbox: 0.3322, loss_mask: 0.0000, loss: 0.6743 2022-05-11 06:28:40,368 - mmdet - INFO - Epoch [19][3350/3992] lr: 1.000e-04, eta: 4 days, 3:07:14, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0345, loss_cls: 0.3024, acc: 90.1562, loss_bbox: 0.3425, loss_mask: 0.0000, loss: 0.7097 2022-05-11 06:29:05,538 - mmdet - INFO - Epoch [19][3400/3992] lr: 1.000e-04, eta: 4 days, 3:06:54, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0284, loss_cls: 0.2635, acc: 91.3672, loss_bbox: 0.3029, loss_mask: 0.0000, loss: 0.6147 2022-05-11 06:29:29,918 - mmdet - INFO - Epoch [19][3450/3992] lr: 1.000e-04, eta: 4 days, 3:06:27, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0329, loss_cls: 0.2957, acc: 90.1152, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.7000 2022-05-11 06:29:55,372 - mmdet - INFO - Epoch [19][3500/3992] lr: 1.000e-04, eta: 4 days, 3:06:10, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0324, loss_cls: 0.2799, acc: 90.4414, loss_bbox: 0.3398, loss_mask: 0.0000, loss: 0.6739 2022-05-11 06:30:20,285 - mmdet - INFO - Epoch [19][3550/3992] lr: 1.000e-04, eta: 4 days, 3:05:47, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0350, loss_cls: 0.2654, acc: 91.6211, loss_bbox: 0.2858, loss_mask: 0.0000, loss: 0.6219 2022-05-11 06:30:45,332 - mmdet - INFO - Epoch [19][3600/3992] lr: 1.000e-04, eta: 4 days, 3:05:26, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0306, loss_cls: 0.2738, acc: 91.2285, loss_bbox: 0.3130, loss_mask: 0.0000, loss: 0.6436 2022-05-11 06:31:10,410 - mmdet - INFO - Epoch [19][3650/3992] lr: 1.000e-04, eta: 4 days, 3:05:05, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0310, loss_cls: 0.3122, acc: 89.9648, loss_bbox: 0.3485, loss_mask: 0.0000, loss: 0.7193 2022-05-11 06:31:35,870 - mmdet - INFO - Epoch [19][3700/3992] lr: 1.000e-04, eta: 4 days, 3:04:48, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0335, loss_cls: 0.2723, acc: 90.7656, loss_bbox: 0.3204, loss_mask: 0.0000, loss: 0.6478 2022-05-11 06:32:01,198 - mmdet - INFO - Epoch [19][3750/3992] lr: 1.000e-04, eta: 4 days, 3:04:30, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0414, loss_cls: 0.3049, acc: 89.9043, loss_bbox: 0.3630, loss_mask: 0.0000, loss: 0.7395 2022-05-11 06:32:25,926 - mmdet - INFO - Epoch [19][3800/3992] lr: 1.000e-04, eta: 4 days, 3:04:06, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0355, loss_cls: 0.2775, acc: 90.8984, loss_bbox: 0.3317, loss_mask: 0.0000, loss: 0.6702 2022-05-11 06:32:50,454 - mmdet - INFO - Epoch [19][3850/3992] lr: 1.000e-04, eta: 4 days, 3:03:40, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0333, loss_cls: 0.2585, acc: 91.3926, loss_bbox: 0.3079, loss_mask: 0.0000, loss: 0.6245 2022-05-11 06:33:16,001 - mmdet - INFO - Epoch [19][3900/3992] lr: 1.000e-04, eta: 4 days, 3:03:23, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0323, loss_cls: 0.2460, acc: 92.2188, loss_bbox: 0.2887, loss_mask: 0.0000, loss: 0.5972 2022-05-11 06:33:41,425 - mmdet - INFO - Epoch [19][3950/3992] lr: 1.000e-04, eta: 4 days, 3:03:06, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0322, loss_cls: 0.2398, acc: 91.9707, loss_bbox: 0.2917, loss_mask: 0.0000, loss: 0.5904 2022-05-11 06:34:02,210 - mmdet - INFO - Saving checkpoint at 19 epochs 2022-05-11 06:40:38,125 - mmdet - INFO - Evaluating bbox... 2022-05-11 06:41:02,133 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.096 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.185 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.088 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.034 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.126 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.036 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.124 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-11 06:41:02,137 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.087 | table | 0.235 | desk | 0.090 | | sofa_chair | 0.436 | pillow | 0.060 | box | 0.016 | | garbage_bin | 0.340 | cabinet | 0.030 | drawer | 0.045 | | shelf | 0.059 | kitchen_counter | 0.121 | kitchen_cabinet | 0.196 | | cpu | 0.022 | bench | 0.107 | file_cabinet | 0.024 | | whiteboard | 0.103 | lamp | 0.177 | endtable | 0.082 | | bookshelf | 0.135 | coffee_table | 0.178 | dresser | 0.134 | | paper | 0.003 | printer | 0.208 | monitor | 0.214 | | back_pack | 0.038 | night_stand | 0.217 | door | 0.042 | | picture | 0.020 | ottoman | 0.138 | stool | 0.156 | | outlet | 0.000 | towel | 0.023 | tray | 0.019 | | bag | 0.013 | stove | 0.093 | bathtub | 0.329 | | scanner | 0.103 | cubby | 0.007 | mirror | 0.022 | | bottle | 0.003 | rack | 0.019 | cup | 0.077 | | thermos | 0.016 | island | 0.062 | counter | 0.029 | | bowl | 0.033 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.001 | coffee_maker | 0.105 | | cart | 0.079 | tv_stand | 0.100 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.318 | | sofa | 0.300 | plant | 0.018 | bed | 0.529 | | dining_table | 0.003 | toilet | 0.483 | tv | 0.200 | | laptop | 0.074 | mouse | 0.024 | basket | 0.000 | | keyboard | 0.051 | telephone | 0.051 | microwave | 0.102 | | oven | 0.035 | paper_towel_dispenser | 0.058 | sink | 0.112 | | fridge | 0.142 | book | 0.006 | clock | 0.000 | | vase | 0.031 | fire_extinguisher | 0.010 | blinds | 0.001 | | podium | 0.134 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:02,141 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.212 | table | 0.450 | desk | 0.195 | | sofa_chair | 0.641 | pillow | 0.150 | box | 0.043 | | garbage_bin | 0.611 | cabinet | 0.061 | drawer | 0.078 | | shelf | 0.135 | kitchen_counter | 0.237 | kitchen_cabinet | 0.354 | | cpu | 0.069 | bench | 0.237 | file_cabinet | 0.039 | | whiteboard | 0.185 | lamp | 0.382 | endtable | 0.163 | | bookshelf | 0.286 | coffee_table | 0.370 | dresser | 0.244 | | paper | 0.009 | printer | 0.355 | monitor | 0.483 | | back_pack | 0.083 | night_stand | 0.449 | door | 0.083 | | picture | 0.039 | ottoman | 0.229 | stool | 0.321 | | outlet | 0.000 | towel | 0.040 | tray | 0.049 | | bag | 0.024 | stove | 0.195 | bathtub | 0.600 | | scanner | 0.159 | cubby | 0.016 | mirror | 0.062 | | bottle | 0.008 | rack | 0.043 | cup | 0.204 | | thermos | 0.031 | island | 0.105 | counter | 0.055 | | bowl | 0.105 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.002 | coffee_maker | 0.160 | | cart | 0.177 | tv_stand | 0.205 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.677 | | sofa | 0.497 | plant | 0.051 | bed | 0.820 | | dining_table | 0.009 | toilet | 0.846 | tv | 0.367 | | laptop | 0.159 | mouse | 0.096 | basket | 0.000 | | keyboard | 0.159 | telephone | 0.117 | microwave | 0.211 | | oven | 0.073 | paper_towel_dispenser | 0.079 | sink | 0.346 | | fridge | 0.279 | book | 0.021 | clock | 0.000 | | vase | 0.055 | fire_extinguisher | 0.034 | blinds | 0.004 | | podium | 0.191 | others | 0.082 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:02,144 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.048 | table | 0.222 | desk | 0.076 | | sofa_chair | 0.516 | pillow | 0.037 | box | 0.009 | | garbage_bin | 0.361 | cabinet | 0.028 | drawer | 0.040 | | shelf | 0.046 | kitchen_counter | 0.114 | kitchen_cabinet | 0.220 | | cpu | 0.004 | bench | 0.095 | file_cabinet | 0.026 | | whiteboard | 0.100 | lamp | 0.134 | endtable | 0.068 | | bookshelf | 0.132 | coffee_table | 0.118 | dresser | 0.145 | | paper | 0.000 | printer | 0.182 | monitor | 0.171 | | back_pack | 0.029 | night_stand | 0.150 | door | 0.035 | | picture | 0.020 | ottoman | 0.167 | stool | 0.141 | | outlet | 0.000 | towel | 0.026 | tray | 0.000 | | bag | 0.018 | stove | 0.080 | bathtub | 0.278 | | scanner | 0.102 | cubby | 0.001 | mirror | 0.008 | | bottle | 0.001 | rack | 0.018 | cup | 0.041 | | thermos | 0.001 | island | 0.061 | counter | 0.024 | | bowl | 0.010 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.046 | tv_stand | 0.126 | poster | 0.000 | | soap_dispenser | 0.013 | toy | nan | chair | 0.253 | | sofa | 0.306 | plant | 0.007 | bed | 0.602 | | dining_table | 0.001 | toilet | 0.471 | tv | 0.207 | | laptop | 0.068 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.011 | telephone | 0.025 | microwave | 0.045 | | oven | 0.055 | paper_towel_dispenser | 0.068 | sink | 0.041 | | fridge | 0.113 | book | 0.002 | clock | 0.000 | | vase | 0.030 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.158 | others | 0.018 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:02,144 - mmdet - INFO - Evaluating segm... 2022-05-11 06:41:30,784 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 06:41:30,789 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:30,792 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:30,795 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 06:41:31,253 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 06:41:31,253 - mmdet - INFO - Epoch(val) [19][2619] bbox_mAP: 0.0960, bbox_mAP_50: 0.1850, bbox_mAP_75: 0.0880, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0340, bbox_mAP_l: 0.1260, bbox_mAP_copypaste: 0.096 0.185 0.088 0.004 0.034 0.126, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 06:41:58,754 - mmdet - INFO - Epoch [20][50/3992] lr: 1.000e-04, eta: 4 days, 2:59:30, time: 0.550, data_time: 0.062, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0334, loss_cls: 0.2679, acc: 91.0078, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.6604 2022-05-11 06:42:22,793 - mmdet - INFO - Epoch [20][100/3992] lr: 1.000e-04, eta: 4 days, 2:58:59, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0351, loss_cls: 0.2716, acc: 91.0859, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6492 2022-05-11 06:42:47,523 - mmdet - INFO - Epoch [20][150/3992] lr: 1.000e-04, eta: 4 days, 2:58:35, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0352, loss_cls: 0.2662, acc: 91.1758, loss_bbox: 0.3381, loss_mask: 0.0000, loss: 0.6645 2022-05-11 06:43:12,619 - mmdet - INFO - Epoch [20][200/3992] lr: 1.000e-04, eta: 4 days, 2:58:15, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0318, loss_cls: 0.2685, acc: 91.0508, loss_bbox: 0.3200, loss_mask: 0.0000, loss: 0.6469 2022-05-11 06:43:37,888 - mmdet - INFO - Epoch [20][250/3992] lr: 1.000e-04, eta: 4 days, 2:57:56, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0375, loss_cls: 0.2968, acc: 90.0859, loss_bbox: 0.3619, loss_mask: 0.0000, loss: 0.7244 2022-05-11 06:44:03,119 - mmdet - INFO - Epoch [20][300/3992] lr: 1.000e-04, eta: 4 days, 2:57:37, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0348, loss_cls: 0.2446, acc: 92.0391, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6148 2022-05-11 06:44:28,193 - mmdet - INFO - Epoch [20][350/3992] lr: 1.000e-04, eta: 4 days, 2:57:16, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0317, loss_cls: 0.2357, acc: 91.9258, loss_bbox: 0.2967, loss_mask: 0.0000, loss: 0.5920 2022-05-11 06:44:53,761 - mmdet - INFO - Epoch [20][400/3992] lr: 1.000e-04, eta: 4 days, 2:57:00, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0326, loss_cls: 0.2766, acc: 90.5488, loss_bbox: 0.3352, loss_mask: 0.0000, loss: 0.6666 2022-05-11 06:45:18,370 - mmdet - INFO - Epoch [20][450/3992] lr: 1.000e-04, eta: 4 days, 2:56:35, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0329, loss_cls: 0.2649, acc: 90.8594, loss_bbox: 0.3287, loss_mask: 0.0000, loss: 0.6614 2022-05-11 06:45:43,998 - mmdet - INFO - Epoch [20][500/3992] lr: 1.000e-04, eta: 4 days, 2:56:19, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0312, loss_cls: 0.2561, acc: 91.2520, loss_bbox: 0.3233, loss_mask: 0.0000, loss: 0.6353 2022-05-11 06:46:09,480 - mmdet - INFO - Epoch [20][550/3992] lr: 1.000e-04, eta: 4 days, 2:56:02, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0335, loss_cls: 0.2664, acc: 91.0898, loss_bbox: 0.3310, loss_mask: 0.0000, loss: 0.6526 2022-05-11 06:46:34,740 - mmdet - INFO - Epoch [20][600/3992] lr: 1.000e-04, eta: 4 days, 2:55:43, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0325, loss_cls: 0.2761, acc: 90.5254, loss_bbox: 0.3315, loss_mask: 0.0000, loss: 0.6677 2022-05-11 06:46:58,542 - mmdet - INFO - Epoch [20][650/3992] lr: 1.000e-04, eta: 4 days, 2:55:10, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0348, loss_cls: 0.2388, acc: 92.2441, loss_bbox: 0.3018, loss_mask: 0.0000, loss: 0.6030 2022-05-11 06:47:23,375 - mmdet - INFO - Epoch [20][700/3992] lr: 1.000e-04, eta: 4 days, 2:54:47, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0360, loss_cls: 0.2548, acc: 91.4668, loss_bbox: 0.3121, loss_mask: 0.0000, loss: 0.6312 2022-05-11 06:47:48,421 - mmdet - INFO - Epoch [20][750/3992] lr: 1.000e-04, eta: 4 days, 2:54:26, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0329, loss_cls: 0.2607, acc: 91.2754, loss_bbox: 0.3181, loss_mask: 0.0000, loss: 0.6413 2022-05-11 06:48:12,597 - mmdet - INFO - Epoch [20][800/3992] lr: 1.000e-04, eta: 4 days, 2:53:57, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0316, loss_cls: 0.2632, acc: 91.2051, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6506 2022-05-11 06:48:37,899 - mmdet - INFO - Epoch [20][850/3992] lr: 1.000e-04, eta: 4 days, 2:53:38, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0330, loss_cls: 0.2724, acc: 90.6855, loss_bbox: 0.3544, loss_mask: 0.0000, loss: 0.6881 2022-05-11 06:49:03,397 - mmdet - INFO - Epoch [20][900/3992] lr: 1.000e-04, eta: 4 days, 2:53:21, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0358, loss_cls: 0.2525, acc: 91.4941, loss_bbox: 0.3301, loss_mask: 0.0000, loss: 0.6447 2022-05-11 06:49:27,951 - mmdet - INFO - Epoch [20][950/3992] lr: 1.000e-04, eta: 4 days, 2:52:56, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0412, loss_cls: 0.2970, acc: 90.3301, loss_bbox: 0.3488, loss_mask: 0.0000, loss: 0.7186 2022-05-11 06:49:52,805 - mmdet - INFO - Epoch [20][1000/3992] lr: 1.000e-04, eta: 4 days, 2:52:33, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0338, loss_cls: 0.2745, acc: 90.9805, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6441 2022-05-11 06:50:18,656 - mmdet - INFO - Epoch [20][1050/3992] lr: 1.000e-04, eta: 4 days, 2:52:19, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0338, loss_cls: 0.2670, acc: 90.9590, loss_bbox: 0.3432, loss_mask: 0.0000, loss: 0.6690 2022-05-11 06:50:43,120 - mmdet - INFO - Epoch [20][1100/3992] lr: 1.000e-04, eta: 4 days, 2:51:52, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0333, loss_cls: 0.2642, acc: 90.9102, loss_bbox: 0.3292, loss_mask: 0.0000, loss: 0.6510 2022-05-11 06:51:07,516 - mmdet - INFO - Epoch [20][1150/3992] lr: 1.000e-04, eta: 4 days, 2:51:25, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0286, loss_cls: 0.2597, acc: 91.3398, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6276 2022-05-11 06:51:32,949 - mmdet - INFO - Epoch [20][1200/3992] lr: 1.000e-04, eta: 4 days, 2:51:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0313, loss_cls: 0.2706, acc: 91.1387, loss_bbox: 0.3196, loss_mask: 0.0000, loss: 0.6454 2022-05-11 06:51:57,782 - mmdet - INFO - Epoch [20][1250/3992] lr: 1.000e-04, eta: 4 days, 2:50:45, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0340, loss_cls: 0.2889, acc: 90.4551, loss_bbox: 0.3500, loss_mask: 0.0000, loss: 0.6997 2022-05-11 06:52:22,437 - mmdet - INFO - Epoch [20][1300/3992] lr: 1.000e-04, eta: 4 days, 2:50:20, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0350, loss_cls: 0.2604, acc: 90.9531, loss_bbox: 0.3194, loss_mask: 0.0000, loss: 0.6464 2022-05-11 06:52:47,714 - mmdet - INFO - Epoch [20][1350/3992] lr: 1.000e-04, eta: 4 days, 2:50:01, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0317, loss_cls: 0.2571, acc: 91.6445, loss_bbox: 0.3162, loss_mask: 0.0000, loss: 0.6337 2022-05-11 06:53:13,705 - mmdet - INFO - Epoch [20][1400/3992] lr: 1.000e-04, eta: 4 days, 2:49:49, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0330, loss_cls: 0.2783, acc: 90.7207, loss_bbox: 0.3390, loss_mask: 0.0000, loss: 0.6781 2022-05-11 06:53:39,926 - mmdet - INFO - Epoch [20][1450/3992] lr: 1.000e-04, eta: 4 days, 2:49:38, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0308, loss_cls: 0.2760, acc: 90.8848, loss_bbox: 0.3280, loss_mask: 0.0000, loss: 0.6572 2022-05-11 06:54:05,450 - mmdet - INFO - Epoch [20][1500/3992] lr: 1.000e-04, eta: 4 days, 2:49:22, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0311, loss_cls: 0.2664, acc: 90.8887, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6429 2022-05-11 06:54:31,364 - mmdet - INFO - Epoch [20][1550/3992] lr: 1.000e-04, eta: 4 days, 2:49:09, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0378, loss_cls: 0.2769, acc: 91.0195, loss_bbox: 0.3410, loss_mask: 0.0000, loss: 0.6841 2022-05-11 06:54:56,543 - mmdet - INFO - Epoch [20][1600/3992] lr: 1.000e-04, eta: 4 days, 2:48:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0285, loss_cls: 0.2614, acc: 91.3613, loss_bbox: 0.3078, loss_mask: 0.0000, loss: 0.6210 2022-05-11 06:55:21,408 - mmdet - INFO - Epoch [20][1650/3992] lr: 1.000e-04, eta: 4 days, 2:48:26, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0330, loss_cls: 0.2701, acc: 91.2773, loss_bbox: 0.3137, loss_mask: 0.0000, loss: 0.6415 2022-05-11 06:55:45,405 - mmdet - INFO - Epoch [20][1700/3992] lr: 1.000e-04, eta: 4 days, 2:47:55, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0294, loss_cls: 0.2519, acc: 91.6133, loss_bbox: 0.3042, loss_mask: 0.0000, loss: 0.6117 2022-05-11 06:56:09,982 - mmdet - INFO - Epoch [20][1750/3992] lr: 1.000e-04, eta: 4 days, 2:47:29, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0285, loss_cls: 0.2651, acc: 91.2500, loss_bbox: 0.3139, loss_mask: 0.0000, loss: 0.6360 2022-05-11 06:56:35,145 - mmdet - INFO - Epoch [20][1800/3992] lr: 1.000e-04, eta: 4 days, 2:47:09, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0290, loss_cls: 0.2443, acc: 91.5352, loss_bbox: 0.3047, loss_mask: 0.0000, loss: 0.5972 2022-05-11 06:57:00,260 - mmdet - INFO - Epoch [20][1850/3992] lr: 1.000e-04, eta: 4 days, 2:46:49, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0331, loss_cls: 0.2714, acc: 91.3008, loss_bbox: 0.3086, loss_mask: 0.0000, loss: 0.6437 2022-05-11 06:57:25,432 - mmdet - INFO - Epoch [20][1900/3992] lr: 1.000e-04, eta: 4 days, 2:46:29, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0322, loss_cls: 0.2747, acc: 91.0488, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6583 2022-05-11 06:57:51,017 - mmdet - INFO - Epoch [20][1950/3992] lr: 1.000e-04, eta: 4 days, 2:46:12, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0375, loss_cls: 0.2587, acc: 91.3105, loss_bbox: 0.3334, loss_mask: 0.0000, loss: 0.6617 2022-05-11 06:58:16,694 - mmdet - INFO - Epoch [20][2000/3992] lr: 1.000e-04, eta: 4 days, 2:45:57, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0383, loss_cls: 0.2940, acc: 90.1562, loss_bbox: 0.3553, loss_mask: 0.0000, loss: 0.7158 2022-05-11 06:58:40,753 - mmdet - INFO - Epoch [20][2050/3992] lr: 1.000e-04, eta: 4 days, 2:45:27, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0304, loss_cls: 0.2467, acc: 92.0977, loss_bbox: 0.3054, loss_mask: 0.0000, loss: 0.6106 2022-05-11 06:59:06,088 - mmdet - INFO - Epoch [20][2100/3992] lr: 1.000e-04, eta: 4 days, 2:45:08, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0332, loss_cls: 0.2582, acc: 91.3184, loss_bbox: 0.3247, loss_mask: 0.0000, loss: 0.6387 2022-05-11 06:59:31,486 - mmdet - INFO - Epoch [20][2150/3992] lr: 1.000e-04, eta: 4 days, 2:44:50, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0356, loss_cls: 0.2661, acc: 90.9648, loss_bbox: 0.3399, loss_mask: 0.0000, loss: 0.6692 2022-05-11 06:59:55,974 - mmdet - INFO - Epoch [20][2200/3992] lr: 1.000e-04, eta: 4 days, 2:44:24, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0303, loss_cls: 0.2566, acc: 91.5469, loss_bbox: 0.3042, loss_mask: 0.0000, loss: 0.6133 2022-05-11 07:00:21,886 - mmdet - INFO - Epoch [20][2250/3992] lr: 1.000e-04, eta: 4 days, 2:44:11, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0350, loss_cls: 0.2910, acc: 90.3457, loss_bbox: 0.3620, loss_mask: 0.0000, loss: 0.7147 2022-05-11 07:00:46,512 - mmdet - INFO - Epoch [20][2300/3992] lr: 1.000e-04, eta: 4 days, 2:43:45, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0317, loss_cls: 0.2764, acc: 90.8086, loss_bbox: 0.3393, loss_mask: 0.0000, loss: 0.6741 2022-05-11 07:01:11,840 - mmdet - INFO - Epoch [20][2350/3992] lr: 1.000e-04, eta: 4 days, 2:43:27, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0337, loss_cls: 0.2642, acc: 91.0586, loss_bbox: 0.3279, loss_mask: 0.0000, loss: 0.6560 2022-05-11 07:01:35,767 - mmdet - INFO - Epoch [20][2400/3992] lr: 1.000e-04, eta: 4 days, 2:42:55, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0288, loss_cls: 0.2498, acc: 91.7324, loss_bbox: 0.3109, loss_mask: 0.0000, loss: 0.6126 2022-05-11 07:02:00,994 - mmdet - INFO - Epoch [20][2450/3992] lr: 1.000e-04, eta: 4 days, 2:42:36, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0343, loss_cls: 0.2809, acc: 90.5820, loss_bbox: 0.3342, loss_mask: 0.0000, loss: 0.6768 2022-05-11 07:02:26,326 - mmdet - INFO - Epoch [20][2500/3992] lr: 1.000e-04, eta: 4 days, 2:42:17, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0284, loss_cls: 0.2548, acc: 91.8789, loss_bbox: 0.2960, loss_mask: 0.0000, loss: 0.6066 2022-05-11 07:02:51,073 - mmdet - INFO - Epoch [20][2550/3992] lr: 1.000e-04, eta: 4 days, 2:41:53, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0337, loss_cls: 0.2978, acc: 90.3691, loss_bbox: 0.3384, loss_mask: 0.0000, loss: 0.7044 2022-05-11 07:03:16,772 - mmdet - INFO - Epoch [20][2600/3992] lr: 1.000e-04, eta: 4 days, 2:41:38, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0364, loss_cls: 0.3008, acc: 90.0332, loss_bbox: 0.3385, loss_mask: 0.0000, loss: 0.7022 2022-05-11 07:03:41,531 - mmdet - INFO - Epoch [20][2650/3992] lr: 1.000e-04, eta: 4 days, 2:41:14, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0289, loss_cls: 0.2713, acc: 91.4668, loss_bbox: 0.2939, loss_mask: 0.0000, loss: 0.6308 2022-05-11 07:04:06,972 - mmdet - INFO - Epoch [20][2700/3992] lr: 1.000e-04, eta: 4 days, 2:40:56, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0370, loss_cls: 0.2931, acc: 90.5996, loss_bbox: 0.3473, loss_mask: 0.0000, loss: 0.7096 2022-05-11 07:04:32,151 - mmdet - INFO - Epoch [20][2750/3992] lr: 1.000e-04, eta: 4 days, 2:40:36, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0412, loss_cls: 0.2995, acc: 90.3340, loss_bbox: 0.3501, loss_mask: 0.0000, loss: 0.7256 2022-05-11 07:04:56,836 - mmdet - INFO - Epoch [20][2800/3992] lr: 1.000e-04, eta: 4 days, 2:40:12, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0256, loss_cls: 0.2291, acc: 92.5957, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.5480 2022-05-11 07:05:21,879 - mmdet - INFO - Epoch [20][2850/3992] lr: 1.000e-04, eta: 4 days, 2:39:50, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0305, loss_cls: 0.2521, acc: 91.3730, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6129 2022-05-11 07:05:46,745 - mmdet - INFO - Epoch [20][2900/3992] lr: 1.000e-04, eta: 4 days, 2:39:27, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0306, loss_cls: 0.2707, acc: 91.0234, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.6539 2022-05-11 07:06:11,377 - mmdet - INFO - Epoch [20][2950/3992] lr: 1.000e-04, eta: 4 days, 2:39:02, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0284, loss_cls: 0.2618, acc: 91.6973, loss_bbox: 0.2901, loss_mask: 0.0000, loss: 0.6060 2022-05-11 07:06:36,721 - mmdet - INFO - Epoch [20][3000/3992] lr: 1.000e-04, eta: 4 days, 2:38:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0335, loss_cls: 0.2789, acc: 90.9219, loss_bbox: 0.3111, loss_mask: 0.0000, loss: 0.6512 2022-05-11 07:07:02,030 - mmdet - INFO - Epoch [20][3050/3992] lr: 1.000e-04, eta: 4 days, 2:38:25, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0351, loss_cls: 0.2546, acc: 91.5703, loss_bbox: 0.2993, loss_mask: 0.0000, loss: 0.6178 2022-05-11 07:07:27,231 - mmdet - INFO - Epoch [20][3100/3992] lr: 1.000e-04, eta: 4 days, 2:38:05, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0331, loss_cls: 0.2594, acc: 91.6016, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6314 2022-05-11 07:07:52,160 - mmdet - INFO - Epoch [20][3150/3992] lr: 1.000e-04, eta: 4 days, 2:37:42, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0366, loss_cls: 0.2825, acc: 90.9824, loss_bbox: 0.3070, loss_mask: 0.0000, loss: 0.6578 2022-05-11 07:08:17,185 - mmdet - INFO - Epoch [20][3200/3992] lr: 1.000e-04, eta: 4 days, 2:37:21, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0333, loss_cls: 0.2747, acc: 91.1797, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 0.6655 2022-05-11 07:08:42,025 - mmdet - INFO - Epoch [20][3250/3992] lr: 1.000e-04, eta: 4 days, 2:36:58, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0355, loss_cls: 0.2802, acc: 90.9414, loss_bbox: 0.3166, loss_mask: 0.0000, loss: 0.6583 2022-05-11 07:09:07,202 - mmdet - INFO - Epoch [20][3300/3992] lr: 1.000e-04, eta: 4 days, 2:36:38, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0304, loss_cls: 0.2655, acc: 91.1426, loss_bbox: 0.3071, loss_mask: 0.0000, loss: 0.6267 2022-05-11 07:09:32,765 - mmdet - INFO - Epoch [20][3350/3992] lr: 1.000e-04, eta: 4 days, 2:36:21, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0361, loss_cls: 0.2771, acc: 90.7539, loss_bbox: 0.3153, loss_mask: 0.0000, loss: 0.6563 2022-05-11 07:09:58,255 - mmdet - INFO - Epoch [20][3400/3992] lr: 1.000e-04, eta: 4 days, 2:36:04, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0315, loss_cls: 0.2569, acc: 91.5586, loss_bbox: 0.3069, loss_mask: 0.0000, loss: 0.6257 2022-05-11 07:10:22,414 - mmdet - INFO - Epoch [20][3450/3992] lr: 1.000e-04, eta: 4 days, 2:35:34, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0303, loss_cls: 0.2498, acc: 92.1426, loss_bbox: 0.2909, loss_mask: 0.0000, loss: 0.5943 2022-05-11 07:10:46,457 - mmdet - INFO - Epoch [20][3500/3992] lr: 1.000e-04, eta: 4 days, 2:35:04, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0343, loss_cls: 0.2753, acc: 90.9082, loss_bbox: 0.3304, loss_mask: 0.0000, loss: 0.6676 2022-05-11 07:11:11,484 - mmdet - INFO - Epoch [20][3550/3992] lr: 1.000e-04, eta: 4 days, 2:34:42, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0290, loss_cls: 0.2505, acc: 91.7461, loss_bbox: 0.2971, loss_mask: 0.0000, loss: 0.6061 2022-05-11 07:11:36,601 - mmdet - INFO - Epoch [20][3600/3992] lr: 1.000e-04, eta: 4 days, 2:34:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0379, loss_cls: 0.2552, acc: 91.6289, loss_bbox: 0.3188, loss_mask: 0.0000, loss: 0.6447 2022-05-11 07:12:01,251 - mmdet - INFO - Epoch [20][3650/3992] lr: 1.000e-04, eta: 4 days, 2:33:57, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0325, loss_cls: 0.2599, acc: 91.1621, loss_bbox: 0.3362, loss_mask: 0.0000, loss: 0.6546 2022-05-11 07:12:27,236 - mmdet - INFO - Epoch [20][3700/3992] lr: 1.000e-04, eta: 4 days, 2:33:44, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0337, loss_cls: 0.2705, acc: 90.8086, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.6669 2022-05-11 07:12:52,617 - mmdet - INFO - Epoch [20][3750/3992] lr: 1.000e-04, eta: 4 days, 2:33:25, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0317, loss_cls: 0.2864, acc: 90.6523, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.6756 2022-05-11 07:13:18,102 - mmdet - INFO - Epoch [20][3800/3992] lr: 1.000e-04, eta: 4 days, 2:33:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0322, loss_cls: 0.2715, acc: 91.0312, loss_bbox: 0.3198, loss_mask: 0.0000, loss: 0.6472 2022-05-11 07:13:44,115 - mmdet - INFO - Epoch [20][3850/3992] lr: 1.000e-04, eta: 4 days, 2:32:55, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0356, loss_cls: 0.2931, acc: 90.3926, loss_bbox: 0.3369, loss_mask: 0.0000, loss: 0.6976 2022-05-11 07:14:08,242 - mmdet - INFO - Epoch [20][3900/3992] lr: 1.000e-04, eta: 4 days, 2:32:26, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0298, loss_cls: 0.2612, acc: 91.4824, loss_bbox: 0.3284, loss_mask: 0.0000, loss: 0.6432 2022-05-11 07:14:32,207 - mmdet - INFO - Epoch [20][3950/3992] lr: 1.000e-04, eta: 4 days, 2:31:54, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0324, loss_cls: 0.2625, acc: 91.1367, loss_bbox: 0.3158, loss_mask: 0.0000, loss: 0.6431 2022-05-11 07:14:53,220 - mmdet - INFO - Saving checkpoint at 20 epochs 2022-05-11 07:21:32,379 - mmdet - INFO - Evaluating bbox... 2022-05-11 07:21:56,694 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.100 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.199 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.092 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.039 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.130 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.144 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-11 07:21:56,699 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.225 | desk | 0.086 | | sofa_chair | 0.433 | pillow | 0.072 | box | 0.021 | | garbage_bin | 0.294 | cabinet | 0.029 | drawer | 0.061 | | shelf | 0.080 | kitchen_counter | 0.125 | kitchen_cabinet | 0.136 | | cpu | 0.040 | bench | 0.123 | file_cabinet | 0.017 | | whiteboard | 0.112 | lamp | 0.184 | endtable | 0.093 | | bookshelf | 0.175 | coffee_table | 0.162 | dresser | 0.124 | | paper | 0.003 | printer | 0.146 | monitor | 0.189 | | back_pack | 0.036 | night_stand | 0.245 | door | 0.022 | | picture | 0.043 | ottoman | 0.184 | stool | 0.198 | | outlet | 0.000 | towel | 0.028 | tray | 0.011 | | bag | 0.009 | stove | 0.050 | bathtub | 0.246 | | scanner | 0.065 | cubby | 0.007 | mirror | 0.028 | | bottle | 0.008 | rack | 0.031 | cup | 0.043 | | thermos | 0.022 | island | 0.038 | counter | 0.033 | | bowl | 0.046 | plate | 0.001 | organizer | 0.005 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.157 | | cart | 0.084 | tv_stand | 0.051 | poster | 0.001 | | soap_dispenser | 0.051 | toy | nan | chair | 0.308 | | sofa | 0.343 | plant | 0.026 | bed | 0.543 | | dining_table | 0.004 | toilet | 0.436 | tv | 0.236 | | laptop | 0.070 | mouse | 0.037 | basket | 0.001 | | keyboard | 0.051 | telephone | 0.043 | microwave | 0.177 | | oven | 0.005 | paper_towel_dispenser | 0.316 | sink | 0.127 | | fridge | 0.060 | book | 0.011 | clock | 0.106 | | vase | 0.023 | fire_extinguisher | 0.031 | blinds | 0.005 | | podium | 0.138 | others | 0.031 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:21:56,702 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.254 | table | 0.430 | desk | 0.185 | | sofa_chair | 0.641 | pillow | 0.190 | box | 0.045 | | garbage_bin | 0.564 | cabinet | 0.063 | drawer | 0.097 | | shelf | 0.170 | kitchen_counter | 0.227 | kitchen_cabinet | 0.255 | | cpu | 0.115 | bench | 0.272 | file_cabinet | 0.027 | | whiteboard | 0.196 | lamp | 0.445 | endtable | 0.188 | | bookshelf | 0.336 | coffee_table | 0.353 | dresser | 0.205 | | paper | 0.007 | printer | 0.270 | monitor | 0.472 | | back_pack | 0.088 | night_stand | 0.465 | door | 0.034 | | picture | 0.084 | ottoman | 0.293 | stool | 0.394 | | outlet | 0.000 | towel | 0.057 | tray | 0.031 | | bag | 0.016 | stove | 0.093 | bathtub | 0.478 | | scanner | 0.125 | cubby | 0.014 | mirror | 0.066 | | bottle | 0.021 | rack | 0.057 | cup | 0.147 | | thermos | 0.096 | island | 0.055 | counter | 0.056 | | bowl | 0.111 | plate | 0.006 | organizer | 0.014 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.414 | | cart | 0.152 | tv_stand | 0.112 | poster | 0.001 | | soap_dispenser | 0.088 | toy | nan | chair | 0.668 | | sofa | 0.562 | plant | 0.061 | bed | 0.835 | | dining_table | 0.013 | toilet | 0.807 | tv | 0.401 | | laptop | 0.132 | mouse | 0.073 | basket | 0.002 | | keyboard | 0.197 | telephone | 0.092 | microwave | 0.379 | | oven | 0.012 | paper_towel_dispenser | 0.638 | sink | 0.446 | | fridge | 0.165 | book | 0.029 | clock | 0.218 | | vase | 0.056 | fire_extinguisher | 0.107 | blinds | 0.010 | | podium | 0.197 | others | 0.081 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:21:56,706 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.082 | table | 0.210 | desk | 0.070 | | sofa_chair | 0.492 | pillow | 0.038 | box | 0.020 | | garbage_bin | 0.268 | cabinet | 0.026 | drawer | 0.068 | | shelf | 0.058 | kitchen_counter | 0.120 | kitchen_cabinet | 0.133 | | cpu | 0.017 | bench | 0.088 | file_cabinet | 0.013 | | whiteboard | 0.100 | lamp | 0.110 | endtable | 0.076 | | bookshelf | 0.163 | coffee_table | 0.128 | dresser | 0.142 | | paper | 0.002 | printer | 0.132 | monitor | 0.129 | | back_pack | 0.011 | night_stand | 0.257 | door | 0.024 | | picture | 0.035 | ottoman | 0.218 | stool | 0.156 | | outlet | 0.000 | towel | 0.026 | tray | 0.004 | | bag | 0.013 | stove | 0.018 | bathtub | 0.258 | | scanner | 0.044 | cubby | 0.006 | mirror | 0.024 | | bottle | 0.000 | rack | 0.038 | cup | 0.011 | | thermos | 0.025 | island | 0.050 | counter | 0.041 | | bowl | 0.015 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.189 | | cart | 0.095 | tv_stand | 0.036 | poster | 0.001 | | soap_dispenser | 0.069 | toy | nan | chair | 0.250 | | sofa | 0.374 | plant | 0.015 | bed | 0.628 | | dining_table | 0.001 | toilet | 0.462 | tv | 0.244 | | laptop | 0.074 | mouse | 0.053 | basket | 0.002 | | keyboard | 0.001 | telephone | 0.015 | microwave | 0.051 | | oven | 0.000 | paper_towel_dispenser | 0.406 | sink | 0.037 | | fridge | 0.027 | book | 0.009 | clock | 0.040 | | vase | 0.010 | fire_extinguisher | 0.000 | blinds | 0.003 | | podium | 0.192 | others | 0.020 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:21:56,706 - mmdet - INFO - Evaluating segm... 2022-05-11 07:22:25,432 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 07:22:25,436 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:22:25,439 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:22:25,442 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 07:22:25,926 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 07:22:25,926 - mmdet - INFO - Epoch(val) [20][2619] bbox_mAP: 0.1000, bbox_mAP_50: 0.1990, bbox_mAP_75: 0.0920, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0390, bbox_mAP_l: 0.1300, bbox_mAP_copypaste: 0.100 0.199 0.092 0.004 0.039 0.130, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 07:22:51,795 - mmdet - INFO - Epoch [21][50/3992] lr: 1.000e-04, eta: 4 days, 2:28:13, time: 0.517, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0304, loss_cls: 0.2444, acc: 91.8027, loss_bbox: 0.3073, loss_mask: 0.0000, loss: 0.6064 2022-05-11 07:23:16,344 - mmdet - INFO - Epoch [21][100/3992] lr: 1.000e-04, eta: 4 days, 2:27:47, time: 0.491, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0360, loss_cls: 0.2547, acc: 91.1250, loss_bbox: 0.3293, loss_mask: 0.0000, loss: 0.6463 2022-05-11 07:23:41,731 - mmdet - INFO - Epoch [21][150/3992] lr: 1.000e-04, eta: 4 days, 2:27:29, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0297, loss_cls: 0.2435, acc: 91.6406, loss_bbox: 0.3012, loss_mask: 0.0000, loss: 0.6027 2022-05-11 07:24:06,885 - mmdet - INFO - Epoch [21][200/3992] lr: 1.000e-04, eta: 4 days, 2:27:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0303, loss_cls: 0.2358, acc: 91.8262, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.6009 2022-05-11 07:24:31,319 - mmdet - INFO - Epoch [21][250/3992] lr: 1.000e-04, eta: 4 days, 2:26:42, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0329, loss_cls: 0.2568, acc: 91.1445, loss_bbox: 0.3181, loss_mask: 0.0000, loss: 0.6271 2022-05-11 07:24:55,625 - mmdet - INFO - Epoch [21][300/3992] lr: 1.000e-04, eta: 4 days, 2:26:14, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0306, loss_cls: 0.2422, acc: 91.6973, loss_bbox: 0.3167, loss_mask: 0.0000, loss: 0.6198 2022-05-11 07:25:20,271 - mmdet - INFO - Epoch [21][350/3992] lr: 1.000e-04, eta: 4 days, 2:25:49, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0344, loss_cls: 0.2707, acc: 91.2285, loss_bbox: 0.3314, loss_mask: 0.0000, loss: 0.6634 2022-05-11 07:25:44,594 - mmdet - INFO - Epoch [21][400/3992] lr: 1.000e-04, eta: 4 days, 2:25:21, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0302, loss_cls: 0.2400, acc: 91.7324, loss_bbox: 0.3088, loss_mask: 0.0000, loss: 0.6056 2022-05-11 07:26:10,058 - mmdet - INFO - Epoch [21][450/3992] lr: 1.000e-04, eta: 4 days, 2:25:04, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0286, loss_cls: 0.2665, acc: 91.1230, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6377 2022-05-11 07:26:34,910 - mmdet - INFO - Epoch [21][500/3992] lr: 1.000e-04, eta: 4 days, 2:24:41, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0357, loss_cls: 0.2636, acc: 91.0898, loss_bbox: 0.3170, loss_mask: 0.0000, loss: 0.6417 2022-05-11 07:27:01,591 - mmdet - INFO - Epoch [21][550/3992] lr: 1.000e-04, eta: 4 days, 2:24:34, time: 0.534, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0316, loss_cls: 0.2489, acc: 91.4863, loss_bbox: 0.3145, loss_mask: 0.0000, loss: 0.6184 2022-05-11 07:27:26,268 - mmdet - INFO - Epoch [21][600/3992] lr: 1.000e-04, eta: 4 days, 2:24:10, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0331, loss_cls: 0.2462, acc: 92.1855, loss_bbox: 0.2859, loss_mask: 0.0000, loss: 0.5958 2022-05-11 07:27:50,725 - mmdet - INFO - Epoch [21][650/3992] lr: 1.000e-04, eta: 4 days, 2:23:43, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0331, loss_cls: 0.2632, acc: 91.3574, loss_bbox: 0.3020, loss_mask: 0.0000, loss: 0.6299 2022-05-11 07:28:16,161 - mmdet - INFO - Epoch [21][700/3992] lr: 1.000e-04, eta: 4 days, 2:23:25, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0331, loss_cls: 0.2503, acc: 91.2227, loss_bbox: 0.3277, loss_mask: 0.0000, loss: 0.6338 2022-05-11 07:28:41,736 - mmdet - INFO - Epoch [21][750/3992] lr: 1.000e-04, eta: 4 days, 2:23:08, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0308, loss_cls: 0.2364, acc: 91.6855, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6112 2022-05-11 07:29:06,222 - mmdet - INFO - Epoch [21][800/3992] lr: 1.000e-04, eta: 4 days, 2:22:42, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0351, loss_cls: 0.2532, acc: 91.8516, loss_bbox: 0.2938, loss_mask: 0.0000, loss: 0.6152 2022-05-11 07:29:30,512 - mmdet - INFO - Epoch [21][850/3992] lr: 1.000e-04, eta: 4 days, 2:22:14, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0304, loss_cls: 0.2577, acc: 91.3301, loss_bbox: 0.3187, loss_mask: 0.0000, loss: 0.6281 2022-05-11 07:29:54,644 - mmdet - INFO - Epoch [21][900/3992] lr: 1.000e-04, eta: 4 days, 2:21:45, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0332, loss_cls: 0.2585, acc: 91.5625, loss_bbox: 0.3124, loss_mask: 0.0000, loss: 0.6315 2022-05-11 07:30:19,437 - mmdet - INFO - Epoch [21][950/3992] lr: 1.000e-04, eta: 4 days, 2:21:21, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0305, loss_cls: 0.2820, acc: 90.5840, loss_bbox: 0.3274, loss_mask: 0.0000, loss: 0.6711 2022-05-11 07:30:44,549 - mmdet - INFO - Epoch [21][1000/3992] lr: 1.000e-04, eta: 4 days, 2:21:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0352, loss_cls: 0.2918, acc: 90.3555, loss_bbox: 0.3384, loss_mask: 0.0000, loss: 0.6930 2022-05-11 07:31:09,547 - mmdet - INFO - Epoch [21][1050/3992] lr: 1.000e-04, eta: 4 days, 2:20:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0321, loss_cls: 0.2790, acc: 90.7812, loss_bbox: 0.3227, loss_mask: 0.0000, loss: 0.6607 2022-05-11 07:31:35,652 - mmdet - INFO - Epoch [21][1100/3992] lr: 1.000e-04, eta: 4 days, 2:20:27, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0325, loss_cls: 0.2595, acc: 91.0820, loss_bbox: 0.3367, loss_mask: 0.0000, loss: 0.6540 2022-05-11 07:32:01,211 - mmdet - INFO - Epoch [21][1150/3992] lr: 1.000e-04, eta: 4 days, 2:20:10, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0348, loss_cls: 0.2815, acc: 90.5117, loss_bbox: 0.3494, loss_mask: 0.0000, loss: 0.6977 2022-05-11 07:32:26,131 - mmdet - INFO - Epoch [21][1200/3992] lr: 1.000e-04, eta: 4 days, 2:19:47, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0314, loss_cls: 0.2716, acc: 90.6797, loss_bbox: 0.3504, loss_mask: 0.0000, loss: 0.6845 2022-05-11 07:32:50,262 - mmdet - INFO - Epoch [21][1250/3992] lr: 1.000e-04, eta: 4 days, 2:19:18, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0335, loss_cls: 0.2875, acc: 91.0586, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.6659 2022-05-11 07:33:15,902 - mmdet - INFO - Epoch [21][1300/3992] lr: 1.000e-04, eta: 4 days, 2:19:02, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0310, loss_cls: 0.2529, acc: 91.7031, loss_bbox: 0.3052, loss_mask: 0.0000, loss: 0.6171 2022-05-11 07:33:40,733 - mmdet - INFO - Epoch [21][1350/3992] lr: 1.000e-04, eta: 4 days, 2:18:38, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0327, loss_cls: 0.2808, acc: 90.8164, loss_bbox: 0.3380, loss_mask: 0.0000, loss: 0.6844 2022-05-11 07:34:06,062 - mmdet - INFO - Epoch [21][1400/3992] lr: 1.000e-04, eta: 4 days, 2:18:19, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0343, loss_cls: 0.2565, acc: 91.8438, loss_bbox: 0.3003, loss_mask: 0.0000, loss: 0.6173 2022-05-11 07:34:30,467 - mmdet - INFO - Epoch [21][1450/3992] lr: 1.000e-04, eta: 4 days, 2:17:52, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0366, loss_cls: 0.2520, acc: 91.4180, loss_bbox: 0.3239, loss_mask: 0.0000, loss: 0.6421 2022-05-11 07:34:56,459 - mmdet - INFO - Epoch [21][1500/3992] lr: 1.000e-04, eta: 4 days, 2:17:39, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0325, loss_cls: 0.2525, acc: 91.4883, loss_bbox: 0.3213, loss_mask: 0.0000, loss: 0.6299 2022-05-11 07:35:21,291 - mmdet - INFO - Epoch [21][1550/3992] lr: 1.000e-04, eta: 4 days, 2:17:16, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0301, loss_cls: 0.2700, acc: 90.9824, loss_bbox: 0.3126, loss_mask: 0.0000, loss: 0.6361 2022-05-11 07:35:47,078 - mmdet - INFO - Epoch [21][1600/3992] lr: 1.000e-04, eta: 4 days, 2:17:01, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0335, loss_cls: 0.2644, acc: 90.8262, loss_bbox: 0.3524, loss_mask: 0.0000, loss: 0.6744 2022-05-11 07:36:10,790 - mmdet - INFO - Epoch [21][1650/3992] lr: 1.000e-04, eta: 4 days, 2:16:28, time: 0.474, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0320, loss_cls: 0.2486, acc: 91.8926, loss_bbox: 0.3151, loss_mask: 0.0000, loss: 0.6385 2022-05-11 07:36:35,651 - mmdet - INFO - Epoch [21][1700/3992] lr: 1.000e-04, eta: 4 days, 2:16:05, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0353, loss_cls: 0.2657, acc: 91.1758, loss_bbox: 0.3353, loss_mask: 0.0000, loss: 0.6656 2022-05-11 07:37:00,508 - mmdet - INFO - Epoch [21][1750/3992] lr: 1.000e-04, eta: 4 days, 2:15:42, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0343, loss_cls: 0.2720, acc: 90.7168, loss_bbox: 0.3402, loss_mask: 0.0000, loss: 0.6667 2022-05-11 07:37:25,109 - mmdet - INFO - Epoch [21][1800/3992] lr: 1.000e-04, eta: 4 days, 2:15:17, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0326, loss_cls: 0.2569, acc: 91.2969, loss_bbox: 0.3293, loss_mask: 0.0000, loss: 0.6434 2022-05-11 07:37:50,370 - mmdet - INFO - Epoch [21][1850/3992] lr: 1.000e-04, eta: 4 days, 2:14:57, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0389, loss_cls: 0.2865, acc: 90.5508, loss_bbox: 0.3385, loss_mask: 0.0000, loss: 0.6896 2022-05-11 07:38:15,463 - mmdet - INFO - Epoch [21][1900/3992] lr: 1.000e-04, eta: 4 days, 2:14:36, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0340, loss_cls: 0.2838, acc: 90.8926, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.6907 2022-05-11 07:38:39,711 - mmdet - INFO - Epoch [21][1950/3992] lr: 1.000e-04, eta: 4 days, 2:14:08, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0335, loss_cls: 0.2544, acc: 91.3984, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6334 2022-05-11 07:39:05,675 - mmdet - INFO - Epoch [21][2000/3992] lr: 1.000e-04, eta: 4 days, 2:13:54, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0375, loss_cls: 0.2868, acc: 90.2148, loss_bbox: 0.3713, loss_mask: 0.0000, loss: 0.7206 2022-05-11 07:39:30,541 - mmdet - INFO - Epoch [21][2050/3992] lr: 1.000e-04, eta: 4 days, 2:13:31, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0298, loss_cls: 0.2669, acc: 91.4375, loss_bbox: 0.3133, loss_mask: 0.0000, loss: 0.6323 2022-05-11 07:39:55,887 - mmdet - INFO - Epoch [21][2100/3992] lr: 1.000e-04, eta: 4 days, 2:13:12, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0355, loss_cls: 0.2686, acc: 91.3516, loss_bbox: 0.3086, loss_mask: 0.0000, loss: 0.6410 2022-05-11 07:40:21,422 - mmdet - INFO - Epoch [21][2150/3992] lr: 1.000e-04, eta: 4 days, 2:12:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0332, loss_cls: 0.2570, acc: 91.5215, loss_bbox: 0.3008, loss_mask: 0.0000, loss: 0.6217 2022-05-11 07:40:46,375 - mmdet - INFO - Epoch [21][2200/3992] lr: 1.000e-04, eta: 4 days, 2:12:33, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0359, loss_cls: 0.2655, acc: 90.9355, loss_bbox: 0.3262, loss_mask: 0.0000, loss: 0.6549 2022-05-11 07:41:11,092 - mmdet - INFO - Epoch [21][2250/3992] lr: 1.000e-04, eta: 4 days, 2:12:09, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0335, loss_cls: 0.2640, acc: 90.8457, loss_bbox: 0.3216, loss_mask: 0.0000, loss: 0.6450 2022-05-11 07:41:36,299 - mmdet - INFO - Epoch [21][2300/3992] lr: 1.000e-04, eta: 4 days, 2:11:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0363, loss_cls: 0.2904, acc: 90.3750, loss_bbox: 0.3314, loss_mask: 0.0000, loss: 0.6909 2022-05-11 07:42:02,796 - mmdet - INFO - Epoch [21][2350/3992] lr: 1.000e-04, eta: 4 days, 2:11:40, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0343, loss_cls: 0.2583, acc: 91.3594, loss_bbox: 0.3297, loss_mask: 0.0000, loss: 0.6545 2022-05-11 07:42:27,169 - mmdet - INFO - Epoch [21][2400/3992] lr: 1.000e-04, eta: 4 days, 2:11:12, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0303, loss_cls: 0.2525, acc: 91.4121, loss_bbox: 0.3231, loss_mask: 0.0000, loss: 0.6279 2022-05-11 07:42:51,237 - mmdet - INFO - Epoch [21][2450/3992] lr: 1.000e-04, eta: 4 days, 2:10:42, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0345, loss_cls: 0.2909, acc: 90.2949, loss_bbox: 0.3385, loss_mask: 0.0000, loss: 0.6955 2022-05-11 07:43:16,685 - mmdet - INFO - Epoch [21][2500/3992] lr: 1.000e-04, eta: 4 days, 2:10:24, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0290, loss_cls: 0.2609, acc: 91.1309, loss_bbox: 0.3122, loss_mask: 0.0000, loss: 0.6279 2022-05-11 07:43:42,053 - mmdet - INFO - Epoch [21][2550/3992] lr: 1.000e-04, eta: 4 days, 2:10:06, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0291, loss_cls: 0.2407, acc: 92.1953, loss_bbox: 0.2943, loss_mask: 0.0000, loss: 0.5903 2022-05-11 07:44:06,410 - mmdet - INFO - Epoch [21][2600/3992] lr: 1.000e-04, eta: 4 days, 2:09:38, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0300, loss_cls: 0.2486, acc: 91.6660, loss_bbox: 0.3080, loss_mask: 0.0000, loss: 0.6097 2022-05-11 07:44:32,306 - mmdet - INFO - Epoch [21][2650/3992] lr: 1.000e-04, eta: 4 days, 2:09:24, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0279, loss_cls: 0.2482, acc: 91.9766, loss_bbox: 0.2900, loss_mask: 0.0000, loss: 0.5925 2022-05-11 07:44:56,831 - mmdet - INFO - Epoch [21][2700/3992] lr: 1.000e-04, eta: 4 days, 2:08:58, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0320, loss_cls: 0.2895, acc: 90.5449, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.6750 2022-05-11 07:45:21,824 - mmdet - INFO - Epoch [21][2750/3992] lr: 1.000e-04, eta: 4 days, 2:08:36, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0282, loss_cls: 0.2454, acc: 91.8008, loss_bbox: 0.2981, loss_mask: 0.0000, loss: 0.5943 2022-05-11 07:45:47,355 - mmdet - INFO - Epoch [21][2800/3992] lr: 1.000e-04, eta: 4 days, 2:08:19, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0296, loss_cls: 0.2615, acc: 91.5215, loss_bbox: 0.3014, loss_mask: 0.0000, loss: 0.6145 2022-05-11 07:46:12,909 - mmdet - INFO - Epoch [21][2850/3992] lr: 1.000e-04, eta: 4 days, 2:08:02, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0323, loss_cls: 0.2440, acc: 91.5879, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.6214 2022-05-11 07:46:37,636 - mmdet - INFO - Epoch [21][2900/3992] lr: 1.000e-04, eta: 4 days, 2:07:37, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0334, loss_cls: 0.2507, acc: 91.6289, loss_bbox: 0.3104, loss_mask: 0.0000, loss: 0.6279 2022-05-11 07:47:02,992 - mmdet - INFO - Epoch [21][2950/3992] lr: 1.000e-04, eta: 4 days, 2:07:19, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0395, loss_cls: 0.2944, acc: 90.6406, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.7011 2022-05-11 07:47:27,279 - mmdet - INFO - Epoch [21][3000/3992] lr: 1.000e-04, eta: 4 days, 2:06:51, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0391, loss_cls: 0.2646, acc: 90.7324, loss_bbox: 0.3531, loss_mask: 0.0000, loss: 0.6894 2022-05-11 07:47:53,289 - mmdet - INFO - Epoch [21][3050/3992] lr: 1.000e-04, eta: 4 days, 2:06:37, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0382, loss_cls: 0.2756, acc: 90.8848, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.6752 2022-05-11 07:48:18,287 - mmdet - INFO - Epoch [21][3100/3992] lr: 1.000e-04, eta: 4 days, 2:06:15, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0299, loss_cls: 0.2743, acc: 91.2285, loss_bbox: 0.3077, loss_mask: 0.0000, loss: 0.6361 2022-05-11 07:48:43,282 - mmdet - INFO - Epoch [21][3150/3992] lr: 1.000e-04, eta: 4 days, 2:05:53, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0321, loss_cls: 0.2698, acc: 91.1875, loss_bbox: 0.3261, loss_mask: 0.0000, loss: 0.6563 2022-05-11 07:49:07,831 - mmdet - INFO - Epoch [21][3200/3992] lr: 1.000e-04, eta: 4 days, 2:05:28, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0329, loss_cls: 0.2643, acc: 91.0645, loss_bbox: 0.3404, loss_mask: 0.0000, loss: 0.6623 2022-05-11 07:49:32,172 - mmdet - INFO - Epoch [21][3250/3992] lr: 1.000e-04, eta: 4 days, 2:05:00, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0318, loss_cls: 0.2876, acc: 90.4512, loss_bbox: 0.3172, loss_mask: 0.0000, loss: 0.6645 2022-05-11 07:49:57,526 - mmdet - INFO - Epoch [21][3300/3992] lr: 1.000e-04, eta: 4 days, 2:04:41, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0325, loss_cls: 0.2725, acc: 90.7891, loss_bbox: 0.3313, loss_mask: 0.0000, loss: 0.6576 2022-05-11 07:50:21,877 - mmdet - INFO - Epoch [21][3350/3992] lr: 1.000e-04, eta: 4 days, 2:04:14, time: 0.487, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0330, loss_cls: 0.2489, acc: 91.6016, loss_bbox: 0.3203, loss_mask: 0.0000, loss: 0.6315 2022-05-11 07:50:47,035 - mmdet - INFO - Epoch [21][3400/3992] lr: 1.000e-04, eta: 4 days, 2:03:53, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0323, loss_cls: 0.2692, acc: 90.9590, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.6642 2022-05-11 07:51:12,393 - mmdet - INFO - Epoch [21][3450/3992] lr: 1.000e-04, eta: 4 days, 2:03:34, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0304, loss_cls: 0.2524, acc: 91.4668, loss_bbox: 0.3069, loss_mask: 0.0000, loss: 0.6156 2022-05-11 07:51:36,985 - mmdet - INFO - Epoch [21][3500/3992] lr: 1.000e-04, eta: 4 days, 2:03:09, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0318, loss_cls: 0.2637, acc: 91.2305, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.6433 2022-05-11 07:52:01,681 - mmdet - INFO - Epoch [21][3550/3992] lr: 1.000e-04, eta: 4 days, 2:02:44, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0341, loss_cls: 0.2764, acc: 90.6680, loss_bbox: 0.3266, loss_mask: 0.0000, loss: 0.6631 2022-05-11 07:52:26,748 - mmdet - INFO - Epoch [21][3600/3992] lr: 1.000e-04, eta: 4 days, 2:02:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0328, loss_cls: 0.2824, acc: 91.0195, loss_bbox: 0.3255, loss_mask: 0.0000, loss: 0.6715 2022-05-11 07:52:51,605 - mmdet - INFO - Epoch [21][3650/3992] lr: 1.000e-04, eta: 4 days, 2:01:59, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0344, loss_cls: 0.2600, acc: 91.3633, loss_bbox: 0.3171, loss_mask: 0.0000, loss: 0.6427 2022-05-11 07:53:16,827 - mmdet - INFO - Epoch [21][3700/3992] lr: 1.000e-04, eta: 4 days, 2:01:39, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0357, loss_cls: 0.2792, acc: 90.6406, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.6850 2022-05-11 07:53:41,463 - mmdet - INFO - Epoch [21][3750/3992] lr: 1.000e-04, eta: 4 days, 2:01:14, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0362, loss_cls: 0.2750, acc: 91.2461, loss_bbox: 0.3080, loss_mask: 0.0000, loss: 0.6477 2022-05-11 07:54:07,568 - mmdet - INFO - Epoch [21][3800/3992] lr: 1.000e-04, eta: 4 days, 2:01:02, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0357, loss_cls: 0.2748, acc: 91.2988, loss_bbox: 0.3102, loss_mask: 0.0000, loss: 0.6574 2022-05-11 07:54:32,930 - mmdet - INFO - Epoch [21][3850/3992] lr: 1.000e-04, eta: 4 days, 2:00:43, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0333, loss_cls: 0.2760, acc: 91.1641, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6503 2022-05-11 07:54:57,503 - mmdet - INFO - Epoch [21][3900/3992] lr: 1.000e-04, eta: 4 days, 2:00:17, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0300, loss_cls: 0.2800, acc: 90.9219, loss_bbox: 0.3268, loss_mask: 0.0000, loss: 0.6589 2022-05-11 07:55:22,460 - mmdet - INFO - Epoch [21][3950/3992] lr: 1.000e-04, eta: 4 days, 1:59:55, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0362, loss_cls: 0.2943, acc: 90.6211, loss_bbox: 0.3449, loss_mask: 0.0000, loss: 0.7065 2022-05-11 07:55:42,940 - mmdet - INFO - Saving checkpoint at 21 epochs 2022-05-11 08:02:13,855 - mmdet - INFO - Evaluating bbox... 2022-05-11 08:02:36,999 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.104 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.201 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.094 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.039 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.134 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.137 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-11 08:02:37,003 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.237 | desk | 0.078 | | sofa_chair | 0.414 | pillow | 0.065 | box | 0.014 | | garbage_bin | 0.318 | cabinet | 0.033 | drawer | 0.055 | | shelf | 0.092 | kitchen_counter | 0.136 | kitchen_cabinet | 0.145 | | cpu | 0.034 | bench | 0.119 | file_cabinet | 0.025 | | whiteboard | 0.127 | lamp | 0.164 | endtable | 0.096 | | bookshelf | 0.185 | coffee_table | 0.166 | dresser | 0.108 | | paper | 0.007 | printer | 0.174 | monitor | 0.213 | | back_pack | 0.031 | night_stand | 0.255 | door | 0.026 | | picture | 0.043 | ottoman | 0.140 | stool | 0.193 | | outlet | 0.000 | towel | 0.027 | tray | 0.010 | | bag | 0.010 | stove | 0.072 | bathtub | 0.344 | | scanner | 0.034 | cubby | 0.009 | mirror | 0.016 | | bottle | 0.001 | rack | 0.027 | cup | 0.070 | | thermos | 0.010 | island | 0.051 | counter | 0.023 | | bowl | 0.032 | plate | 0.005 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.058 | | cart | 0.084 | tv_stand | 0.071 | poster | 0.000 | | soap_dispenser | 0.178 | toy | nan | chair | 0.296 | | sofa | 0.324 | plant | 0.035 | bed | 0.522 | | dining_table | 0.006 | toilet | 0.497 | tv | 0.218 | | laptop | 0.058 | mouse | 0.056 | basket | 0.005 | | keyboard | 0.049 | telephone | 0.028 | microwave | 0.189 | | oven | 0.059 | paper_towel_dispenser | 0.363 | sink | 0.139 | | fridge | 0.121 | book | 0.008 | clock | 0.037 | | vase | 0.036 | fire_extinguisher | 0.010 | blinds | 0.006 | | podium | 0.165 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:02:37,006 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.254 | table | 0.460 | desk | 0.174 | | sofa_chair | 0.613 | pillow | 0.168 | box | 0.031 | | garbage_bin | 0.587 | cabinet | 0.070 | drawer | 0.086 | | shelf | 0.193 | kitchen_counter | 0.248 | kitchen_cabinet | 0.304 | | cpu | 0.103 | bench | 0.237 | file_cabinet | 0.043 | | whiteboard | 0.215 | lamp | 0.393 | endtable | 0.193 | | bookshelf | 0.381 | coffee_table | 0.355 | dresser | 0.192 | | paper | 0.019 | printer | 0.309 | monitor | 0.492 | | back_pack | 0.073 | night_stand | 0.508 | door | 0.038 | | picture | 0.073 | ottoman | 0.223 | stool | 0.382 | | outlet | 0.000 | towel | 0.055 | tray | 0.031 | | bag | 0.016 | stove | 0.131 | bathtub | 0.646 | | scanner | 0.068 | cubby | 0.015 | mirror | 0.046 | | bottle | 0.005 | rack | 0.044 | cup | 0.176 | | thermos | 0.030 | island | 0.079 | counter | 0.039 | | bowl | 0.113 | plate | 0.031 | organizer | 0.001 | | switch | 0.000 | pen | 0.001 | coffee_maker | 0.123 | | cart | 0.140 | tv_stand | 0.174 | poster | 0.001 | | soap_dispenser | 0.337 | toy | nan | chair | 0.653 | | sofa | 0.529 | plant | 0.085 | bed | 0.821 | | dining_table | 0.012 | toilet | 0.833 | tv | 0.406 | | laptop | 0.162 | mouse | 0.113 | basket | 0.009 | | keyboard | 0.140 | telephone | 0.085 | microwave | 0.387 | | oven | 0.077 | paper_towel_dispenser | 0.604 | sink | 0.410 | | fridge | 0.249 | book | 0.026 | clock | 0.101 | | vase | 0.119 | fire_extinguisher | 0.032 | blinds | 0.015 | | podium | 0.231 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:02:37,009 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.064 | table | 0.229 | desk | 0.060 | | sofa_chair | 0.503 | pillow | 0.033 | box | 0.011 | | garbage_bin | 0.327 | cabinet | 0.029 | drawer | 0.065 | | shelf | 0.083 | kitchen_counter | 0.120 | kitchen_cabinet | 0.133 | | cpu | 0.014 | bench | 0.106 | file_cabinet | 0.018 | | whiteboard | 0.130 | lamp | 0.107 | endtable | 0.082 | | bookshelf | 0.173 | coffee_table | 0.130 | dresser | 0.121 | | paper | 0.005 | printer | 0.169 | monitor | 0.145 | | back_pack | 0.019 | night_stand | 0.184 | door | 0.031 | | picture | 0.050 | ottoman | 0.160 | stool | 0.167 | | outlet | 0.000 | towel | 0.014 | tray | 0.007 | | bag | 0.008 | stove | 0.067 | bathtub | 0.346 | | scanner | 0.023 | cubby | 0.009 | mirror | 0.005 | | bottle | 0.000 | rack | 0.018 | cup | 0.033 | | thermos | 0.010 | island | 0.053 | counter | 0.025 | | bowl | 0.000 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.079 | | cart | 0.105 | tv_stand | 0.026 | poster | 0.000 | | soap_dispenser | 0.119 | toy | nan | chair | 0.226 | | sofa | 0.332 | plant | 0.041 | bed | 0.570 | | dining_table | 0.000 | toilet | 0.535 | tv | 0.223 | | laptop | 0.020 | mouse | 0.057 | basket | 0.009 | | keyboard | 0.027 | telephone | 0.004 | microwave | 0.157 | | oven | 0.074 | paper_towel_dispenser | 0.406 | sink | 0.028 | | fridge | 0.053 | book | 0.003 | clock | 0.015 | | vase | 0.003 | fire_extinguisher | 0.000 | blinds | 0.004 | | podium | 0.207 | others | 0.030 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:02:37,009 - mmdet - INFO - Evaluating segm... 2022-05-11 08:03:04,335 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 08:03:04,340 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:03:04,343 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:03:04,347 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:03:04,815 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 08:03:04,815 - mmdet - INFO - Epoch(val) [21][2619] bbox_mAP: 0.1040, bbox_mAP_50: 0.2010, bbox_mAP_75: 0.0940, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0390, bbox_mAP_l: 0.1340, bbox_mAP_copypaste: 0.104 0.201 0.094 0.005 0.039 0.134, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 08:03:30,456 - mmdet - INFO - Epoch [22][50/3992] lr: 1.000e-04, eta: 4 days, 1:56:21, time: 0.513, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0313, loss_cls: 0.2490, acc: 91.8379, loss_bbox: 0.3096, loss_mask: 0.0000, loss: 0.6142 2022-05-11 08:03:54,940 - mmdet - INFO - Epoch [22][100/3992] lr: 1.000e-04, eta: 4 days, 1:55:55, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0268, loss_cls: 0.2535, acc: 91.6973, loss_bbox: 0.2986, loss_mask: 0.0000, loss: 0.5983 2022-05-11 08:04:19,370 - mmdet - INFO - Epoch [22][150/3992] lr: 1.000e-04, eta: 4 days, 1:55:28, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0326, loss_cls: 0.2711, acc: 91.2383, loss_bbox: 0.3289, loss_mask: 0.0000, loss: 0.6595 2022-05-11 08:04:44,503 - mmdet - INFO - Epoch [22][200/3992] lr: 1.000e-04, eta: 4 days, 1:55:07, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0350, loss_cls: 0.2425, acc: 91.6191, loss_bbox: 0.3259, loss_mask: 0.0000, loss: 0.6276 2022-05-11 08:05:10,932 - mmdet - INFO - Epoch [22][250/3992] lr: 1.000e-04, eta: 4 days, 1:54:57, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0344, loss_cls: 0.2501, acc: 91.4805, loss_bbox: 0.3164, loss_mask: 0.0000, loss: 0.6226 2022-05-11 08:05:36,561 - mmdet - INFO - Epoch [22][300/3992] lr: 1.000e-04, eta: 4 days, 1:54:41, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0294, loss_cls: 0.2484, acc: 91.8496, loss_bbox: 0.3086, loss_mask: 0.0000, loss: 0.6086 2022-05-11 08:06:01,832 - mmdet - INFO - Epoch [22][350/3992] lr: 1.000e-04, eta: 4 days, 1:54:21, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0320, loss_cls: 0.2536, acc: 91.5859, loss_bbox: 0.3145, loss_mask: 0.0000, loss: 0.6246 2022-05-11 08:06:26,776 - mmdet - INFO - Epoch [22][400/3992] lr: 1.000e-04, eta: 4 days, 1:53:59, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0345, loss_cls: 0.2892, acc: 90.5312, loss_bbox: 0.3445, loss_mask: 0.0000, loss: 0.6984 2022-05-11 08:06:51,771 - mmdet - INFO - Epoch [22][450/3992] lr: 1.000e-04, eta: 4 days, 1:53:37, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0370, loss_cls: 0.2572, acc: 91.1680, loss_bbox: 0.3236, loss_mask: 0.0000, loss: 0.6518 2022-05-11 08:07:18,575 - mmdet - INFO - Epoch [22][500/3992] lr: 1.000e-04, eta: 4 days, 1:53:30, time: 0.536, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0361, loss_cls: 0.2559, acc: 91.5664, loss_bbox: 0.3140, loss_mask: 0.0000, loss: 0.6371 2022-05-11 08:07:44,245 - mmdet - INFO - Epoch [22][550/3992] lr: 1.000e-04, eta: 4 days, 1:53:14, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0311, loss_cls: 0.2327, acc: 92.2715, loss_bbox: 0.2834, loss_mask: 0.0000, loss: 0.5707 2022-05-11 08:08:09,208 - mmdet - INFO - Epoch [22][600/3992] lr: 1.000e-04, eta: 4 days, 1:52:52, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0346, loss_cls: 0.2658, acc: 90.9434, loss_bbox: 0.3511, loss_mask: 0.0000, loss: 0.6768 2022-05-11 08:08:34,034 - mmdet - INFO - Epoch [22][650/3992] lr: 1.000e-04, eta: 4 days, 1:52:28, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0357, loss_cls: 0.2419, acc: 91.7500, loss_bbox: 0.3138, loss_mask: 0.0000, loss: 0.6143 2022-05-11 08:08:58,859 - mmdet - INFO - Epoch [22][700/3992] lr: 1.000e-04, eta: 4 days, 1:52:05, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0369, loss_cls: 0.2494, acc: 91.7559, loss_bbox: 0.3130, loss_mask: 0.0000, loss: 0.6282 2022-05-11 08:09:22,853 - mmdet - INFO - Epoch [22][750/3992] lr: 1.000e-04, eta: 4 days, 1:51:34, time: 0.480, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0304, loss_cls: 0.2513, acc: 91.9258, loss_bbox: 0.2935, loss_mask: 0.0000, loss: 0.6015 2022-05-11 08:09:47,345 - mmdet - INFO - Epoch [22][800/3992] lr: 1.000e-04, eta: 4 days, 1:51:08, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0307, loss_cls: 0.2445, acc: 92.1016, loss_bbox: 0.3004, loss_mask: 0.0000, loss: 0.6042 2022-05-11 08:10:13,045 - mmdet - INFO - Epoch [22][850/3992] lr: 1.000e-04, eta: 4 days, 1:50:52, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0351, loss_cls: 0.2781, acc: 90.8438, loss_bbox: 0.3204, loss_mask: 0.0000, loss: 0.6650 2022-05-11 08:10:38,824 - mmdet - INFO - Epoch [22][900/3992] lr: 1.000e-04, eta: 4 days, 1:50:37, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0326, loss_cls: 0.2744, acc: 90.6152, loss_bbox: 0.3402, loss_mask: 0.0000, loss: 0.6680 2022-05-11 08:11:02,704 - mmdet - INFO - Epoch [22][950/3992] lr: 1.000e-04, eta: 4 days, 1:50:05, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0344, loss_cls: 0.2684, acc: 90.9824, loss_bbox: 0.3257, loss_mask: 0.0000, loss: 0.6560 2022-05-11 08:11:26,035 - mmdet - INFO - Epoch [22][1000/3992] lr: 1.000e-04, eta: 4 days, 1:49:29, time: 0.467, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0300, loss_cls: 0.2792, acc: 90.9551, loss_bbox: 0.3292, loss_mask: 0.0000, loss: 0.6637 2022-05-11 08:11:51,622 - mmdet - INFO - Epoch [22][1050/3992] lr: 1.000e-04, eta: 4 days, 1:49:12, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0301, loss_cls: 0.2699, acc: 90.7695, loss_bbox: 0.3187, loss_mask: 0.0000, loss: 0.6456 2022-05-11 08:12:16,920 - mmdet - INFO - Epoch [22][1100/3992] lr: 1.000e-04, eta: 4 days, 1:48:53, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0317, loss_cls: 0.2727, acc: 91.3242, loss_bbox: 0.3155, loss_mask: 0.0000, loss: 0.6491 2022-05-11 08:12:41,432 - mmdet - INFO - Epoch [22][1150/3992] lr: 1.000e-04, eta: 4 days, 1:48:27, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0328, loss_cls: 0.2672, acc: 91.1074, loss_bbox: 0.3253, loss_mask: 0.0000, loss: 0.6551 2022-05-11 08:13:05,887 - mmdet - INFO - Epoch [22][1200/3992] lr: 1.000e-04, eta: 4 days, 1:48:00, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0278, loss_cls: 0.2458, acc: 92.3145, loss_bbox: 0.2781, loss_mask: 0.0000, loss: 0.5765 2022-05-11 08:13:30,409 - mmdet - INFO - Epoch [22][1250/3992] lr: 1.000e-04, eta: 4 days, 1:47:34, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0311, loss_cls: 0.2464, acc: 91.8359, loss_bbox: 0.2996, loss_mask: 0.0000, loss: 0.5979 2022-05-11 08:13:54,211 - mmdet - INFO - Epoch [22][1300/3992] lr: 1.000e-04, eta: 4 days, 1:47:02, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0330, loss_cls: 0.2800, acc: 90.5430, loss_bbox: 0.3299, loss_mask: 0.0000, loss: 0.6712 2022-05-11 08:14:19,245 - mmdet - INFO - Epoch [22][1350/3992] lr: 1.000e-04, eta: 4 days, 1:46:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0326, loss_cls: 0.2590, acc: 91.1289, loss_bbox: 0.3325, loss_mask: 0.0000, loss: 0.6454 2022-05-11 08:14:44,298 - mmdet - INFO - Epoch [22][1400/3992] lr: 1.000e-04, eta: 4 days, 1:46:19, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0325, loss_cls: 0.2743, acc: 90.9316, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.6761 2022-05-11 08:15:08,788 - mmdet - INFO - Epoch [22][1450/3992] lr: 1.000e-04, eta: 4 days, 1:45:53, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0290, loss_cls: 0.2534, acc: 91.4395, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.6229 2022-05-11 08:15:33,524 - mmdet - INFO - Epoch [22][1500/3992] lr: 1.000e-04, eta: 4 days, 1:45:28, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0400, loss_cls: 0.2870, acc: 91.0918, loss_bbox: 0.3310, loss_mask: 0.0000, loss: 0.6929 2022-05-11 08:15:59,015 - mmdet - INFO - Epoch [22][1550/3992] lr: 1.000e-04, eta: 4 days, 1:45:11, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0313, loss_cls: 0.2672, acc: 91.3828, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6465 2022-05-11 08:16:23,359 - mmdet - INFO - Epoch [22][1600/3992] lr: 1.000e-04, eta: 4 days, 1:44:43, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0323, loss_cls: 0.2576, acc: 91.2598, loss_bbox: 0.3318, loss_mask: 0.0000, loss: 0.6425 2022-05-11 08:16:49,099 - mmdet - INFO - Epoch [22][1650/3992] lr: 1.000e-04, eta: 4 days, 1:44:27, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0336, loss_cls: 0.2625, acc: 91.1113, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.6415 2022-05-11 08:17:14,355 - mmdet - INFO - Epoch [22][1700/3992] lr: 1.000e-04, eta: 4 days, 1:44:07, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0301, loss_cls: 0.2642, acc: 91.3496, loss_bbox: 0.3145, loss_mask: 0.0000, loss: 0.6289 2022-05-11 08:17:39,377 - mmdet - INFO - Epoch [22][1750/3992] lr: 1.000e-04, eta: 4 days, 1:43:46, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0308, loss_cls: 0.2610, acc: 90.9043, loss_bbox: 0.3323, loss_mask: 0.0000, loss: 0.6465 2022-05-11 08:18:03,894 - mmdet - INFO - Epoch [22][1800/3992] lr: 1.000e-04, eta: 4 days, 1:43:20, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0297, loss_cls: 0.2426, acc: 91.8145, loss_bbox: 0.3003, loss_mask: 0.0000, loss: 0.5996 2022-05-11 08:18:29,237 - mmdet - INFO - Epoch [22][1850/3992] lr: 1.000e-04, eta: 4 days, 1:43:00, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0351, loss_cls: 0.2814, acc: 90.8359, loss_bbox: 0.3412, loss_mask: 0.0000, loss: 0.6917 2022-05-11 08:18:53,632 - mmdet - INFO - Epoch [22][1900/3992] lr: 1.000e-04, eta: 4 days, 1:42:33, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0329, loss_cls: 0.2556, acc: 91.0293, loss_bbox: 0.3293, loss_mask: 0.0000, loss: 0.6466 2022-05-11 08:19:18,842 - mmdet - INFO - Epoch [22][1950/3992] lr: 1.000e-04, eta: 4 days, 1:42:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0352, loss_cls: 0.2706, acc: 91.0234, loss_bbox: 0.3269, loss_mask: 0.0000, loss: 0.6618 2022-05-11 08:19:44,307 - mmdet - INFO - Epoch [22][2000/3992] lr: 1.000e-04, eta: 4 days, 1:41:55, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0338, loss_cls: 0.2795, acc: 90.6191, loss_bbox: 0.3376, loss_mask: 0.0000, loss: 0.6816 2022-05-11 08:20:08,990 - mmdet - INFO - Epoch [22][2050/3992] lr: 1.000e-04, eta: 4 days, 1:41:30, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0304, loss_cls: 0.2202, acc: 92.5801, loss_bbox: 0.2739, loss_mask: 0.0000, loss: 0.5471 2022-05-11 08:20:34,006 - mmdet - INFO - Epoch [22][2100/3992] lr: 1.000e-04, eta: 4 days, 1:41:08, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0330, loss_cls: 0.2363, acc: 92.0957, loss_bbox: 0.2889, loss_mask: 0.0000, loss: 0.5800 2022-05-11 08:20:59,087 - mmdet - INFO - Epoch [22][2150/3992] lr: 1.000e-04, eta: 4 days, 1:40:47, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0324, loss_cls: 0.2378, acc: 91.8203, loss_bbox: 0.3122, loss_mask: 0.0000, loss: 0.6096 2022-05-11 08:21:23,549 - mmdet - INFO - Epoch [22][2200/3992] lr: 1.000e-04, eta: 4 days, 1:40:21, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0304, loss_cls: 0.2477, acc: 91.7812, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5942 2022-05-11 08:21:48,477 - mmdet - INFO - Epoch [22][2250/3992] lr: 1.000e-04, eta: 4 days, 1:39:58, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0373, loss_cls: 0.2869, acc: 90.5078, loss_bbox: 0.3461, loss_mask: 0.0000, loss: 0.6996 2022-05-11 08:22:13,279 - mmdet - INFO - Epoch [22][2300/3992] lr: 1.000e-04, eta: 4 days, 1:39:34, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0334, loss_cls: 0.2710, acc: 90.5020, loss_bbox: 0.3398, loss_mask: 0.0000, loss: 0.6668 2022-05-11 08:22:38,563 - mmdet - INFO - Epoch [22][2350/3992] lr: 1.000e-04, eta: 4 days, 1:39:15, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0293, loss_cls: 0.2490, acc: 91.3398, loss_bbox: 0.3133, loss_mask: 0.0000, loss: 0.6156 2022-05-11 08:23:02,554 - mmdet - INFO - Epoch [22][2400/3992] lr: 1.000e-04, eta: 4 days, 1:38:44, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0339, loss_cls: 0.2650, acc: 90.9941, loss_bbox: 0.3317, loss_mask: 0.0000, loss: 0.6664 2022-05-11 08:23:26,621 - mmdet - INFO - Epoch [22][2450/3992] lr: 1.000e-04, eta: 4 days, 1:38:14, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0326, loss_cls: 0.2547, acc: 91.7734, loss_bbox: 0.3178, loss_mask: 0.0000, loss: 0.6329 2022-05-11 08:23:51,527 - mmdet - INFO - Epoch [22][2500/3992] lr: 1.000e-04, eta: 4 days, 1:37:52, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0298, loss_cls: 0.2620, acc: 91.5156, loss_bbox: 0.3181, loss_mask: 0.0000, loss: 0.6404 2022-05-11 08:24:16,717 - mmdet - INFO - Epoch [22][2550/3992] lr: 1.000e-04, eta: 4 days, 1:37:31, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0317, loss_cls: 0.2567, acc: 91.4688, loss_bbox: 0.3019, loss_mask: 0.0000, loss: 0.6174 2022-05-11 08:24:41,346 - mmdet - INFO - Epoch [22][2600/3992] lr: 1.000e-04, eta: 4 days, 1:37:06, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0368, loss_cls: 0.2939, acc: 90.4629, loss_bbox: 0.3416, loss_mask: 0.0000, loss: 0.7003 2022-05-11 08:25:06,290 - mmdet - INFO - Epoch [22][2650/3992] lr: 1.000e-04, eta: 4 days, 1:36:44, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0300, loss_cls: 0.2592, acc: 91.6211, loss_bbox: 0.3074, loss_mask: 0.0000, loss: 0.6272 2022-05-11 08:25:31,517 - mmdet - INFO - Epoch [22][2700/3992] lr: 1.000e-04, eta: 4 days, 1:36:23, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0339, loss_cls: 0.2851, acc: 90.5078, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.7038 2022-05-11 08:25:56,015 - mmdet - INFO - Epoch [22][2750/3992] lr: 1.000e-04, eta: 4 days, 1:35:57, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0334, loss_cls: 0.2633, acc: 91.1895, loss_bbox: 0.3222, loss_mask: 0.0000, loss: 0.6490 2022-05-11 08:26:21,903 - mmdet - INFO - Epoch [22][2800/3992] lr: 1.000e-04, eta: 4 days, 1:35:42, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0294, loss_cls: 0.2487, acc: 91.5820, loss_bbox: 0.3206, loss_mask: 0.0000, loss: 0.6218 2022-05-11 08:26:47,535 - mmdet - INFO - Epoch [22][2850/3992] lr: 1.000e-04, eta: 4 days, 1:35:26, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0324, loss_cls: 0.2852, acc: 91.0703, loss_bbox: 0.3264, loss_mask: 0.0000, loss: 0.6687 2022-05-11 08:27:12,177 - mmdet - INFO - Epoch [22][2900/3992] lr: 1.000e-04, eta: 4 days, 1:35:01, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0291, loss_cls: 0.2561, acc: 91.6641, loss_bbox: 0.3125, loss_mask: 0.0000, loss: 0.6253 2022-05-11 08:27:36,849 - mmdet - INFO - Epoch [22][2950/3992] lr: 1.000e-04, eta: 4 days, 1:34:36, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0351, loss_cls: 0.2891, acc: 90.6641, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.6907 2022-05-11 08:28:01,047 - mmdet - INFO - Epoch [22][3000/3992] lr: 1.000e-04, eta: 4 days, 1:34:07, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0300, loss_cls: 0.2346, acc: 92.4551, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5806 2022-05-11 08:28:26,112 - mmdet - INFO - Epoch [22][3050/3992] lr: 1.000e-04, eta: 4 days, 1:33:46, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0347, loss_cls: 0.2696, acc: 91.2383, loss_bbox: 0.3107, loss_mask: 0.0000, loss: 0.6407 2022-05-11 08:28:51,655 - mmdet - INFO - Epoch [22][3100/3992] lr: 1.000e-04, eta: 4 days, 1:33:28, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0305, loss_cls: 0.2631, acc: 91.1309, loss_bbox: 0.3197, loss_mask: 0.0000, loss: 0.6416 2022-05-11 08:29:16,105 - mmdet - INFO - Epoch [22][3150/3992] lr: 1.000e-04, eta: 4 days, 1:33:01, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0365, loss_cls: 0.2725, acc: 90.8398, loss_bbox: 0.3427, loss_mask: 0.0000, loss: 0.6788 2022-05-11 08:29:41,562 - mmdet - INFO - Epoch [22][3200/3992] lr: 1.000e-04, eta: 4 days, 1:32:43, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0340, loss_cls: 0.2622, acc: 91.1660, loss_bbox: 0.3192, loss_mask: 0.0000, loss: 0.6408 2022-05-11 08:30:06,346 - mmdet - INFO - Epoch [22][3250/3992] lr: 1.000e-04, eta: 4 days, 1:32:19, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0303, loss_cls: 0.2326, acc: 92.2227, loss_bbox: 0.2905, loss_mask: 0.0000, loss: 0.5838 2022-05-11 08:30:31,674 - mmdet - INFO - Epoch [22][3300/3992] lr: 1.000e-04, eta: 4 days, 1:32:00, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0285, loss_cls: 0.2296, acc: 92.0938, loss_bbox: 0.2985, loss_mask: 0.0000, loss: 0.5875 2022-05-11 08:30:57,404 - mmdet - INFO - Epoch [22][3350/3992] lr: 1.000e-04, eta: 4 days, 1:31:44, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0326, loss_cls: 0.2659, acc: 91.0156, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6475 2022-05-11 08:31:21,748 - mmdet - INFO - Epoch [22][3400/3992] lr: 1.000e-04, eta: 4 days, 1:31:16, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0357, loss_cls: 0.2741, acc: 90.8496, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.6716 2022-05-11 08:31:46,692 - mmdet - INFO - Epoch [22][3450/3992] lr: 1.000e-04, eta: 4 days, 1:30:54, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0341, loss_cls: 0.2578, acc: 91.3828, loss_bbox: 0.3033, loss_mask: 0.0000, loss: 0.6231 2022-05-11 08:32:11,273 - mmdet - INFO - Epoch [22][3500/3992] lr: 1.000e-04, eta: 4 days, 1:30:28, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0354, loss_cls: 0.2557, acc: 91.3105, loss_bbox: 0.3324, loss_mask: 0.0000, loss: 0.6513 2022-05-11 08:32:36,993 - mmdet - INFO - Epoch [22][3550/3992] lr: 1.000e-04, eta: 4 days, 1:30:12, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0350, loss_cls: 0.2824, acc: 90.7754, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.6862 2022-05-11 08:33:02,812 - mmdet - INFO - Epoch [22][3600/3992] lr: 1.000e-04, eta: 4 days, 1:29:56, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0271, loss_cls: 0.2511, acc: 91.5879, loss_bbox: 0.3127, loss_mask: 0.0000, loss: 0.6156 2022-05-11 08:33:28,739 - mmdet - INFO - Epoch [22][3650/3992] lr: 1.000e-04, eta: 4 days, 1:29:42, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0367, loss_cls: 0.2657, acc: 91.1719, loss_bbox: 0.3208, loss_mask: 0.0000, loss: 0.6511 2022-05-11 08:33:53,688 - mmdet - INFO - Epoch [22][3700/3992] lr: 1.000e-04, eta: 4 days, 1:29:19, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0325, loss_cls: 0.2782, acc: 90.8750, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.6777 2022-05-11 08:34:18,416 - mmdet - INFO - Epoch [22][3750/3992] lr: 1.000e-04, eta: 4 days, 1:28:55, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0273, loss_cls: 0.2454, acc: 92.0547, loss_bbox: 0.3092, loss_mask: 0.0000, loss: 0.6068 2022-05-11 08:34:42,707 - mmdet - INFO - Epoch [22][3800/3992] lr: 1.000e-04, eta: 4 days, 1:28:27, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0349, loss_cls: 0.2734, acc: 90.7246, loss_bbox: 0.3316, loss_mask: 0.0000, loss: 0.6652 2022-05-11 08:35:07,796 - mmdet - INFO - Epoch [22][3850/3992] lr: 1.000e-04, eta: 4 days, 1:28:06, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0281, loss_cls: 0.2548, acc: 91.5918, loss_bbox: 0.3055, loss_mask: 0.0000, loss: 0.6134 2022-05-11 08:35:31,820 - mmdet - INFO - Epoch [22][3900/3992] lr: 1.000e-04, eta: 4 days, 1:27:36, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0315, loss_cls: 0.2565, acc: 91.3887, loss_bbox: 0.3133, loss_mask: 0.0000, loss: 0.6247 2022-05-11 08:35:56,431 - mmdet - INFO - Epoch [22][3950/3992] lr: 1.000e-04, eta: 4 days, 1:27:10, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0422, loss_cls: 0.2792, acc: 90.5605, loss_bbox: 0.3467, loss_mask: 0.0000, loss: 0.6998 2022-05-11 08:36:17,555 - mmdet - INFO - Saving checkpoint at 22 epochs 2022-05-11 08:42:48,600 - mmdet - INFO - Evaluating bbox... 2022-05-11 08:43:11,801 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.107 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.203 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.100 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.008 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.138 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.123 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-11 08:43:11,806 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.107 | table | 0.242 | desk | 0.090 | | sofa_chair | 0.432 | pillow | 0.074 | box | 0.017 | | garbage_bin | 0.327 | cabinet | 0.033 | drawer | 0.050 | | shelf | 0.102 | kitchen_counter | 0.148 | kitchen_cabinet | 0.155 | | cpu | 0.021 | bench | 0.132 | file_cabinet | 0.075 | | whiteboard | 0.118 | lamp | 0.196 | endtable | 0.123 | | bookshelf | 0.156 | coffee_table | 0.139 | dresser | 0.186 | | paper | 0.003 | printer | 0.166 | monitor | 0.194 | | back_pack | 0.025 | night_stand | 0.291 | door | 0.035 | | picture | 0.043 | ottoman | 0.228 | stool | 0.209 | | outlet | 0.000 | towel | 0.070 | tray | 0.012 | | bag | 0.025 | stove | 0.070 | bathtub | 0.340 | | scanner | 0.119 | cubby | 0.020 | mirror | 0.020 | | bottle | 0.003 | rack | 0.024 | cup | 0.063 | | thermos | 0.014 | island | 0.014 | counter | 0.012 | | bowl | 0.031 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.065 | | cart | 0.144 | tv_stand | 0.042 | poster | 0.000 | | soap_dispenser | 0.032 | toy | nan | chair | 0.303 | | sofa | 0.356 | plant | 0.036 | bed | 0.537 | | dining_table | 0.012 | toilet | 0.513 | tv | 0.173 | | laptop | 0.076 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.053 | telephone | 0.012 | microwave | 0.201 | | oven | 0.065 | paper_towel_dispenser | 0.250 | sink | 0.143 | | fridge | 0.109 | book | 0.011 | clock | 0.154 | | vase | 0.015 | fire_extinguisher | 0.013 | blinds | 0.005 | | podium | 0.148 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:11,810 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.243 | table | 0.463 | desk | 0.190 | | sofa_chair | 0.644 | pillow | 0.209 | box | 0.048 | | garbage_bin | 0.568 | cabinet | 0.065 | drawer | 0.082 | | shelf | 0.216 | kitchen_counter | 0.256 | kitchen_cabinet | 0.258 | | cpu | 0.052 | bench | 0.284 | file_cabinet | 0.115 | | whiteboard | 0.189 | lamp | 0.443 | endtable | 0.225 | | bookshelf | 0.325 | coffee_table | 0.289 | dresser | 0.316 | | paper | 0.007 | printer | 0.332 | monitor | 0.447 | | back_pack | 0.076 | night_stand | 0.519 | door | 0.060 | | picture | 0.079 | ottoman | 0.330 | stool | 0.439 | | outlet | 0.000 | towel | 0.112 | tray | 0.025 | | bag | 0.036 | stove | 0.122 | bathtub | 0.654 | | scanner | 0.175 | cubby | 0.038 | mirror | 0.053 | | bottle | 0.016 | rack | 0.038 | cup | 0.183 | | thermos | 0.073 | island | 0.035 | counter | 0.029 | | bowl | 0.100 | plate | 0.002 | organizer | 0.005 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.146 | | cart | 0.245 | tv_stand | 0.163 | poster | 0.000 | | soap_dispenser | 0.064 | toy | nan | chair | 0.657 | | sofa | 0.566 | plant | 0.087 | bed | 0.835 | | dining_table | 0.023 | toilet | 0.850 | tv | 0.331 | | laptop | 0.192 | mouse | 0.085 | basket | 0.000 | | keyboard | 0.153 | telephone | 0.039 | microwave | 0.377 | | oven | 0.137 | paper_towel_dispenser | 0.342 | sink | 0.435 | | fridge | 0.230 | book | 0.034 | clock | 0.236 | | vase | 0.034 | fire_extinguisher | 0.032 | blinds | 0.017 | | podium | 0.207 | others | 0.086 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:11,813 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.035 | table | 0.219 | desk | 0.066 | | sofa_chair | 0.497 | pillow | 0.026 | box | 0.007 | | garbage_bin | 0.334 | cabinet | 0.032 | drawer | 0.058 | | shelf | 0.088 | kitchen_counter | 0.142 | kitchen_cabinet | 0.174 | | cpu | 0.015 | bench | 0.100 | file_cabinet | 0.115 | | whiteboard | 0.126 | lamp | 0.154 | endtable | 0.121 | | bookshelf | 0.126 | coffee_table | 0.085 | dresser | 0.193 | | paper | 0.001 | printer | 0.130 | monitor | 0.153 | | back_pack | 0.008 | night_stand | 0.302 | door | 0.044 | | picture | 0.040 | ottoman | 0.274 | stool | 0.184 | | outlet | 0.000 | towel | 0.055 | tray | 0.018 | | bag | 0.028 | stove | 0.083 | bathtub | 0.372 | | scanner | 0.123 | cubby | 0.011 | mirror | 0.011 | | bottle | 0.000 | rack | 0.032 | cup | 0.023 | | thermos | 0.000 | island | 0.011 | counter | 0.008 | | bowl | 0.011 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.081 | | cart | 0.140 | tv_stand | 0.016 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.230 | | sofa | 0.377 | plant | 0.020 | bed | 0.620 | | dining_table | 0.002 | toilet | 0.602 | tv | 0.173 | | laptop | 0.042 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.011 | telephone | 0.001 | microwave | 0.134 | | oven | 0.073 | paper_towel_dispenser | 0.231 | sink | 0.036 | | fridge | 0.086 | book | 0.005 | clock | 0.193 | | vase | 0.005 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.126 | others | 0.020 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:11,813 - mmdet - INFO - Evaluating segm... 2022-05-11 08:43:39,321 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 08:43:39,325 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:39,328 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:39,331 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 08:43:39,761 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 08:43:39,762 - mmdet - INFO - Epoch(val) [22][2619] bbox_mAP: 0.1070, bbox_mAP_50: 0.2030, bbox_mAP_75: 0.1000, bbox_mAP_s: 0.0080, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1380, bbox_mAP_copypaste: 0.107 0.203 0.100 0.008 0.044 0.138, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 08:44:06,034 - mmdet - INFO - Epoch [23][50/3992] lr: 1.000e-04, eta: 4 days, 1:23:50, time: 0.525, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0297, loss_cls: 0.2430, acc: 91.8184, loss_bbox: 0.3124, loss_mask: 0.0000, loss: 0.6071 2022-05-11 08:44:30,461 - mmdet - INFO - Epoch [23][100/3992] lr: 1.000e-04, eta: 4 days, 1:23:23, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0310, loss_cls: 0.2586, acc: 91.5469, loss_bbox: 0.3155, loss_mask: 0.0000, loss: 0.6302 2022-05-11 08:44:54,610 - mmdet - INFO - Epoch [23][150/3992] lr: 1.000e-04, eta: 4 days, 1:22:54, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0305, loss_cls: 0.2325, acc: 92.1016, loss_bbox: 0.3026, loss_mask: 0.0000, loss: 0.5962 2022-05-11 08:45:19,731 - mmdet - INFO - Epoch [23][200/3992] lr: 1.000e-04, eta: 4 days, 1:22:33, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0353, loss_cls: 0.2541, acc: 91.2109, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.6677 2022-05-11 08:45:46,003 - mmdet - INFO - Epoch [23][250/3992] lr: 1.000e-04, eta: 4 days, 1:22:22, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0385, loss_cls: 0.2787, acc: 90.3281, loss_bbox: 0.3543, loss_mask: 0.0000, loss: 0.7009 2022-05-11 08:46:12,180 - mmdet - INFO - Epoch [23][300/3992] lr: 1.000e-04, eta: 4 days, 1:22:09, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0341, loss_cls: 0.2421, acc: 92.0039, loss_bbox: 0.3096, loss_mask: 0.0000, loss: 0.6089 2022-05-11 08:46:37,875 - mmdet - INFO - Epoch [23][350/3992] lr: 1.000e-04, eta: 4 days, 1:21:53, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0333, loss_cls: 0.2644, acc: 90.8652, loss_bbox: 0.3320, loss_mask: 0.0000, loss: 0.6628 2022-05-11 08:47:01,984 - mmdet - INFO - Epoch [23][400/3992] lr: 1.000e-04, eta: 4 days, 1:21:23, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0271, loss_cls: 0.2500, acc: 91.7363, loss_bbox: 0.2994, loss_mask: 0.0000, loss: 0.5988 2022-05-11 08:47:26,474 - mmdet - INFO - Epoch [23][450/3992] lr: 1.000e-04, eta: 4 days, 1:20:57, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0318, loss_cls: 0.2573, acc: 91.2988, loss_bbox: 0.3137, loss_mask: 0.0000, loss: 0.6369 2022-05-11 08:47:50,974 - mmdet - INFO - Epoch [23][500/3992] lr: 1.000e-04, eta: 4 days, 1:20:31, time: 0.490, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0268, loss_cls: 0.2267, acc: 92.2969, loss_bbox: 0.2804, loss_mask: 0.0000, loss: 0.5526 2022-05-11 08:48:15,268 - mmdet - INFO - Epoch [23][550/3992] lr: 1.000e-04, eta: 4 days, 1:20:03, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0283, loss_cls: 0.2416, acc: 92.1641, loss_bbox: 0.3035, loss_mask: 0.0000, loss: 0.5936 2022-05-11 08:48:40,087 - mmdet - INFO - Epoch [23][600/3992] lr: 1.000e-04, eta: 4 days, 1:19:40, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0338, loss_cls: 0.2739, acc: 91.0176, loss_bbox: 0.3437, loss_mask: 0.0000, loss: 0.6778 2022-05-11 08:49:05,199 - mmdet - INFO - Epoch [23][650/3992] lr: 1.000e-04, eta: 4 days, 1:19:19, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0323, loss_cls: 0.2422, acc: 91.6660, loss_bbox: 0.3142, loss_mask: 0.0000, loss: 0.6089 2022-05-11 08:49:31,096 - mmdet - INFO - Epoch [23][700/3992] lr: 1.000e-04, eta: 4 days, 1:19:04, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0304, loss_cls: 0.2769, acc: 91.0254, loss_bbox: 0.3331, loss_mask: 0.0000, loss: 0.6686 2022-05-11 08:49:55,186 - mmdet - INFO - Epoch [23][750/3992] lr: 1.000e-04, eta: 4 days, 1:18:34, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0312, loss_cls: 0.2639, acc: 91.1562, loss_bbox: 0.3126, loss_mask: 0.0000, loss: 0.6374 2022-05-11 08:50:20,525 - mmdet - INFO - Epoch [23][800/3992] lr: 1.000e-04, eta: 4 days, 1:18:15, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0346, loss_cls: 0.2625, acc: 91.1445, loss_bbox: 0.3423, loss_mask: 0.0000, loss: 0.6728 2022-05-11 08:50:45,174 - mmdet - INFO - Epoch [23][850/3992] lr: 1.000e-04, eta: 4 days, 1:17:50, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0346, loss_cls: 0.2801, acc: 90.6094, loss_bbox: 0.3391, loss_mask: 0.0000, loss: 0.6786 2022-05-11 08:51:10,305 - mmdet - INFO - Epoch [23][900/3992] lr: 1.000e-04, eta: 4 days, 1:17:29, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0336, loss_cls: 0.2523, acc: 91.5547, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.6347 2022-05-11 08:51:35,734 - mmdet - INFO - Epoch [23][950/3992] lr: 1.000e-04, eta: 4 days, 1:17:10, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0405, loss_cls: 0.2822, acc: 90.5840, loss_bbox: 0.3461, loss_mask: 0.0000, loss: 0.6985 2022-05-11 08:52:01,041 - mmdet - INFO - Epoch [23][1000/3992] lr: 1.000e-04, eta: 4 days, 1:16:51, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0335, loss_cls: 0.2631, acc: 91.3203, loss_bbox: 0.3130, loss_mask: 0.0000, loss: 0.6401 2022-05-11 08:52:26,603 - mmdet - INFO - Epoch [23][1050/3992] lr: 1.000e-04, eta: 4 days, 1:16:33, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0406, loss_cls: 0.2852, acc: 90.8203, loss_bbox: 0.3578, loss_mask: 0.0000, loss: 0.7160 2022-05-11 08:52:50,501 - mmdet - INFO - Epoch [23][1100/3992] lr: 1.000e-04, eta: 4 days, 1:16:02, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0373, loss_cls: 0.2598, acc: 90.7285, loss_bbox: 0.3376, loss_mask: 0.0000, loss: 0.6686 2022-05-11 08:53:16,377 - mmdet - INFO - Epoch [23][1150/3992] lr: 1.000e-04, eta: 4 days, 1:15:47, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0390, loss_cls: 0.2730, acc: 90.8145, loss_bbox: 0.3357, loss_mask: 0.0000, loss: 0.6734 2022-05-11 08:53:42,229 - mmdet - INFO - Epoch [23][1200/3992] lr: 1.000e-04, eta: 4 days, 1:15:32, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0369, loss_cls: 0.2926, acc: 90.1250, loss_bbox: 0.3645, loss_mask: 0.0000, loss: 0.7267 2022-05-11 08:54:07,086 - mmdet - INFO - Epoch [23][1250/3992] lr: 1.000e-04, eta: 4 days, 1:15:08, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0337, loss_cls: 0.2742, acc: 91.0039, loss_bbox: 0.3291, loss_mask: 0.0000, loss: 0.6658 2022-05-11 08:54:31,328 - mmdet - INFO - Epoch [23][1300/3992] lr: 1.000e-04, eta: 4 days, 1:14:40, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0326, loss_cls: 0.2577, acc: 91.5645, loss_bbox: 0.3139, loss_mask: 0.0000, loss: 0.6333 2022-05-11 08:54:54,356 - mmdet - INFO - Epoch [23][1350/3992] lr: 1.000e-04, eta: 4 days, 1:14:02, time: 0.461, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0304, loss_cls: 0.2555, acc: 91.5547, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.6344 2022-05-11 08:55:20,193 - mmdet - INFO - Epoch [23][1400/3992] lr: 1.000e-04, eta: 4 days, 1:13:47, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0285, loss_cls: 0.2302, acc: 92.4023, loss_bbox: 0.2923, loss_mask: 0.0000, loss: 0.5782 2022-05-11 08:55:44,748 - mmdet - INFO - Epoch [23][1450/3992] lr: 1.000e-04, eta: 4 days, 1:13:21, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0331, loss_cls: 0.2551, acc: 91.6484, loss_bbox: 0.3108, loss_mask: 0.0000, loss: 0.6272 2022-05-11 08:56:08,953 - mmdet - INFO - Epoch [23][1500/3992] lr: 1.000e-04, eta: 4 days, 1:12:53, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0339, loss_cls: 0.2359, acc: 92.5078, loss_bbox: 0.2878, loss_mask: 0.0000, loss: 0.5911 2022-05-11 08:56:33,319 - mmdet - INFO - Epoch [23][1550/3992] lr: 1.000e-04, eta: 4 days, 1:12:26, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0320, loss_cls: 0.2562, acc: 91.3418, loss_bbox: 0.3152, loss_mask: 0.0000, loss: 0.6287 2022-05-11 08:56:58,817 - mmdet - INFO - Epoch [23][1600/3992] lr: 1.000e-04, eta: 4 days, 1:12:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0313, loss_cls: 0.2529, acc: 91.5312, loss_bbox: 0.3053, loss_mask: 0.0000, loss: 0.6118 2022-05-11 08:57:23,590 - mmdet - INFO - Epoch [23][1650/3992] lr: 1.000e-04, eta: 4 days, 1:11:44, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0348, loss_cls: 0.2744, acc: 90.7012, loss_bbox: 0.3326, loss_mask: 0.0000, loss: 0.6714 2022-05-11 08:57:48,467 - mmdet - INFO - Epoch [23][1700/3992] lr: 1.000e-04, eta: 4 days, 1:11:21, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0336, loss_cls: 0.2841, acc: 90.5742, loss_bbox: 0.3553, loss_mask: 0.0000, loss: 0.7019 2022-05-11 08:58:14,043 - mmdet - INFO - Epoch [23][1750/3992] lr: 1.000e-04, eta: 4 days, 1:11:03, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0341, loss_cls: 0.2801, acc: 90.9707, loss_bbox: 0.3309, loss_mask: 0.0000, loss: 0.6753 2022-05-11 08:58:38,905 - mmdet - INFO - Epoch [23][1800/3992] lr: 1.000e-04, eta: 4 days, 1:10:40, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0319, loss_cls: 0.2739, acc: 90.7539, loss_bbox: 0.3415, loss_mask: 0.0000, loss: 0.6691 2022-05-11 08:59:03,647 - mmdet - INFO - Epoch [23][1850/3992] lr: 1.000e-04, eta: 4 days, 1:10:16, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0352, loss_cls: 0.2510, acc: 91.6328, loss_bbox: 0.2950, loss_mask: 0.0000, loss: 0.6119 2022-05-11 08:59:28,646 - mmdet - INFO - Epoch [23][1900/3992] lr: 1.000e-04, eta: 4 days, 1:09:53, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0317, loss_cls: 0.2494, acc: 91.7559, loss_bbox: 0.3122, loss_mask: 0.0000, loss: 0.6226 2022-05-11 08:59:53,254 - mmdet - INFO - Epoch [23][1950/3992] lr: 1.000e-04, eta: 4 days, 1:09:28, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0323, loss_cls: 0.2709, acc: 91.2637, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.6579 2022-05-11 09:00:18,392 - mmdet - INFO - Epoch [23][2000/3992] lr: 1.000e-04, eta: 4 days, 1:09:07, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0295, loss_cls: 0.2526, acc: 91.4648, loss_bbox: 0.3094, loss_mask: 0.0000, loss: 0.6146 2022-05-11 09:00:42,540 - mmdet - INFO - Epoch [23][2050/3992] lr: 1.000e-04, eta: 4 days, 1:08:38, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0296, loss_cls: 0.2503, acc: 91.4590, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6232 2022-05-11 09:01:07,082 - mmdet - INFO - Epoch [23][2100/3992] lr: 1.000e-04, eta: 4 days, 1:08:12, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0342, loss_cls: 0.2657, acc: 91.3652, loss_bbox: 0.3098, loss_mask: 0.0000, loss: 0.6441 2022-05-11 09:01:32,078 - mmdet - INFO - Epoch [23][2150/3992] lr: 1.000e-04, eta: 4 days, 1:07:50, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0373, loss_cls: 0.2482, acc: 91.6934, loss_bbox: 0.3278, loss_mask: 0.0000, loss: 0.6538 2022-05-11 09:01:57,678 - mmdet - INFO - Epoch [23][2200/3992] lr: 1.000e-04, eta: 4 days, 1:07:33, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0351, loss_cls: 0.2474, acc: 91.8965, loss_bbox: 0.3068, loss_mask: 0.0000, loss: 0.6159 2022-05-11 09:02:21,824 - mmdet - INFO - Epoch [23][2250/3992] lr: 1.000e-04, eta: 4 days, 1:07:04, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0354, loss_cls: 0.2793, acc: 90.9746, loss_bbox: 0.3462, loss_mask: 0.0000, loss: 0.6918 2022-05-11 09:02:47,353 - mmdet - INFO - Epoch [23][2300/3992] lr: 1.000e-04, eta: 4 days, 1:06:46, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0267, loss_cls: 0.2231, acc: 92.1914, loss_bbox: 0.2821, loss_mask: 0.0000, loss: 0.5504 2022-05-11 09:03:13,761 - mmdet - INFO - Epoch [23][2350/3992] lr: 1.000e-04, eta: 4 days, 1:06:35, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0317, loss_cls: 0.2542, acc: 91.3516, loss_bbox: 0.3148, loss_mask: 0.0000, loss: 0.6341 2022-05-11 09:03:40,118 - mmdet - INFO - Epoch [23][2400/3992] lr: 1.000e-04, eta: 4 days, 1:06:23, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0332, loss_cls: 0.2657, acc: 90.9629, loss_bbox: 0.3324, loss_mask: 0.0000, loss: 0.6644 2022-05-11 09:04:04,400 - mmdet - INFO - Epoch [23][2450/3992] lr: 1.000e-04, eta: 4 days, 1:05:55, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0310, loss_cls: 0.2445, acc: 91.6348, loss_bbox: 0.3018, loss_mask: 0.0000, loss: 0.6004 2022-05-11 09:04:29,018 - mmdet - INFO - Epoch [23][2500/3992] lr: 1.000e-04, eta: 4 days, 1:05:30, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0259, loss_cls: 0.2240, acc: 92.7070, loss_bbox: 0.2843, loss_mask: 0.0000, loss: 0.5527 2022-05-11 09:04:53,369 - mmdet - INFO - Epoch [23][2550/3992] lr: 1.000e-04, eta: 4 days, 1:05:03, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0304, loss_cls: 0.2593, acc: 91.7500, loss_bbox: 0.3100, loss_mask: 0.0000, loss: 0.6231 2022-05-11 09:05:17,680 - mmdet - INFO - Epoch [23][2600/3992] lr: 1.000e-04, eta: 4 days, 1:04:35, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0316, loss_cls: 0.2561, acc: 91.5469, loss_bbox: 0.2989, loss_mask: 0.0000, loss: 0.6236 2022-05-11 09:05:42,109 - mmdet - INFO - Epoch [23][2650/3992] lr: 1.000e-04, eta: 4 days, 1:04:09, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0327, loss_cls: 0.2775, acc: 90.4492, loss_bbox: 0.3381, loss_mask: 0.0000, loss: 0.6780 2022-05-11 09:06:06,738 - mmdet - INFO - Epoch [23][2700/3992] lr: 1.000e-04, eta: 4 days, 1:03:44, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0293, loss_cls: 0.2290, acc: 91.9102, loss_bbox: 0.2893, loss_mask: 0.0000, loss: 0.5694 2022-05-11 09:06:32,482 - mmdet - INFO - Epoch [23][2750/3992] lr: 1.000e-04, eta: 4 days, 1:03:27, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0287, loss_cls: 0.2306, acc: 92.3496, loss_bbox: 0.2779, loss_mask: 0.0000, loss: 0.5570 2022-05-11 09:06:57,053 - mmdet - INFO - Epoch [23][2800/3992] lr: 1.000e-04, eta: 4 days, 1:03:02, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0301, loss_cls: 0.2271, acc: 92.4941, loss_bbox: 0.2695, loss_mask: 0.0000, loss: 0.5507 2022-05-11 09:07:21,239 - mmdet - INFO - Epoch [23][2850/3992] lr: 1.000e-04, eta: 4 days, 1:02:33, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0278, loss_cls: 0.2331, acc: 92.1562, loss_bbox: 0.3007, loss_mask: 0.0000, loss: 0.5856 2022-05-11 09:07:44,782 - mmdet - INFO - Epoch [23][2900/3992] lr: 1.000e-04, eta: 4 days, 1:02:00, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0280, loss_cls: 0.2396, acc: 92.1289, loss_bbox: 0.2968, loss_mask: 0.0000, loss: 0.5871 2022-05-11 09:08:10,701 - mmdet - INFO - Epoch [23][2950/3992] lr: 1.000e-04, eta: 4 days, 1:01:45, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0357, loss_cls: 0.2613, acc: 91.4902, loss_bbox: 0.3343, loss_mask: 0.0000, loss: 0.6560 2022-05-11 09:08:35,658 - mmdet - INFO - Epoch [23][3000/3992] lr: 1.000e-04, eta: 4 days, 1:01:22, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0329, loss_cls: 0.2542, acc: 91.3184, loss_bbox: 0.3116, loss_mask: 0.0000, loss: 0.6229 2022-05-11 09:08:59,898 - mmdet - INFO - Epoch [23][3050/3992] lr: 1.000e-04, eta: 4 days, 1:00:54, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0361, loss_cls: 0.2476, acc: 91.8477, loss_bbox: 0.3175, loss_mask: 0.0000, loss: 0.6287 2022-05-11 09:09:24,798 - mmdet - INFO - Epoch [23][3100/3992] lr: 1.000e-04, eta: 4 days, 1:00:31, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0308, loss_cls: 0.2394, acc: 91.8555, loss_bbox: 0.3144, loss_mask: 0.0000, loss: 0.6064 2022-05-11 09:09:49,614 - mmdet - INFO - Epoch [23][3150/3992] lr: 1.000e-04, eta: 4 days, 1:00:07, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0321, loss_cls: 0.2415, acc: 91.8789, loss_bbox: 0.3046, loss_mask: 0.0000, loss: 0.6009 2022-05-11 09:10:14,091 - mmdet - INFO - Epoch [23][3200/3992] lr: 1.000e-04, eta: 4 days, 0:59:41, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0328, loss_cls: 0.2502, acc: 91.8496, loss_bbox: 0.3111, loss_mask: 0.0000, loss: 0.6188 2022-05-11 09:10:39,340 - mmdet - INFO - Epoch [23][3250/3992] lr: 1.000e-04, eta: 4 days, 0:59:21, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0387, loss_cls: 0.2505, acc: 91.7910, loss_bbox: 0.3143, loss_mask: 0.0000, loss: 0.6352 2022-05-11 09:11:03,655 - mmdet - INFO - Epoch [23][3300/3992] lr: 1.000e-04, eta: 4 days, 0:58:53, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0294, loss_cls: 0.2375, acc: 92.2363, loss_bbox: 0.2885, loss_mask: 0.0000, loss: 0.5771 2022-05-11 09:11:29,340 - mmdet - INFO - Epoch [23][3350/3992] lr: 1.000e-04, eta: 4 days, 0:58:36, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0319, loss_cls: 0.2596, acc: 91.2266, loss_bbox: 0.3321, loss_mask: 0.0000, loss: 0.6541 2022-05-11 09:11:53,094 - mmdet - INFO - Epoch [23][3400/3992] lr: 1.000e-04, eta: 4 days, 0:58:04, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0302, loss_cls: 0.2581, acc: 91.5820, loss_bbox: 0.3000, loss_mask: 0.0000, loss: 0.6152 2022-05-11 09:12:18,142 - mmdet - INFO - Epoch [23][3450/3992] lr: 1.000e-04, eta: 4 days, 0:57:43, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0324, loss_cls: 0.2605, acc: 91.4160, loss_bbox: 0.3230, loss_mask: 0.0000, loss: 0.6389 2022-05-11 09:12:43,564 - mmdet - INFO - Epoch [23][3500/3992] lr: 1.000e-04, eta: 4 days, 0:57:24, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0331, loss_cls: 0.2652, acc: 91.1055, loss_bbox: 0.3184, loss_mask: 0.0000, loss: 0.6457 2022-05-11 09:13:08,257 - mmdet - INFO - Epoch [23][3550/3992] lr: 1.000e-04, eta: 4 days, 0:56:59, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0293, loss_cls: 0.2487, acc: 91.8223, loss_bbox: 0.2984, loss_mask: 0.0000, loss: 0.5999 2022-05-11 09:13:33,938 - mmdet - INFO - Epoch [23][3600/3992] lr: 1.000e-04, eta: 4 days, 0:56:42, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0346, loss_cls: 0.2446, acc: 91.7285, loss_bbox: 0.3106, loss_mask: 0.0000, loss: 0.6137 2022-05-11 09:14:00,140 - mmdet - INFO - Epoch [23][3650/3992] lr: 1.000e-04, eta: 4 days, 0:56:29, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0319, loss_cls: 0.2410, acc: 91.7246, loss_bbox: 0.3103, loss_mask: 0.0000, loss: 0.6049 2022-05-11 09:14:25,414 - mmdet - INFO - Epoch [23][3700/3992] lr: 1.000e-04, eta: 4 days, 0:56:09, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0336, loss_cls: 0.2795, acc: 90.8477, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.6666 2022-05-11 09:14:49,875 - mmdet - INFO - Epoch [23][3750/3992] lr: 1.000e-04, eta: 4 days, 0:55:43, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0315, loss_cls: 0.2778, acc: 90.7227, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6684 2022-05-11 09:15:14,725 - mmdet - INFO - Epoch [23][3800/3992] lr: 1.000e-04, eta: 4 days, 0:55:19, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0367, loss_cls: 0.2767, acc: 91.0020, loss_bbox: 0.3367, loss_mask: 0.0000, loss: 0.6851 2022-05-11 09:15:39,694 - mmdet - INFO - Epoch [23][3850/3992] lr: 1.000e-04, eta: 4 days, 0:54:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0309, loss_cls: 0.2609, acc: 91.3105, loss_bbox: 0.3127, loss_mask: 0.0000, loss: 0.6276 2022-05-11 09:16:05,014 - mmdet - INFO - Epoch [23][3900/3992] lr: 1.000e-04, eta: 4 days, 0:54:37, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0331, loss_cls: 0.2777, acc: 90.8320, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6621 2022-05-11 09:16:30,687 - mmdet - INFO - Epoch [23][3950/3992] lr: 1.000e-04, eta: 4 days, 0:54:20, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0307, loss_cls: 0.2443, acc: 91.6641, loss_bbox: 0.3191, loss_mask: 0.0000, loss: 0.6173 2022-05-11 09:16:51,845 - mmdet - INFO - Saving checkpoint at 23 epochs 2022-05-11 09:23:15,198 - mmdet - INFO - Evaluating bbox... 2022-05-11 09:23:37,315 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.099 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.189 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.093 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.008 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.041 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.127 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.121 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.291 2022-05-11 09:23:37,319 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.220 | desk | 0.069 | | sofa_chair | 0.406 | pillow | 0.057 | box | 0.011 | | garbage_bin | 0.306 | cabinet | 0.024 | drawer | 0.030 | | shelf | 0.062 | kitchen_counter | 0.149 | kitchen_cabinet | 0.163 | | cpu | 0.040 | bench | 0.142 | file_cabinet | 0.024 | | whiteboard | 0.116 | lamp | 0.169 | endtable | 0.117 | | bookshelf | 0.125 | coffee_table | 0.153 | dresser | 0.138 | | paper | 0.003 | printer | 0.167 | monitor | 0.223 | | back_pack | 0.063 | night_stand | 0.255 | door | 0.013 | | picture | 0.032 | ottoman | 0.109 | stool | 0.225 | | outlet | 0.000 | towel | 0.036 | tray | 0.023 | | bag | 0.009 | stove | 0.040 | bathtub | 0.328 | | scanner | 0.121 | cubby | 0.019 | mirror | 0.020 | | bottle | 0.006 | rack | 0.009 | cup | 0.065 | | thermos | 0.012 | island | 0.102 | counter | 0.020 | | bowl | 0.040 | plate | 0.005 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.090 | tv_stand | 0.046 | poster | 0.000 | | soap_dispenser | 0.031 | toy | nan | chair | 0.311 | | sofa | 0.293 | plant | 0.030 | bed | 0.543 | | dining_table | 0.008 | toilet | 0.428 | tv | 0.222 | | laptop | 0.065 | mouse | 0.016 | basket | 0.001 | | keyboard | 0.042 | telephone | 0.005 | microwave | 0.131 | | oven | 0.008 | paper_towel_dispenser | 0.189 | sink | 0.102 | | fridge | 0.122 | book | 0.004 | clock | 0.098 | | vase | 0.074 | fire_extinguisher | 0.092 | blinds | 0.001 | | podium | 0.110 | others | 0.037 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:23:37,323 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.429 | desk | 0.149 | | sofa_chair | 0.612 | pillow | 0.147 | box | 0.032 | | garbage_bin | 0.534 | cabinet | 0.051 | drawer | 0.055 | | shelf | 0.154 | kitchen_counter | 0.301 | kitchen_cabinet | 0.273 | | cpu | 0.086 | bench | 0.272 | file_cabinet | 0.037 | | whiteboard | 0.218 | lamp | 0.385 | endtable | 0.241 | | bookshelf | 0.269 | coffee_table | 0.321 | dresser | 0.240 | | paper | 0.012 | printer | 0.291 | monitor | 0.519 | | back_pack | 0.162 | night_stand | 0.472 | door | 0.030 | | picture | 0.054 | ottoman | 0.164 | stool | 0.423 | | outlet | 0.000 | towel | 0.059 | tray | 0.070 | | bag | 0.015 | stove | 0.073 | bathtub | 0.573 | | scanner | 0.179 | cubby | 0.033 | mirror | 0.043 | | bottle | 0.016 | rack | 0.017 | cup | 0.171 | | thermos | 0.028 | island | 0.158 | counter | 0.033 | | bowl | 0.081 | plate | 0.043 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.322 | | cart | 0.166 | tv_stand | 0.134 | poster | 0.001 | | soap_dispenser | 0.048 | toy | nan | chair | 0.671 | | sofa | 0.463 | plant | 0.077 | bed | 0.845 | | dining_table | 0.016 | toilet | 0.821 | tv | 0.404 | | laptop | 0.143 | mouse | 0.069 | basket | 0.003 | | keyboard | 0.155 | telephone | 0.010 | microwave | 0.260 | | oven | 0.011 | paper_towel_dispenser | 0.295 | sink | 0.332 | | fridge | 0.233 | book | 0.011 | clock | 0.216 | | vase | 0.129 | fire_extinguisher | 0.157 | blinds | 0.002 | | podium | 0.140 | others | 0.093 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:23:37,326 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.102 | table | 0.200 | desk | 0.058 | | sofa_chair | 0.452 | pillow | 0.028 | box | 0.004 | | garbage_bin | 0.320 | cabinet | 0.024 | drawer | 0.033 | | shelf | 0.038 | kitchen_counter | 0.123 | kitchen_cabinet | 0.188 | | cpu | 0.014 | bench | 0.139 | file_cabinet | 0.035 | | whiteboard | 0.108 | lamp | 0.111 | endtable | 0.082 | | bookshelf | 0.097 | coffee_table | 0.148 | dresser | 0.142 | | paper | 0.001 | printer | 0.162 | monitor | 0.145 | | back_pack | 0.050 | night_stand | 0.242 | door | 0.009 | | picture | 0.035 | ottoman | 0.116 | stool | 0.225 | | outlet | 0.000 | towel | 0.036 | tray | 0.000 | | bag | 0.011 | stove | 0.039 | bathtub | 0.337 | | scanner | 0.170 | cubby | 0.017 | mirror | 0.025 | | bottle | 0.000 | rack | 0.008 | cup | 0.025 | | thermos | 0.002 | island | 0.116 | counter | 0.019 | | bowl | 0.039 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.219 | | cart | 0.067 | tv_stand | 0.022 | poster | 0.000 | | soap_dispenser | 0.030 | toy | nan | chair | 0.241 | | sofa | 0.311 | plant | 0.014 | bed | 0.636 | | dining_table | 0.005 | toilet | 0.440 | tv | 0.230 | | laptop | 0.027 | mouse | 0.001 | basket | 0.000 | | keyboard | 0.013 | telephone | 0.002 | microwave | 0.100 | | oven | 0.009 | paper_towel_dispenser | 0.203 | sink | 0.011 | | fridge | 0.093 | book | 0.002 | clock | 0.045 | | vase | 0.081 | fire_extinguisher | 0.129 | blinds | 0.002 | | podium | 0.137 | others | 0.022 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:23:37,326 - mmdet - INFO - Evaluating segm... 2022-05-11 09:24:04,094 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 09:24:04,099 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:24:04,103 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:24:04,106 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 09:24:04,562 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 09:24:04,562 - mmdet - INFO - Epoch(val) [23][2619] bbox_mAP: 0.0990, bbox_mAP_50: 0.1890, bbox_mAP_75: 0.0930, bbox_mAP_s: 0.0080, bbox_mAP_m: 0.0410, bbox_mAP_l: 0.1270, bbox_mAP_copypaste: 0.099 0.189 0.093 0.008 0.041 0.127, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 09:24:31,702 - mmdet - INFO - Epoch [24][50/3992] lr: 1.000e-04, eta: 4 days, 0:51:14, time: 0.543, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0302, loss_cls: 0.2505, acc: 91.9570, loss_bbox: 0.2863, loss_mask: 0.0000, loss: 0.5903 2022-05-11 09:24:55,517 - mmdet - INFO - Epoch [24][100/3992] lr: 1.000e-04, eta: 4 days, 0:50:42, time: 0.476, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0348, loss_cls: 0.2592, acc: 90.7461, loss_bbox: 0.3562, loss_mask: 0.0000, loss: 0.6743 2022-05-11 09:25:19,975 - mmdet - INFO - Epoch [24][150/3992] lr: 1.000e-04, eta: 4 days, 0:50:16, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0253, loss_cls: 0.2271, acc: 92.4238, loss_bbox: 0.2857, loss_mask: 0.0000, loss: 0.5615 2022-05-11 09:25:46,102 - mmdet - INFO - Epoch [24][200/3992] lr: 1.000e-04, eta: 4 days, 0:50:03, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0331, loss_cls: 0.2620, acc: 91.6348, loss_bbox: 0.3313, loss_mask: 0.0000, loss: 0.6504 2022-05-11 09:26:11,224 - mmdet - INFO - Epoch [24][250/3992] lr: 1.000e-04, eta: 4 days, 0:49:41, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0306, loss_cls: 0.2627, acc: 90.9707, loss_bbox: 0.3237, loss_mask: 0.0000, loss: 0.6373 2022-05-11 09:26:36,448 - mmdet - INFO - Epoch [24][300/3992] lr: 1.000e-04, eta: 4 days, 0:49:21, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0363, loss_cls: 0.2872, acc: 90.8945, loss_bbox: 0.3364, loss_mask: 0.0000, loss: 0.6851 2022-05-11 09:27:00,658 - mmdet - INFO - Epoch [24][350/3992] lr: 1.000e-04, eta: 4 days, 0:48:53, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0356, loss_cls: 0.2801, acc: 90.8125, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.6811 2022-05-11 09:27:25,871 - mmdet - INFO - Epoch [24][400/3992] lr: 1.000e-04, eta: 4 days, 0:48:32, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0328, loss_cls: 0.2597, acc: 91.3262, loss_bbox: 0.3241, loss_mask: 0.0000, loss: 0.6432 2022-05-11 09:27:50,845 - mmdet - INFO - Epoch [24][450/3992] lr: 1.000e-04, eta: 4 days, 0:48:10, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0295, loss_cls: 0.2661, acc: 91.2871, loss_bbox: 0.3099, loss_mask: 0.0000, loss: 0.6305 2022-05-11 09:28:17,078 - mmdet - INFO - Epoch [24][500/3992] lr: 1.000e-04, eta: 4 days, 0:47:57, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0341, loss_cls: 0.3159, acc: 89.6074, loss_bbox: 0.3616, loss_mask: 0.0000, loss: 0.7365 2022-05-11 09:28:41,677 - mmdet - INFO - Epoch [24][550/3992] lr: 1.000e-04, eta: 4 days, 0:47:32, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0349, loss_cls: 0.2647, acc: 90.8965, loss_bbox: 0.3353, loss_mask: 0.0000, loss: 0.6617 2022-05-11 09:29:07,475 - mmdet - INFO - Epoch [24][600/3992] lr: 1.000e-04, eta: 4 days, 0:47:16, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0347, loss_cls: 0.2341, acc: 92.1289, loss_bbox: 0.2908, loss_mask: 0.0000, loss: 0.5846 2022-05-11 09:29:31,339 - mmdet - INFO - Epoch [24][650/3992] lr: 1.000e-04, eta: 4 days, 0:46:45, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0326, loss_cls: 0.2448, acc: 91.6230, loss_bbox: 0.3113, loss_mask: 0.0000, loss: 0.6128 2022-05-11 09:29:56,373 - mmdet - INFO - Epoch [24][700/3992] lr: 1.000e-04, eta: 4 days, 0:46:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0302, loss_cls: 0.2456, acc: 91.5000, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6098 2022-05-11 09:30:21,305 - mmdet - INFO - Epoch [24][750/3992] lr: 1.000e-04, eta: 4 days, 0:46:00, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0365, loss_cls: 0.2553, acc: 91.4375, loss_bbox: 0.3184, loss_mask: 0.0000, loss: 0.6493 2022-05-11 09:30:46,809 - mmdet - INFO - Epoch [24][800/3992] lr: 1.000e-04, eta: 4 days, 0:45:42, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0390, loss_cls: 0.2730, acc: 90.9473, loss_bbox: 0.3448, loss_mask: 0.0000, loss: 0.6798 2022-05-11 09:31:12,160 - mmdet - INFO - Epoch [24][850/3992] lr: 1.000e-04, eta: 4 days, 0:45:22, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0326, loss_cls: 0.2618, acc: 91.2051, loss_bbox: 0.3438, loss_mask: 0.0000, loss: 0.6681 2022-05-11 09:31:38,324 - mmdet - INFO - Epoch [24][900/3992] lr: 1.000e-04, eta: 4 days, 0:45:09, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0371, loss_cls: 0.2751, acc: 90.7559, loss_bbox: 0.3371, loss_mask: 0.0000, loss: 0.6771 2022-05-11 09:32:04,070 - mmdet - INFO - Epoch [24][950/3992] lr: 1.000e-04, eta: 4 days, 0:44:52, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0315, loss_cls: 0.2721, acc: 90.8730, loss_bbox: 0.3361, loss_mask: 0.0000, loss: 0.6649 2022-05-11 09:32:29,275 - mmdet - INFO - Epoch [24][1000/3992] lr: 1.000e-04, eta: 4 days, 0:44:31, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0315, loss_cls: 0.2485, acc: 91.3574, loss_bbox: 0.3251, loss_mask: 0.0000, loss: 0.6283 2022-05-11 09:32:54,182 - mmdet - INFO - Epoch [24][1050/3992] lr: 1.000e-04, eta: 4 days, 0:44:08, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0360, loss_cls: 0.2697, acc: 90.4766, loss_bbox: 0.3504, loss_mask: 0.0000, loss: 0.6801 2022-05-11 09:33:19,855 - mmdet - INFO - Epoch [24][1100/3992] lr: 1.000e-04, eta: 4 days, 0:43:51, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0275, loss_cls: 0.2220, acc: 92.2148, loss_bbox: 0.2894, loss_mask: 0.0000, loss: 0.5627 2022-05-11 09:33:45,424 - mmdet - INFO - Epoch [24][1150/3992] lr: 1.000e-04, eta: 4 days, 0:43:33, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0372, loss_cls: 0.2534, acc: 91.2617, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.6292 2022-05-11 09:34:09,741 - mmdet - INFO - Epoch [24][1200/3992] lr: 1.000e-04, eta: 4 days, 0:43:06, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0293, loss_cls: 0.2523, acc: 91.4297, loss_bbox: 0.3061, loss_mask: 0.0000, loss: 0.6179 2022-05-11 09:34:35,318 - mmdet - INFO - Epoch [24][1250/3992] lr: 1.000e-04, eta: 4 days, 0:42:48, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0380, loss_cls: 0.2605, acc: 91.0820, loss_bbox: 0.3395, loss_mask: 0.0000, loss: 0.6668 2022-05-11 09:34:59,259 - mmdet - INFO - Epoch [24][1300/3992] lr: 1.000e-04, eta: 4 days, 0:42:18, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0348, loss_cls: 0.2596, acc: 91.4043, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.6470 2022-05-11 09:35:23,699 - mmdet - INFO - Epoch [24][1350/3992] lr: 1.000e-04, eta: 4 days, 0:41:51, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0321, loss_cls: 0.2665, acc: 91.4102, loss_bbox: 0.3230, loss_mask: 0.0000, loss: 0.6492 2022-05-11 09:35:49,029 - mmdet - INFO - Epoch [24][1400/3992] lr: 1.000e-04, eta: 4 days, 0:41:31, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0323, loss_cls: 0.2476, acc: 91.2734, loss_bbox: 0.3197, loss_mask: 0.0000, loss: 0.6273 2022-05-11 09:36:14,283 - mmdet - INFO - Epoch [24][1450/3992] lr: 1.000e-04, eta: 4 days, 0:41:11, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0347, loss_cls: 0.2638, acc: 90.6445, loss_bbox: 0.3407, loss_mask: 0.0000, loss: 0.6636 2022-05-11 09:36:38,330 - mmdet - INFO - Epoch [24][1500/3992] lr: 1.000e-04, eta: 4 days, 0:40:42, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0313, loss_cls: 0.2444, acc: 91.6738, loss_bbox: 0.3182, loss_mask: 0.0000, loss: 0.6163 2022-05-11 09:37:03,042 - mmdet - INFO - Epoch [24][1550/3992] lr: 1.000e-04, eta: 4 days, 0:40:17, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0313, loss_cls: 0.2520, acc: 91.8477, loss_bbox: 0.3042, loss_mask: 0.0000, loss: 0.6194 2022-05-11 09:37:28,790 - mmdet - INFO - Epoch [24][1600/3992] lr: 1.000e-04, eta: 4 days, 0:40:01, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0327, loss_cls: 0.2646, acc: 91.3594, loss_bbox: 0.3198, loss_mask: 0.0000, loss: 0.6443 2022-05-11 09:37:53,597 - mmdet - INFO - Epoch [24][1650/3992] lr: 1.000e-04, eta: 4 days, 0:39:37, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0288, loss_cls: 0.2415, acc: 92.0352, loss_bbox: 0.2887, loss_mask: 0.0000, loss: 0.5823 2022-05-11 09:38:17,252 - mmdet - INFO - Epoch [24][1700/3992] lr: 1.000e-04, eta: 4 days, 0:39:04, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0310, loss_cls: 0.2419, acc: 92.0605, loss_bbox: 0.2961, loss_mask: 0.0000, loss: 0.5973 2022-05-11 09:38:42,948 - mmdet - INFO - Epoch [24][1750/3992] lr: 1.000e-04, eta: 4 days, 0:38:47, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0320, loss_cls: 0.2322, acc: 92.3809, loss_bbox: 0.2798, loss_mask: 0.0000, loss: 0.5701 2022-05-11 09:39:08,065 - mmdet - INFO - Epoch [24][1800/3992] lr: 1.000e-04, eta: 4 days, 0:38:26, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0296, loss_cls: 0.2484, acc: 91.6055, loss_bbox: 0.3079, loss_mask: 0.0000, loss: 0.6084 2022-05-11 09:39:33,282 - mmdet - INFO - Epoch [24][1850/3992] lr: 1.000e-04, eta: 4 days, 0:38:05, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0375, loss_cls: 0.2713, acc: 90.8809, loss_bbox: 0.3397, loss_mask: 0.0000, loss: 0.6761 2022-05-11 09:39:58,349 - mmdet - INFO - Epoch [24][1900/3992] lr: 1.000e-04, eta: 4 days, 0:37:43, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0314, loss_cls: 0.2425, acc: 92.0000, loss_bbox: 0.3099, loss_mask: 0.0000, loss: 0.6084 2022-05-11 09:40:22,825 - mmdet - INFO - Epoch [24][1950/3992] lr: 1.000e-04, eta: 4 days, 0:37:17, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0368, loss_cls: 0.2509, acc: 91.5781, loss_bbox: 0.3137, loss_mask: 0.0000, loss: 0.6240 2022-05-11 09:40:48,003 - mmdet - INFO - Epoch [24][2000/3992] lr: 1.000e-04, eta: 4 days, 0:36:56, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0311, loss_cls: 0.2557, acc: 91.5137, loss_bbox: 0.3108, loss_mask: 0.0000, loss: 0.6195 2022-05-11 09:41:12,593 - mmdet - INFO - Epoch [24][2050/3992] lr: 1.000e-04, eta: 4 days, 0:36:31, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0302, loss_cls: 0.2811, acc: 91.0117, loss_bbox: 0.3227, loss_mask: 0.0000, loss: 0.6689 2022-05-11 09:41:36,584 - mmdet - INFO - Epoch [24][2100/3992] lr: 1.000e-04, eta: 4 days, 0:36:01, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0300, loss_cls: 0.2166, acc: 92.6816, loss_bbox: 0.2872, loss_mask: 0.0000, loss: 0.5658 2022-05-11 09:42:01,476 - mmdet - INFO - Epoch [24][2150/3992] lr: 1.000e-04, eta: 4 days, 0:35:38, time: 0.498, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0311, loss_cls: 0.2138, acc: 92.7324, loss_bbox: 0.2799, loss_mask: 0.0000, loss: 0.5466 2022-05-11 09:42:25,591 - mmdet - INFO - Epoch [24][2200/3992] lr: 1.000e-04, eta: 4 days, 0:35:09, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0310, loss_cls: 0.2397, acc: 92.1953, loss_bbox: 0.2987, loss_mask: 0.0000, loss: 0.5937 2022-05-11 09:42:49,936 - mmdet - INFO - Epoch [24][2250/3992] lr: 1.000e-04, eta: 4 days, 0:34:42, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0288, loss_cls: 0.2422, acc: 91.7129, loss_bbox: 0.3014, loss_mask: 0.0000, loss: 0.6058 2022-05-11 09:43:14,716 - mmdet - INFO - Epoch [24][2300/3992] lr: 1.000e-04, eta: 4 days, 0:34:18, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0328, loss_cls: 0.2323, acc: 91.8965, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.5982 2022-05-11 09:43:38,962 - mmdet - INFO - Epoch [24][2350/3992] lr: 1.000e-04, eta: 4 days, 0:33:50, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0292, loss_cls: 0.2221, acc: 92.2188, loss_bbox: 0.2910, loss_mask: 0.0000, loss: 0.5686 2022-05-11 09:44:03,142 - mmdet - INFO - Epoch [24][2400/3992] lr: 1.000e-04, eta: 4 days, 0:33:21, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0317, loss_cls: 0.2420, acc: 91.6074, loss_bbox: 0.3108, loss_mask: 0.0000, loss: 0.6071 2022-05-11 09:44:27,202 - mmdet - INFO - Epoch [24][2450/3992] lr: 1.000e-04, eta: 4 days, 0:32:52, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0361, loss_cls: 0.2775, acc: 90.8281, loss_bbox: 0.3351, loss_mask: 0.0000, loss: 0.6786 2022-05-11 09:44:52,642 - mmdet - INFO - Epoch [24][2500/3992] lr: 1.000e-04, eta: 4 days, 0:32:33, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0305, loss_cls: 0.2631, acc: 91.6562, loss_bbox: 0.3164, loss_mask: 0.0000, loss: 0.6315 2022-05-11 09:45:18,402 - mmdet - INFO - Epoch [24][2550/3992] lr: 1.000e-04, eta: 4 days, 0:32:17, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0303, loss_cls: 0.2462, acc: 91.7227, loss_bbox: 0.3049, loss_mask: 0.0000, loss: 0.6034 2022-05-11 09:45:43,430 - mmdet - INFO - Epoch [24][2600/3992] lr: 1.000e-04, eta: 4 days, 0:31:54, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0325, loss_cls: 0.2491, acc: 91.6270, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6244 2022-05-11 09:46:08,868 - mmdet - INFO - Epoch [24][2650/3992] lr: 1.000e-04, eta: 4 days, 0:31:35, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0322, loss_cls: 0.2674, acc: 91.3789, loss_bbox: 0.3240, loss_mask: 0.0000, loss: 0.6461 2022-05-11 09:46:33,510 - mmdet - INFO - Epoch [24][2700/3992] lr: 1.000e-04, eta: 4 days, 0:31:10, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0303, loss_cls: 0.2261, acc: 92.6719, loss_bbox: 0.2928, loss_mask: 0.0000, loss: 0.5703 2022-05-11 09:46:58,394 - mmdet - INFO - Epoch [24][2750/3992] lr: 1.000e-04, eta: 4 days, 0:30:47, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0357, loss_cls: 0.2248, acc: 91.9707, loss_bbox: 0.3098, loss_mask: 0.0000, loss: 0.5976 2022-05-11 09:47:23,266 - mmdet - INFO - Epoch [24][2800/3992] lr: 1.000e-04, eta: 4 days, 0:30:24, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0355, loss_cls: 0.2810, acc: 90.5078, loss_bbox: 0.3443, loss_mask: 0.0000, loss: 0.6910 2022-05-11 09:47:48,813 - mmdet - INFO - Epoch [24][2850/3992] lr: 1.000e-04, eta: 4 days, 0:30:06, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0326, loss_cls: 0.2645, acc: 91.4258, loss_bbox: 0.3286, loss_mask: 0.0000, loss: 0.6517 2022-05-11 09:48:13,032 - mmdet - INFO - Epoch [24][2900/3992] lr: 1.000e-04, eta: 4 days, 0:29:38, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0276, loss_cls: 0.2330, acc: 92.2734, loss_bbox: 0.2988, loss_mask: 0.0000, loss: 0.5864 2022-05-11 09:48:38,071 - mmdet - INFO - Epoch [24][2950/3992] lr: 1.000e-04, eta: 4 days, 0:29:15, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0340, loss_cls: 0.2469, acc: 91.2344, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6407 2022-05-11 09:49:03,353 - mmdet - INFO - Epoch [24][3000/3992] lr: 1.000e-04, eta: 4 days, 0:28:55, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0314, loss_cls: 0.2419, acc: 91.9023, loss_bbox: 0.3127, loss_mask: 0.0000, loss: 0.6142 2022-05-11 09:49:29,032 - mmdet - INFO - Epoch [24][3050/3992] lr: 1.000e-04, eta: 4 days, 0:28:38, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0326, loss_cls: 0.2527, acc: 91.2969, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6369 2022-05-11 09:49:54,073 - mmdet - INFO - Epoch [24][3100/3992] lr: 1.000e-04, eta: 4 days, 0:28:16, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0343, loss_cls: 0.2707, acc: 90.7012, loss_bbox: 0.3314, loss_mask: 0.0000, loss: 0.6623 2022-05-11 09:50:18,684 - mmdet - INFO - Epoch [24][3150/3992] lr: 1.000e-04, eta: 4 days, 0:27:51, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0323, loss_cls: 0.2339, acc: 91.9199, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5774 2022-05-11 09:50:42,978 - mmdet - INFO - Epoch [24][3200/3992] lr: 1.000e-04, eta: 4 days, 0:27:23, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0308, loss_cls: 0.2379, acc: 91.8848, loss_bbox: 0.3136, loss_mask: 0.0000, loss: 0.6076 2022-05-11 09:51:09,221 - mmdet - INFO - Epoch [24][3250/3992] lr: 1.000e-04, eta: 4 days, 0:27:10, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0285, loss_cls: 0.2356, acc: 91.9902, loss_bbox: 0.2788, loss_mask: 0.0000, loss: 0.5745 2022-05-11 09:51:34,184 - mmdet - INFO - Epoch [24][3300/3992] lr: 1.000e-04, eta: 4 days, 0:26:47, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0321, loss_cls: 0.2432, acc: 92.0137, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5900 2022-05-11 09:51:59,710 - mmdet - INFO - Epoch [24][3350/3992] lr: 1.000e-04, eta: 4 days, 0:26:29, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0304, loss_cls: 0.2646, acc: 91.2656, loss_bbox: 0.3115, loss_mask: 0.0000, loss: 0.6327 2022-05-11 09:52:25,067 - mmdet - INFO - Epoch [24][3400/3992] lr: 1.000e-04, eta: 4 days, 0:26:09, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0328, loss_cls: 0.2532, acc: 91.5215, loss_bbox: 0.3037, loss_mask: 0.0000, loss: 0.6207 2022-05-11 09:52:50,709 - mmdet - INFO - Epoch [24][3450/3992] lr: 1.000e-04, eta: 4 days, 0:25:51, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0337, loss_cls: 0.2426, acc: 91.5684, loss_bbox: 0.3294, loss_mask: 0.0000, loss: 0.6295 2022-05-11 09:53:15,734 - mmdet - INFO - Epoch [24][3500/3992] lr: 1.000e-04, eta: 4 days, 0:25:29, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0350, loss_cls: 0.2515, acc: 91.8027, loss_bbox: 0.3081, loss_mask: 0.0000, loss: 0.6309 2022-05-11 09:53:40,065 - mmdet - INFO - Epoch [24][3550/3992] lr: 1.000e-04, eta: 4 days, 0:25:02, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0302, loss_cls: 0.2369, acc: 91.9668, loss_bbox: 0.3142, loss_mask: 0.0000, loss: 0.6030 2022-05-11 09:54:05,366 - mmdet - INFO - Epoch [24][3600/3992] lr: 1.000e-04, eta: 4 days, 0:24:42, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0389, loss_cls: 0.2817, acc: 90.6250, loss_bbox: 0.3455, loss_mask: 0.0000, loss: 0.6962 2022-05-11 09:54:29,561 - mmdet - INFO - Epoch [24][3650/3992] lr: 1.000e-04, eta: 4 days, 0:24:14, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0350, loss_cls: 0.2856, acc: 90.5859, loss_bbox: 0.3386, loss_mask: 0.0000, loss: 0.6934 2022-05-11 09:54:54,773 - mmdet - INFO - Epoch [24][3700/3992] lr: 1.000e-04, eta: 4 days, 0:23:53, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0330, loss_cls: 0.2574, acc: 91.4629, loss_bbox: 0.3266, loss_mask: 0.0000, loss: 0.6451 2022-05-11 09:55:19,900 - mmdet - INFO - Epoch [24][3750/3992] lr: 1.000e-04, eta: 4 days, 0:23:31, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0316, loss_cls: 0.2649, acc: 91.1230, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6520 2022-05-11 09:55:45,255 - mmdet - INFO - Epoch [24][3800/3992] lr: 1.000e-04, eta: 4 days, 0:23:11, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0326, loss_cls: 0.2551, acc: 91.7461, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6267 2022-05-11 09:56:11,193 - mmdet - INFO - Epoch [24][3850/3992] lr: 1.000e-04, eta: 4 days, 0:22:56, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0342, loss_cls: 0.2647, acc: 91.2324, loss_bbox: 0.3212, loss_mask: 0.0000, loss: 0.6503 2022-05-11 09:56:36,256 - mmdet - INFO - Epoch [24][3900/3992] lr: 1.000e-04, eta: 4 days, 0:22:34, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0346, loss_cls: 0.2499, acc: 91.2734, loss_bbox: 0.3177, loss_mask: 0.0000, loss: 0.6283 2022-05-11 09:57:01,784 - mmdet - INFO - Epoch [24][3950/3992] lr: 1.000e-04, eta: 4 days, 0:22:16, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0339, loss_cls: 0.2446, acc: 91.6680, loss_bbox: 0.3076, loss_mask: 0.0000, loss: 0.6129 2022-05-11 09:57:23,318 - mmdet - INFO - Saving checkpoint at 24 epochs 2022-05-11 10:03:32,680 - mmdet - INFO - Evaluating bbox... 2022-05-11 10:03:53,470 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.102 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.197 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.096 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.038 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.127 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.242 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.242 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.242 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.115 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.282 2022-05-11 10:03:53,474 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.099 | table | 0.253 | desk | 0.087 | | sofa_chair | 0.463 | pillow | 0.049 | box | 0.024 | | garbage_bin | 0.308 | cabinet | 0.031 | drawer | 0.035 | | shelf | 0.086 | kitchen_counter | 0.138 | kitchen_cabinet | 0.176 | | cpu | 0.014 | bench | 0.126 | file_cabinet | 0.049 | | whiteboard | 0.087 | lamp | 0.211 | endtable | 0.098 | | bookshelf | 0.165 | coffee_table | 0.141 | dresser | 0.144 | | paper | 0.003 | printer | 0.111 | monitor | 0.209 | | back_pack | 0.046 | night_stand | 0.233 | door | 0.029 | | picture | 0.023 | ottoman | 0.125 | stool | 0.199 | | outlet | 0.000 | towel | 0.038 | tray | 0.012 | | bag | 0.008 | stove | 0.058 | bathtub | 0.351 | | scanner | 0.147 | cubby | 0.011 | mirror | 0.010 | | bottle | 0.002 | rack | 0.003 | cup | 0.051 | | thermos | 0.013 | island | 0.054 | counter | 0.013 | | bowl | 0.054 | plate | 0.003 | organizer | 0.002 | | switch | 0.002 | pen | 0.004 | coffee_maker | 0.054 | | cart | 0.118 | tv_stand | 0.030 | poster | 0.000 | | soap_dispenser | 0.003 | toy | nan | chair | 0.318 | | sofa | 0.313 | plant | 0.025 | bed | 0.529 | | dining_table | 0.004 | toilet | 0.506 | tv | 0.258 | | laptop | 0.094 | mouse | 0.027 | basket | 0.002 | | keyboard | 0.051 | telephone | 0.008 | microwave | 0.195 | | oven | 0.044 | paper_towel_dispenser | 0.244 | sink | 0.140 | | fridge | 0.110 | book | 0.006 | clock | 0.088 | | vase | 0.056 | fire_extinguisher | 0.058 | blinds | 0.003 | | podium | 0.152 | others | 0.038 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:03:53,478 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.232 | table | 0.471 | desk | 0.185 | | sofa_chair | 0.671 | pillow | 0.126 | box | 0.049 | | garbage_bin | 0.548 | cabinet | 0.060 | drawer | 0.069 | | shelf | 0.186 | kitchen_counter | 0.251 | kitchen_cabinet | 0.281 | | cpu | 0.044 | bench | 0.268 | file_cabinet | 0.076 | | whiteboard | 0.156 | lamp | 0.457 | endtable | 0.203 | | bookshelf | 0.340 | coffee_table | 0.292 | dresser | 0.240 | | paper | 0.010 | printer | 0.221 | monitor | 0.485 | | back_pack | 0.121 | night_stand | 0.459 | door | 0.043 | | picture | 0.048 | ottoman | 0.204 | stool | 0.418 | | outlet | 0.000 | towel | 0.073 | tray | 0.024 | | bag | 0.015 | stove | 0.116 | bathtub | 0.631 | | scanner | 0.251 | cubby | 0.033 | mirror | 0.045 | | bottle | 0.006 | rack | 0.007 | cup | 0.163 | | thermos | 0.089 | island | 0.085 | counter | 0.018 | | bowl | 0.106 | plate | 0.010 | organizer | 0.005 | | switch | 0.004 | pen | 0.021 | coffee_maker | 0.134 | | cart | 0.220 | tv_stand | 0.088 | poster | 0.000 | | soap_dispenser | 0.006 | toy | nan | chair | 0.676 | | sofa | 0.506 | plant | 0.096 | bed | 0.832 | | dining_table | 0.009 | toilet | 0.851 | tv | 0.447 | | laptop | 0.238 | mouse | 0.071 | basket | 0.003 | | keyboard | 0.187 | telephone | 0.021 | microwave | 0.361 | | oven | 0.079 | paper_towel_dispenser | 0.505 | sink | 0.380 | | fridge | 0.198 | book | 0.018 | clock | 0.133 | | vase | 0.126 | fire_extinguisher | 0.146 | blinds | 0.008 | | podium | 0.213 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:03:53,481 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.041 | table | 0.246 | desk | 0.071 | | sofa_chair | 0.542 | pillow | 0.023 | box | 0.023 | | garbage_bin | 0.300 | cabinet | 0.033 | drawer | 0.026 | | shelf | 0.071 | kitchen_counter | 0.145 | kitchen_cabinet | 0.211 | | cpu | 0.004 | bench | 0.103 | file_cabinet | 0.075 | | whiteboard | 0.073 | lamp | 0.170 | endtable | 0.087 | | bookshelf | 0.145 | coffee_table | 0.133 | dresser | 0.163 | | paper | 0.000 | printer | 0.076 | monitor | 0.169 | | back_pack | 0.008 | night_stand | 0.172 | door | 0.022 | | picture | 0.023 | ottoman | 0.134 | stool | 0.161 | | outlet | 0.000 | towel | 0.032 | tray | 0.001 | | bag | 0.011 | stove | 0.077 | bathtub | 0.337 | | scanner | 0.125 | cubby | 0.007 | mirror | 0.001 | | bottle | 0.000 | rack | 0.003 | cup | 0.015 | | thermos | 0.002 | island | 0.058 | counter | 0.018 | | bowl | 0.050 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.020 | | cart | 0.140 | tv_stand | 0.011 | poster | 0.000 | | soap_dispenser | 0.002 | toy | nan | chair | 0.251 | | sofa | 0.320 | plant | 0.000 | bed | 0.612 | | dining_table | 0.000 | toilet | 0.561 | tv | 0.284 | | laptop | 0.076 | mouse | 0.008 | basket | 0.003 | | keyboard | 0.009 | telephone | 0.004 | microwave | 0.261 | | oven | 0.069 | paper_towel_dispenser | 0.208 | sink | 0.076 | | fridge | 0.095 | book | 0.004 | clock | 0.105 | | vase | 0.019 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.213 | others | 0.030 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:03:53,481 - mmdet - INFO - Evaluating segm... 2022-05-11 10:04:17,671 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 10:04:17,675 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:04:17,679 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:04:17,682 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:04:18,088 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 10:04:18,088 - mmdet - INFO - Epoch(val) [24][2619] bbox_mAP: 0.1020, bbox_mAP_50: 0.1970, bbox_mAP_75: 0.0960, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0380, bbox_mAP_l: 0.1270, bbox_mAP_copypaste: 0.102 0.197 0.096 0.006 0.038 0.127, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 10:04:45,015 - mmdet - INFO - Epoch [25][50/3992] lr: 1.000e-04, eta: 4 days, 0:19:14, time: 0.538, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0338, loss_cls: 0.2393, acc: 91.7969, loss_bbox: 0.3160, loss_mask: 0.0000, loss: 0.6131 2022-05-11 10:05:08,545 - mmdet - INFO - Epoch [25][100/3992] lr: 1.000e-04, eta: 4 days, 0:18:41, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0246, loss_cls: 0.2279, acc: 92.3359, loss_bbox: 0.2797, loss_mask: 0.0000, loss: 0.5509 2022-05-11 10:05:34,142 - mmdet - INFO - Epoch [25][150/3992] lr: 1.000e-04, eta: 4 days, 0:18:23, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0370, loss_cls: 0.2613, acc: 91.3496, loss_bbox: 0.3367, loss_mask: 0.0000, loss: 0.6631 2022-05-11 10:05:59,919 - mmdet - INFO - Epoch [25][200/3992] lr: 1.000e-04, eta: 4 days, 0:18:07, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0370, loss_cls: 0.2619, acc: 91.3008, loss_bbox: 0.3176, loss_mask: 0.0000, loss: 0.6442 2022-05-11 10:06:25,927 - mmdet - INFO - Epoch [25][250/3992] lr: 1.000e-04, eta: 4 days, 0:17:52, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0342, loss_cls: 0.2434, acc: 91.5371, loss_bbox: 0.3292, loss_mask: 0.0000, loss: 0.6311 2022-05-11 10:06:52,280 - mmdet - INFO - Epoch [25][300/3992] lr: 1.000e-04, eta: 4 days, 0:17:39, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0304, loss_cls: 0.2340, acc: 92.1699, loss_bbox: 0.2976, loss_mask: 0.0000, loss: 0.5844 2022-05-11 10:07:17,697 - mmdet - INFO - Epoch [25][350/3992] lr: 1.000e-04, eta: 4 days, 0:17:20, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0293, loss_cls: 0.2342, acc: 92.2246, loss_bbox: 0.2941, loss_mask: 0.0000, loss: 0.5851 2022-05-11 10:07:42,674 - mmdet - INFO - Epoch [25][400/3992] lr: 1.000e-04, eta: 4 days, 0:16:58, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0353, loss_cls: 0.2735, acc: 91.0332, loss_bbox: 0.3299, loss_mask: 0.0000, loss: 0.6744 2022-05-11 10:08:07,111 - mmdet - INFO - Epoch [25][450/3992] lr: 1.000e-04, eta: 4 days, 0:16:31, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0272, loss_cls: 0.2245, acc: 92.4453, loss_bbox: 0.2889, loss_mask: 0.0000, loss: 0.5649 2022-05-11 10:08:32,540 - mmdet - INFO - Epoch [25][500/3992] lr: 1.000e-04, eta: 4 days, 0:16:12, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0336, loss_cls: 0.2617, acc: 91.3828, loss_bbox: 0.3259, loss_mask: 0.0000, loss: 0.6510 2022-05-11 10:08:56,852 - mmdet - INFO - Epoch [25][550/3992] lr: 1.000e-04, eta: 4 days, 0:15:44, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0294, loss_cls: 0.2294, acc: 92.2988, loss_bbox: 0.2903, loss_mask: 0.0000, loss: 0.5725 2022-05-11 10:09:21,374 - mmdet - INFO - Epoch [25][600/3992] lr: 1.000e-04, eta: 4 days, 0:15:19, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0342, loss_cls: 0.2471, acc: 91.6738, loss_bbox: 0.3036, loss_mask: 0.0000, loss: 0.6089 2022-05-11 10:09:46,350 - mmdet - INFO - Epoch [25][650/3992] lr: 1.000e-04, eta: 4 days, 0:14:56, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0350, loss_cls: 0.2588, acc: 91.6504, loss_bbox: 0.3162, loss_mask: 0.0000, loss: 0.6387 2022-05-11 10:10:11,707 - mmdet - INFO - Epoch [25][700/3992] lr: 1.000e-04, eta: 4 days, 0:14:36, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0393, loss_cls: 0.2622, acc: 91.2598, loss_bbox: 0.3382, loss_mask: 0.0000, loss: 0.6628 2022-05-11 10:10:36,336 - mmdet - INFO - Epoch [25][750/3992] lr: 1.000e-04, eta: 4 days, 0:14:11, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0314, loss_cls: 0.2509, acc: 91.8418, loss_bbox: 0.3131, loss_mask: 0.0000, loss: 0.6200 2022-05-11 10:11:00,472 - mmdet - INFO - Epoch [25][800/3992] lr: 1.000e-04, eta: 4 days, 0:13:43, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0316, loss_cls: 0.2618, acc: 91.2871, loss_bbox: 0.3128, loss_mask: 0.0000, loss: 0.6254 2022-05-11 10:11:25,852 - mmdet - INFO - Epoch [25][850/3992] lr: 1.000e-04, eta: 4 days, 0:13:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0352, loss_cls: 0.2745, acc: 91.0781, loss_bbox: 0.3330, loss_mask: 0.0000, loss: 0.6742 2022-05-11 10:11:50,049 - mmdet - INFO - Epoch [25][900/3992] lr: 1.000e-04, eta: 4 days, 0:12:55, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0271, loss_cls: 0.2239, acc: 92.7227, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.5353 2022-05-11 10:12:14,531 - mmdet - INFO - Epoch [25][950/3992] lr: 1.000e-04, eta: 4 days, 0:12:29, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0372, loss_cls: 0.2768, acc: 90.6055, loss_bbox: 0.3510, loss_mask: 0.0000, loss: 0.6946 2022-05-11 10:12:40,427 - mmdet - INFO - Epoch [25][1000/3992] lr: 1.000e-04, eta: 4 days, 0:12:13, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0341, loss_cls: 0.2679, acc: 91.3418, loss_bbox: 0.3165, loss_mask: 0.0000, loss: 0.6439 2022-05-11 10:13:04,856 - mmdet - INFO - Epoch [25][1050/3992] lr: 1.000e-04, eta: 4 days, 0:11:46, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0316, loss_cls: 0.2435, acc: 92.0117, loss_bbox: 0.2981, loss_mask: 0.0000, loss: 0.6035 2022-05-11 10:13:30,351 - mmdet - INFO - Epoch [25][1100/3992] lr: 1.000e-04, eta: 4 days, 0:11:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0305, loss_cls: 0.2318, acc: 92.1250, loss_bbox: 0.2937, loss_mask: 0.0000, loss: 0.5772 2022-05-11 10:13:54,706 - mmdet - INFO - Epoch [25][1150/3992] lr: 1.000e-04, eta: 4 days, 0:11:00, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0307, loss_cls: 0.2382, acc: 92.0176, loss_bbox: 0.2880, loss_mask: 0.0000, loss: 0.5813 2022-05-11 10:14:19,213 - mmdet - INFO - Epoch [25][1200/3992] lr: 1.000e-04, eta: 4 days, 0:10:34, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0343, loss_cls: 0.2589, acc: 91.5137, loss_bbox: 0.3225, loss_mask: 0.0000, loss: 0.6409 2022-05-11 10:14:43,154 - mmdet - INFO - Epoch [25][1250/3992] lr: 1.000e-04, eta: 4 days, 0:10:04, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0312, loss_cls: 0.2481, acc: 91.5762, loss_bbox: 0.3203, loss_mask: 0.0000, loss: 0.6254 2022-05-11 10:15:08,327 - mmdet - INFO - Epoch [25][1300/3992] lr: 1.000e-04, eta: 4 days, 0:09:43, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0271, loss_cls: 0.2319, acc: 92.2676, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.5595 2022-05-11 10:15:33,723 - mmdet - INFO - Epoch [25][1350/3992] lr: 1.000e-04, eta: 4 days, 0:09:24, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0344, loss_cls: 0.2667, acc: 91.3242, loss_bbox: 0.3243, loss_mask: 0.0000, loss: 0.6605 2022-05-11 10:15:58,559 - mmdet - INFO - Epoch [25][1400/3992] lr: 1.000e-04, eta: 4 days, 0:09:00, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0286, loss_cls: 0.2298, acc: 92.3320, loss_bbox: 0.2979, loss_mask: 0.0000, loss: 0.5758 2022-05-11 10:16:23,687 - mmdet - INFO - Epoch [25][1450/3992] lr: 1.000e-04, eta: 4 days, 0:08:39, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0319, loss_cls: 0.2389, acc: 91.7754, loss_bbox: 0.3255, loss_mask: 0.0000, loss: 0.6231 2022-05-11 10:16:48,472 - mmdet - INFO - Epoch [25][1500/3992] lr: 1.000e-04, eta: 4 days, 0:08:15, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0280, loss_cls: 0.2220, acc: 92.2871, loss_bbox: 0.2955, loss_mask: 0.0000, loss: 0.5630 2022-05-11 10:17:13,734 - mmdet - INFO - Epoch [25][1550/3992] lr: 1.000e-04, eta: 4 days, 0:07:54, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0350, loss_cls: 0.2431, acc: 91.8848, loss_bbox: 0.3127, loss_mask: 0.0000, loss: 0.6152 2022-05-11 10:17:38,120 - mmdet - INFO - Epoch [25][1600/3992] lr: 1.000e-04, eta: 4 days, 0:07:27, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0295, loss_cls: 0.2360, acc: 91.8574, loss_bbox: 0.3009, loss_mask: 0.0000, loss: 0.5922 2022-05-11 10:18:02,312 - mmdet - INFO - Epoch [25][1650/3992] lr: 1.000e-04, eta: 4 days, 0:06:59, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0340, loss_cls: 0.2557, acc: 91.2383, loss_bbox: 0.3250, loss_mask: 0.0000, loss: 0.6423 2022-05-11 10:18:27,020 - mmdet - INFO - Epoch [25][1700/3992] lr: 1.000e-04, eta: 4 days, 0:06:35, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0304, loss_cls: 0.2146, acc: 92.8281, loss_bbox: 0.2859, loss_mask: 0.0000, loss: 0.5554 2022-05-11 10:18:52,008 - mmdet - INFO - Epoch [25][1750/3992] lr: 1.000e-04, eta: 4 days, 0:06:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0320, loss_cls: 0.2364, acc: 91.6387, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6140 2022-05-11 10:19:17,585 - mmdet - INFO - Epoch [25][1800/3992] lr: 1.000e-04, eta: 4 days, 0:05:54, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0351, loss_cls: 0.2479, acc: 91.7051, loss_bbox: 0.3269, loss_mask: 0.0000, loss: 0.6346 2022-05-11 10:19:43,797 - mmdet - INFO - Epoch [25][1850/3992] lr: 1.000e-04, eta: 4 days, 0:05:40, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0339, loss_cls: 0.2632, acc: 91.6152, loss_bbox: 0.3103, loss_mask: 0.0000, loss: 0.6356 2022-05-11 10:20:08,077 - mmdet - INFO - Epoch [25][1900/3992] lr: 1.000e-04, eta: 4 days, 0:05:13, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0310, loss_cls: 0.2427, acc: 91.6426, loss_bbox: 0.3112, loss_mask: 0.0000, loss: 0.6070 2022-05-11 10:20:32,699 - mmdet - INFO - Epoch [25][1950/3992] lr: 1.000e-04, eta: 4 days, 0:04:48, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0312, loss_cls: 0.2504, acc: 91.7871, loss_bbox: 0.3028, loss_mask: 0.0000, loss: 0.6133 2022-05-11 10:20:57,422 - mmdet - INFO - Epoch [25][2000/3992] lr: 1.000e-04, eta: 4 days, 0:04:23, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0333, loss_cls: 0.2557, acc: 91.4551, loss_bbox: 0.3167, loss_mask: 0.0000, loss: 0.6349 2022-05-11 10:21:22,864 - mmdet - INFO - Epoch [25][2050/3992] lr: 1.000e-04, eta: 4 days, 0:04:04, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0297, loss_cls: 0.2546, acc: 91.5996, loss_bbox: 0.3037, loss_mask: 0.0000, loss: 0.6175 2022-05-11 10:21:47,498 - mmdet - INFO - Epoch [25][2100/3992] lr: 1.000e-04, eta: 4 days, 0:03:39, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0312, loss_cls: 0.2331, acc: 91.7969, loss_bbox: 0.3077, loss_mask: 0.0000, loss: 0.5991 2022-05-11 10:22:11,357 - mmdet - INFO - Epoch [25][2150/3992] lr: 1.000e-04, eta: 4 days, 0:03:08, time: 0.477, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0341, loss_cls: 0.2697, acc: 91.2129, loss_bbox: 0.3345, loss_mask: 0.0000, loss: 0.6651 2022-05-11 10:22:36,293 - mmdet - INFO - Epoch [25][2200/3992] lr: 1.000e-04, eta: 4 days, 0:02:45, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0367, loss_cls: 0.2819, acc: 90.6602, loss_bbox: 0.3488, loss_mask: 0.0000, loss: 0.6933 2022-05-11 10:23:01,317 - mmdet - INFO - Epoch [25][2250/3992] lr: 1.000e-04, eta: 4 days, 0:02:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0332, loss_cls: 0.2523, acc: 91.6270, loss_bbox: 0.3223, loss_mask: 0.0000, loss: 0.6385 2022-05-11 10:23:25,063 - mmdet - INFO - Epoch [25][2300/3992] lr: 1.000e-04, eta: 4 days, 0:01:52, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0276, loss_cls: 0.2285, acc: 92.3203, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.5480 2022-05-11 10:23:50,702 - mmdet - INFO - Epoch [25][2350/3992] lr: 1.000e-04, eta: 4 days, 0:01:34, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0309, loss_cls: 0.2506, acc: 91.7207, loss_bbox: 0.3043, loss_mask: 0.0000, loss: 0.6074 2022-05-11 10:24:16,052 - mmdet - INFO - Epoch [25][2400/3992] lr: 1.000e-04, eta: 4 days, 0:01:14, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0312, loss_cls: 0.2431, acc: 91.7617, loss_bbox: 0.3137, loss_mask: 0.0000, loss: 0.6132 2022-05-11 10:24:41,125 - mmdet - INFO - Epoch [25][2450/3992] lr: 1.000e-04, eta: 4 days, 0:00:52, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0353, loss_cls: 0.2560, acc: 91.2637, loss_bbox: 0.3011, loss_mask: 0.0000, loss: 0.6191 2022-05-11 10:25:05,726 - mmdet - INFO - Epoch [25][2500/3992] lr: 1.000e-04, eta: 4 days, 0:00:27, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0380, loss_cls: 0.2671, acc: 90.9434, loss_bbox: 0.3296, loss_mask: 0.0000, loss: 0.6647 2022-05-11 10:25:30,046 - mmdet - INFO - Epoch [25][2550/3992] lr: 1.000e-04, eta: 3 days, 23:59:59, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0345, loss_cls: 0.2324, acc: 92.0469, loss_bbox: 0.2975, loss_mask: 0.0000, loss: 0.5879 2022-05-11 10:25:54,024 - mmdet - INFO - Epoch [25][2600/3992] lr: 1.000e-04, eta: 3 days, 23:59:30, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0345, loss_cls: 0.2386, acc: 92.0312, loss_bbox: 0.3055, loss_mask: 0.0000, loss: 0.6099 2022-05-11 10:26:17,452 - mmdet - INFO - Epoch [25][2650/3992] lr: 1.000e-04, eta: 3 days, 23:58:56, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0319, loss_cls: 0.2420, acc: 92.0859, loss_bbox: 0.2984, loss_mask: 0.0000, loss: 0.6010 2022-05-11 10:26:42,035 - mmdet - INFO - Epoch [25][2700/3992] lr: 1.000e-04, eta: 3 days, 23:58:31, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0368, loss_cls: 0.2371, acc: 91.7949, loss_bbox: 0.3169, loss_mask: 0.0000, loss: 0.6176 2022-05-11 10:27:06,861 - mmdet - INFO - Epoch [25][2750/3992] lr: 1.000e-04, eta: 3 days, 23:58:07, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0360, loss_cls: 0.2670, acc: 90.9824, loss_bbox: 0.3416, loss_mask: 0.0000, loss: 0.6727 2022-05-11 10:27:32,154 - mmdet - INFO - Epoch [25][2800/3992] lr: 1.000e-04, eta: 3 days, 23:57:47, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0310, loss_cls: 0.2488, acc: 91.6875, loss_bbox: 0.3215, loss_mask: 0.0000, loss: 0.6259 2022-05-11 10:27:57,225 - mmdet - INFO - Epoch [25][2850/3992] lr: 1.000e-04, eta: 3 days, 23:57:25, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0324, loss_cls: 0.2655, acc: 90.6914, loss_bbox: 0.3359, loss_mask: 0.0000, loss: 0.6551 2022-05-11 10:28:21,244 - mmdet - INFO - Epoch [25][2900/3992] lr: 1.000e-04, eta: 3 days, 23:56:55, time: 0.480, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0281, loss_cls: 0.2273, acc: 92.4512, loss_bbox: 0.2964, loss_mask: 0.0000, loss: 0.5780 2022-05-11 10:28:45,725 - mmdet - INFO - Epoch [25][2950/3992] lr: 1.000e-04, eta: 3 days, 23:56:29, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0369, loss_cls: 0.2627, acc: 91.3027, loss_bbox: 0.3344, loss_mask: 0.0000, loss: 0.6671 2022-05-11 10:29:11,206 - mmdet - INFO - Epoch [25][3000/3992] lr: 1.000e-04, eta: 3 days, 23:56:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0327, loss_cls: 0.2801, acc: 90.9980, loss_bbox: 0.3317, loss_mask: 0.0000, loss: 0.6693 2022-05-11 10:29:34,430 - mmdet - INFO - Epoch [25][3050/3992] lr: 1.000e-04, eta: 3 days, 23:55:35, time: 0.464, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0301, loss_cls: 0.2523, acc: 91.4941, loss_bbox: 0.3136, loss_mask: 0.0000, loss: 0.6193 2022-05-11 10:30:00,151 - mmdet - INFO - Epoch [25][3100/3992] lr: 1.000e-04, eta: 3 days, 23:55:18, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0311, loss_cls: 0.2418, acc: 91.6953, loss_bbox: 0.3190, loss_mask: 0.0000, loss: 0.6154 2022-05-11 10:30:24,819 - mmdet - INFO - Epoch [25][3150/3992] lr: 1.000e-04, eta: 3 days, 23:54:53, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0303, loss_cls: 0.2575, acc: 91.6680, loss_bbox: 0.3071, loss_mask: 0.0000, loss: 0.6188 2022-05-11 10:30:49,611 - mmdet - INFO - Epoch [25][3200/3992] lr: 1.000e-04, eta: 3 days, 23:54:29, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0300, loss_cls: 0.2681, acc: 90.8379, loss_bbox: 0.3289, loss_mask: 0.0000, loss: 0.6519 2022-05-11 10:31:14,013 - mmdet - INFO - Epoch [25][3250/3992] lr: 1.000e-04, eta: 3 days, 23:54:02, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0312, loss_cls: 0.2762, acc: 90.6875, loss_bbox: 0.3420, loss_mask: 0.0000, loss: 0.6743 2022-05-11 10:31:39,085 - mmdet - INFO - Epoch [25][3300/3992] lr: 1.000e-04, eta: 3 days, 23:53:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0330, loss_cls: 0.2702, acc: 90.9141, loss_bbox: 0.3365, loss_mask: 0.0000, loss: 0.6703 2022-05-11 10:32:04,752 - mmdet - INFO - Epoch [25][3350/3992] lr: 1.000e-04, eta: 3 days, 23:53:23, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0342, loss_cls: 0.2735, acc: 91.2070, loss_bbox: 0.3246, loss_mask: 0.0000, loss: 0.6641 2022-05-11 10:32:30,272 - mmdet - INFO - Epoch [25][3400/3992] lr: 1.000e-04, eta: 3 days, 23:53:04, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0327, loss_cls: 0.2369, acc: 92.3164, loss_bbox: 0.2886, loss_mask: 0.0000, loss: 0.5794 2022-05-11 10:32:55,002 - mmdet - INFO - Epoch [25][3450/3992] lr: 1.000e-04, eta: 3 days, 23:52:40, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0283, loss_cls: 0.2226, acc: 92.5879, loss_bbox: 0.2724, loss_mask: 0.0000, loss: 0.5473 2022-05-11 10:33:20,317 - mmdet - INFO - Epoch [25][3500/3992] lr: 1.000e-04, eta: 3 days, 23:52:19, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0297, loss_cls: 0.2385, acc: 91.9668, loss_bbox: 0.2923, loss_mask: 0.0000, loss: 0.5834 2022-05-11 10:33:44,889 - mmdet - INFO - Epoch [25][3550/3992] lr: 1.000e-04, eta: 3 days, 23:51:54, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0385, loss_cls: 0.2599, acc: 90.8984, loss_bbox: 0.3419, loss_mask: 0.0000, loss: 0.6757 2022-05-11 10:34:08,381 - mmdet - INFO - Epoch [25][3600/3992] lr: 1.000e-04, eta: 3 days, 23:51:21, time: 0.470, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0332, loss_cls: 0.2360, acc: 91.9766, loss_bbox: 0.3019, loss_mask: 0.0000, loss: 0.5959 2022-05-11 10:34:32,323 - mmdet - INFO - Epoch [25][3650/3992] lr: 1.000e-04, eta: 3 days, 23:50:51, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0324, loss_cls: 0.2692, acc: 91.3184, loss_bbox: 0.3255, loss_mask: 0.0000, loss: 0.6546 2022-05-11 10:34:57,361 - mmdet - INFO - Epoch [25][3700/3992] lr: 1.000e-04, eta: 3 days, 23:50:29, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0348, loss_cls: 0.2534, acc: 91.6152, loss_bbox: 0.3088, loss_mask: 0.0000, loss: 0.6272 2022-05-11 10:35:22,633 - mmdet - INFO - Epoch [25][3750/3992] lr: 1.000e-04, eta: 3 days, 23:50:08, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0340, loss_cls: 0.2376, acc: 92.0801, loss_bbox: 0.3120, loss_mask: 0.0000, loss: 0.6153 2022-05-11 10:35:47,605 - mmdet - INFO - Epoch [25][3800/3992] lr: 1.000e-04, eta: 3 days, 23:49:45, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0370, loss_cls: 0.2492, acc: 91.3262, loss_bbox: 0.3318, loss_mask: 0.0000, loss: 0.6414 2022-05-11 10:36:13,070 - mmdet - INFO - Epoch [25][3850/3992] lr: 1.000e-04, eta: 3 days, 23:49:26, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0304, loss_cls: 0.2353, acc: 92.1055, loss_bbox: 0.3028, loss_mask: 0.0000, loss: 0.5901 2022-05-11 10:36:37,504 - mmdet - INFO - Epoch [25][3900/3992] lr: 1.000e-04, eta: 3 days, 23:49:00, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0276, loss_cls: 0.2314, acc: 92.0742, loss_bbox: 0.2933, loss_mask: 0.0000, loss: 0.5773 2022-05-11 10:37:02,455 - mmdet - INFO - Epoch [25][3950/3992] lr: 1.000e-04, eta: 3 days, 23:48:37, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0363, loss_cls: 0.2988, acc: 90.2402, loss_bbox: 0.3532, loss_mask: 0.0000, loss: 0.7192 2022-05-11 10:37:22,796 - mmdet - INFO - Saving checkpoint at 25 epochs 2022-05-11 10:44:05,830 - mmdet - INFO - Evaluating bbox... 2022-05-11 10:44:30,541 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.102 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.194 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.092 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.038 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.133 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.040 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.138 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.306 2022-05-11 10:44:30,546 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.076 | table | 0.234 | desk | 0.093 | | sofa_chair | 0.429 | pillow | 0.060 | box | 0.010 | | garbage_bin | 0.324 | cabinet | 0.022 | drawer | 0.031 | | shelf | 0.089 | kitchen_counter | 0.163 | kitchen_cabinet | 0.172 | | cpu | 0.034 | bench | 0.113 | file_cabinet | 0.021 | | whiteboard | 0.128 | lamp | 0.186 | endtable | 0.110 | | bookshelf | 0.195 | coffee_table | 0.125 | dresser | 0.142 | | paper | 0.004 | printer | 0.171 | monitor | 0.190 | | back_pack | 0.055 | night_stand | 0.257 | door | 0.021 | | picture | 0.042 | ottoman | 0.155 | stool | 0.168 | | outlet | 0.000 | towel | 0.032 | tray | 0.011 | | bag | 0.018 | stove | 0.059 | bathtub | 0.363 | | scanner | 0.051 | cubby | 0.008 | mirror | 0.011 | | bottle | 0.008 | rack | 0.017 | cup | 0.075 | | thermos | 0.004 | island | 0.069 | counter | 0.022 | | bowl | 0.036 | plate | 0.003 | organizer | 0.004 | | switch | 0.002 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.076 | tv_stand | 0.046 | poster | 0.000 | | soap_dispenser | 0.029 | toy | nan | chair | 0.316 | | sofa | 0.372 | plant | 0.049 | bed | 0.549 | | dining_table | 0.002 | toilet | 0.510 | tv | 0.193 | | laptop | 0.094 | mouse | 0.024 | basket | 0.000 | | keyboard | 0.063 | telephone | 0.040 | microwave | 0.223 | | oven | 0.010 | paper_towel_dispenser | 0.162 | sink | 0.107 | | fridge | 0.130 | book | 0.011 | clock | 0.097 | | vase | 0.023 | fire_extinguisher | 0.013 | blinds | 0.004 | | podium | 0.084 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:44:30,549 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.221 | table | 0.445 | desk | 0.193 | | sofa_chair | 0.636 | pillow | 0.155 | box | 0.024 | | garbage_bin | 0.568 | cabinet | 0.053 | drawer | 0.057 | | shelf | 0.197 | kitchen_counter | 0.287 | kitchen_cabinet | 0.348 | | cpu | 0.079 | bench | 0.292 | file_cabinet | 0.037 | | whiteboard | 0.218 | lamp | 0.425 | endtable | 0.222 | | bookshelf | 0.375 | coffee_table | 0.290 | dresser | 0.263 | | paper | 0.012 | printer | 0.326 | monitor | 0.455 | | back_pack | 0.125 | night_stand | 0.473 | door | 0.036 | | picture | 0.079 | ottoman | 0.239 | stool | 0.365 | | outlet | 0.000 | towel | 0.065 | tray | 0.018 | | bag | 0.029 | stove | 0.114 | bathtub | 0.622 | | scanner | 0.080 | cubby | 0.021 | mirror | 0.030 | | bottle | 0.016 | rack | 0.035 | cup | 0.197 | | thermos | 0.009 | island | 0.115 | counter | 0.035 | | bowl | 0.101 | plate | 0.010 | organizer | 0.009 | | switch | 0.002 | pen | 0.002 | coffee_maker | 0.273 | | cart | 0.128 | tv_stand | 0.093 | poster | 0.000 | | soap_dispenser | 0.053 | toy | nan | chair | 0.675 | | sofa | 0.572 | plant | 0.119 | bed | 0.844 | | dining_table | 0.004 | toilet | 0.852 | tv | 0.354 | | laptop | 0.249 | mouse | 0.051 | basket | 0.000 | | keyboard | 0.188 | telephone | 0.088 | microwave | 0.406 | | oven | 0.020 | paper_towel_dispenser | 0.316 | sink | 0.321 | | fridge | 0.209 | book | 0.027 | clock | 0.151 | | vase | 0.063 | fire_extinguisher | 0.069 | blinds | 0.008 | | podium | 0.136 | others | 0.078 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:44:30,553 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.033 | table | 0.230 | desk | 0.085 | | sofa_chair | 0.503 | pillow | 0.035 | box | 0.009 | | garbage_bin | 0.339 | cabinet | 0.017 | drawer | 0.033 | | shelf | 0.061 | kitchen_counter | 0.154 | kitchen_cabinet | 0.155 | | cpu | 0.019 | bench | 0.087 | file_cabinet | 0.014 | | whiteboard | 0.137 | lamp | 0.138 | endtable | 0.090 | | bookshelf | 0.157 | coffee_table | 0.076 | dresser | 0.156 | | paper | 0.001 | printer | 0.111 | monitor | 0.119 | | back_pack | 0.042 | night_stand | 0.241 | door | 0.021 | | picture | 0.045 | ottoman | 0.178 | stool | 0.122 | | outlet | 0.000 | towel | 0.038 | tray | 0.009 | | bag | 0.026 | stove | 0.047 | bathtub | 0.405 | | scanner | 0.073 | cubby | 0.008 | mirror | 0.007 | | bottle | 0.007 | rack | 0.012 | cup | 0.022 | | thermos | 0.000 | island | 0.079 | counter | 0.024 | | bowl | 0.002 | plate | 0.000 | organizer | 0.000 | | switch | 0.002 | pen | 0.000 | coffee_maker | 0.171 | | cart | 0.066 | tv_stand | 0.036 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.258 | | sofa | 0.417 | plant | 0.020 | bed | 0.630 | | dining_table | 0.001 | toilet | 0.527 | tv | 0.184 | | laptop | 0.047 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.025 | microwave | 0.200 | | oven | 0.009 | paper_towel_dispenser | 0.021 | sink | 0.058 | | fridge | 0.165 | book | 0.006 | clock | 0.113 | | vase | 0.001 | fire_extinguisher | 0.013 | blinds | 0.005 | | podium | 0.074 | others | 0.025 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:44:30,553 - mmdet - INFO - Evaluating segm... 2022-05-11 10:44:59,882 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 10:44:59,886 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:44:59,889 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:44:59,892 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 10:45:00,409 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 10:45:00,409 - mmdet - INFO - Epoch(val) [25][2619] bbox_mAP: 0.1020, bbox_mAP_50: 0.1940, bbox_mAP_75: 0.0920, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0380, bbox_mAP_l: 0.1330, bbox_mAP_copypaste: 0.102 0.194 0.092 0.003 0.038 0.133, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 10:45:27,222 - mmdet - INFO - Epoch [26][50/3992] lr: 1.000e-04, eta: 3 days, 23:45:41, time: 0.536, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0308, loss_cls: 0.2386, acc: 91.5996, loss_bbox: 0.3161, loss_mask: 0.0000, loss: 0.6063 2022-05-11 10:45:50,963 - mmdet - INFO - Epoch [26][100/3992] lr: 1.000e-04, eta: 3 days, 23:45:10, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0322, loss_cls: 0.2314, acc: 92.2656, loss_bbox: 0.3006, loss_mask: 0.0000, loss: 0.5924 2022-05-11 10:46:15,430 - mmdet - INFO - Epoch [26][150/3992] lr: 1.000e-04, eta: 3 days, 23:44:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0291, loss_cls: 0.2161, acc: 92.4004, loss_bbox: 0.2940, loss_mask: 0.0000, loss: 0.5590 2022-05-11 10:46:41,953 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 10:46:41,953 - mmdet - INFO - Epoch [26][200/3992] lr: 1.000e-04, eta: 3 days, 23:44:32, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0307, loss_cls: 0.2563, acc: 91.3242, loss_bbox: 0.3336, loss_mask: 0.0000, loss: 0.6470 2022-05-11 10:47:06,995 - mmdet - INFO - Epoch [26][250/3992] lr: 1.000e-04, eta: 3 days, 23:44:10, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0359, loss_cls: 0.2491, acc: 91.7031, loss_bbox: 0.3064, loss_mask: 0.0000, loss: 0.6178 2022-05-11 10:47:31,620 - mmdet - INFO - Epoch [26][300/3992] lr: 1.000e-04, eta: 3 days, 23:43:45, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0365, loss_cls: 0.2743, acc: 90.8125, loss_bbox: 0.3475, loss_mask: 0.0000, loss: 0.6845 2022-05-11 10:47:56,194 - mmdet - INFO - Epoch [26][350/3992] lr: 1.000e-04, eta: 3 days, 23:43:20, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0332, loss_cls: 0.2525, acc: 91.2676, loss_bbox: 0.3426, loss_mask: 0.0000, loss: 0.6574 2022-05-11 10:48:20,432 - mmdet - INFO - Epoch [26][400/3992] lr: 1.000e-04, eta: 3 days, 23:42:52, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0331, loss_cls: 0.2613, acc: 91.3516, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6461 2022-05-11 10:48:44,986 - mmdet - INFO - Epoch [26][450/3992] lr: 1.000e-04, eta: 3 days, 23:42:26, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0315, loss_cls: 0.2275, acc: 92.4473, loss_bbox: 0.2908, loss_mask: 0.0000, loss: 0.5728 2022-05-11 10:49:09,490 - mmdet - INFO - Epoch [26][500/3992] lr: 1.000e-04, eta: 3 days, 23:42:01, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0313, loss_cls: 0.2331, acc: 91.8164, loss_bbox: 0.3244, loss_mask: 0.0000, loss: 0.6098 2022-05-11 10:49:34,854 - mmdet - INFO - Epoch [26][550/3992] lr: 1.000e-04, eta: 3 days, 23:41:41, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0301, loss_cls: 0.2290, acc: 92.1328, loss_bbox: 0.2910, loss_mask: 0.0000, loss: 0.5792 2022-05-11 10:49:58,595 - mmdet - INFO - Epoch [26][600/3992] lr: 1.000e-04, eta: 3 days, 23:41:09, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0356, loss_cls: 0.2537, acc: 91.4590, loss_bbox: 0.3237, loss_mask: 0.0000, loss: 0.6447 2022-05-11 10:50:23,116 - mmdet - INFO - Epoch [26][650/3992] lr: 1.000e-04, eta: 3 days, 23:40:44, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0310, loss_cls: 0.2328, acc: 92.3477, loss_bbox: 0.2933, loss_mask: 0.0000, loss: 0.5817 2022-05-11 10:50:46,816 - mmdet - INFO - Epoch [26][700/3992] lr: 1.000e-04, eta: 3 days, 23:40:12, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0362, loss_cls: 0.2510, acc: 91.4961, loss_bbox: 0.3134, loss_mask: 0.0000, loss: 0.6293 2022-05-11 10:51:11,378 - mmdet - INFO - Epoch [26][750/3992] lr: 1.000e-04, eta: 3 days, 23:39:47, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0311, loss_cls: 0.2169, acc: 92.6816, loss_bbox: 0.2929, loss_mask: 0.0000, loss: 0.5707 2022-05-11 10:51:36,038 - mmdet - INFO - Epoch [26][800/3992] lr: 1.000e-04, eta: 3 days, 23:39:22, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0330, loss_cls: 0.2301, acc: 91.9316, loss_bbox: 0.3109, loss_mask: 0.0000, loss: 0.5954 2022-05-11 10:52:00,001 - mmdet - INFO - Epoch [26][850/3992] lr: 1.000e-04, eta: 3 days, 23:38:52, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0366, loss_cls: 0.2472, acc: 91.4551, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6382 2022-05-11 10:52:25,561 - mmdet - INFO - Epoch [26][900/3992] lr: 1.000e-04, eta: 3 days, 23:38:34, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0263, loss_cls: 0.2168, acc: 92.5332, loss_bbox: 0.2946, loss_mask: 0.0000, loss: 0.5593 2022-05-11 10:52:50,634 - mmdet - INFO - Epoch [26][950/3992] lr: 1.000e-04, eta: 3 days, 23:38:12, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0275, loss_cls: 0.2367, acc: 91.8691, loss_bbox: 0.3054, loss_mask: 0.0000, loss: 0.5956 2022-05-11 10:53:15,283 - mmdet - INFO - Epoch [26][1000/3992] lr: 1.000e-04, eta: 3 days, 23:37:47, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0287, loss_cls: 0.2314, acc: 92.2852, loss_bbox: 0.2885, loss_mask: 0.0000, loss: 0.5728 2022-05-11 10:53:40,166 - mmdet - INFO - Epoch [26][1050/3992] lr: 1.000e-04, eta: 3 days, 23:37:24, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0336, loss_cls: 0.2632, acc: 91.6309, loss_bbox: 0.3020, loss_mask: 0.0000, loss: 0.6264 2022-05-11 10:54:05,118 - mmdet - INFO - Epoch [26][1100/3992] lr: 1.000e-04, eta: 3 days, 23:37:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0305, loss_cls: 0.2495, acc: 91.5410, loss_bbox: 0.3025, loss_mask: 0.0000, loss: 0.6041 2022-05-11 10:54:30,680 - mmdet - INFO - Epoch [26][1150/3992] lr: 1.000e-04, eta: 3 days, 23:36:42, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0329, loss_cls: 0.2497, acc: 91.4082, loss_bbox: 0.3279, loss_mask: 0.0000, loss: 0.6342 2022-05-11 10:54:55,288 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 10:54:55,288 - mmdet - INFO - Epoch [26][1200/3992] lr: 1.000e-04, eta: 3 days, 23:36:17, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0346, loss_cls: 0.2383, acc: 91.7559, loss_bbox: 0.3182, loss_mask: 0.0000, loss: 0.6204 2022-05-11 10:55:20,100 - mmdet - INFO - Epoch [26][1250/3992] lr: 1.000e-04, eta: 3 days, 23:35:54, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0356, loss_cls: 0.2778, acc: 90.7676, loss_bbox: 0.3303, loss_mask: 0.0000, loss: 0.6669 2022-05-11 10:55:44,848 - mmdet - INFO - Epoch [26][1300/3992] lr: 1.000e-04, eta: 3 days, 23:35:29, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0313, loss_cls: 0.2560, acc: 91.3672, loss_bbox: 0.3205, loss_mask: 0.0000, loss: 0.6327 2022-05-11 10:56:10,453 - mmdet - INFO - Epoch [26][1350/3992] lr: 1.000e-04, eta: 3 days, 23:35:11, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0332, loss_cls: 0.2632, acc: 90.8828, loss_bbox: 0.3192, loss_mask: 0.0000, loss: 0.6398 2022-05-11 10:56:34,389 - mmdet - INFO - Epoch [26][1400/3992] lr: 1.000e-04, eta: 3 days, 23:34:41, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0285, loss_cls: 0.2247, acc: 92.0723, loss_bbox: 0.3013, loss_mask: 0.0000, loss: 0.5733 2022-05-11 10:56:59,390 - mmdet - INFO - Epoch [26][1450/3992] lr: 1.000e-04, eta: 3 days, 23:34:19, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0373, loss_cls: 0.2616, acc: 91.1172, loss_bbox: 0.3533, loss_mask: 0.0000, loss: 0.6816 2022-05-11 10:57:24,067 - mmdet - INFO - Epoch [26][1500/3992] lr: 1.000e-04, eta: 3 days, 23:33:54, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0353, loss_cls: 0.2478, acc: 91.9238, loss_bbox: 0.3022, loss_mask: 0.0000, loss: 0.6150 2022-05-11 10:57:49,771 - mmdet - INFO - Epoch [26][1550/3992] lr: 1.000e-04, eta: 3 days, 23:33:37, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0333, loss_cls: 0.2310, acc: 92.2520, loss_bbox: 0.2985, loss_mask: 0.0000, loss: 0.5873 2022-05-11 10:58:15,162 - mmdet - INFO - Epoch [26][1600/3992] lr: 1.000e-04, eta: 3 days, 23:33:17, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0304, loss_cls: 0.2330, acc: 91.9551, loss_bbox: 0.3016, loss_mask: 0.0000, loss: 0.5882 2022-05-11 10:58:40,256 - mmdet - INFO - Epoch [26][1650/3992] lr: 1.000e-04, eta: 3 days, 23:32:55, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0280, loss_cls: 0.2246, acc: 92.2539, loss_bbox: 0.3010, loss_mask: 0.0000, loss: 0.5753 2022-05-11 10:59:06,405 - mmdet - INFO - Epoch [26][1700/3992] lr: 1.000e-04, eta: 3 days, 23:32:40, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0295, loss_cls: 0.2283, acc: 91.9277, loss_bbox: 0.3053, loss_mask: 0.0000, loss: 0.5856 2022-05-11 10:59:32,142 - mmdet - INFO - Epoch [26][1750/3992] lr: 1.000e-04, eta: 3 days, 23:32:23, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0336, loss_cls: 0.2479, acc: 91.7402, loss_bbox: 0.3037, loss_mask: 0.0000, loss: 0.6135 2022-05-11 10:59:57,926 - mmdet - INFO - Epoch [26][1800/3992] lr: 1.000e-04, eta: 3 days, 23:32:06, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0279, loss_cls: 0.2341, acc: 91.8945, loss_bbox: 0.3173, loss_mask: 0.0000, loss: 0.6019 2022-05-11 11:00:23,118 - mmdet - INFO - Epoch [26][1850/3992] lr: 1.000e-04, eta: 3 days, 23:31:45, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0334, loss_cls: 0.2507, acc: 91.3164, loss_bbox: 0.3354, loss_mask: 0.0000, loss: 0.6405 2022-05-11 11:00:48,791 - mmdet - INFO - Epoch [26][1900/3992] lr: 1.000e-04, eta: 3 days, 23:31:27, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0304, loss_cls: 0.2363, acc: 91.7676, loss_bbox: 0.3087, loss_mask: 0.0000, loss: 0.5947 2022-05-11 11:01:13,838 - mmdet - INFO - Epoch [26][1950/3992] lr: 1.000e-04, eta: 3 days, 23:31:05, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0373, loss_cls: 0.2530, acc: 91.0684, loss_bbox: 0.3276, loss_mask: 0.0000, loss: 0.6460 2022-05-11 11:01:39,587 - mmdet - INFO - Epoch [26][2000/3992] lr: 1.000e-04, eta: 3 days, 23:30:47, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0342, loss_cls: 0.2548, acc: 91.4648, loss_bbox: 0.3027, loss_mask: 0.0000, loss: 0.6145 2022-05-11 11:02:05,699 - mmdet - INFO - Epoch [26][2050/3992] lr: 1.000e-04, eta: 3 days, 23:30:33, time: 0.522, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0371, loss_cls: 0.2807, acc: 90.6133, loss_bbox: 0.3410, loss_mask: 0.0000, loss: 0.6904 2022-05-11 11:02:30,641 - mmdet - INFO - Epoch [26][2100/3992] lr: 1.000e-04, eta: 3 days, 23:30:10, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0343, loss_cls: 0.2610, acc: 91.0938, loss_bbox: 0.3246, loss_mask: 0.0000, loss: 0.6499 2022-05-11 11:02:54,040 - mmdet - INFO - Epoch [26][2150/3992] lr: 1.000e-04, eta: 3 days, 23:29:36, time: 0.468, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0290, loss_cls: 0.2586, acc: 91.6777, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6247 2022-05-11 11:03:18,942 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 11:03:18,943 - mmdet - INFO - Epoch [26][2200/3992] lr: 1.000e-04, eta: 3 days, 23:29:13, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0316, loss_cls: 0.2393, acc: 91.9375, loss_bbox: 0.2955, loss_mask: 0.0000, loss: 0.5894 2022-05-11 11:03:43,887 - mmdet - INFO - Epoch [26][2250/3992] lr: 1.000e-04, eta: 3 days, 23:28:50, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0331, loss_cls: 0.2533, acc: 91.7109, loss_bbox: 0.3152, loss_mask: 0.0000, loss: 0.6310 2022-05-11 11:04:09,649 - mmdet - INFO - Epoch [26][2300/3992] lr: 1.000e-04, eta: 3 days, 23:28:33, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0410, loss_cls: 0.2602, acc: 91.0977, loss_bbox: 0.3377, loss_mask: 0.0000, loss: 0.6645 2022-05-11 11:04:33,543 - mmdet - INFO - Epoch [26][2350/3992] lr: 1.000e-04, eta: 3 days, 23:28:03, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0380, loss_cls: 0.2516, acc: 91.6348, loss_bbox: 0.3207, loss_mask: 0.0000, loss: 0.6449 2022-05-11 11:04:58,239 - mmdet - INFO - Epoch [26][2400/3992] lr: 1.000e-04, eta: 3 days, 23:27:38, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0291, loss_cls: 0.2291, acc: 92.2793, loss_bbox: 0.2978, loss_mask: 0.0000, loss: 0.5816 2022-05-11 11:05:23,025 - mmdet - INFO - Epoch [26][2450/3992] lr: 1.000e-04, eta: 3 days, 23:27:14, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0328, loss_cls: 0.2359, acc: 91.9688, loss_bbox: 0.2917, loss_mask: 0.0000, loss: 0.5833 2022-05-11 11:05:47,151 - mmdet - INFO - Epoch [26][2500/3992] lr: 1.000e-04, eta: 3 days, 23:26:46, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0332, loss_cls: 0.2602, acc: 91.1562, loss_bbox: 0.3206, loss_mask: 0.0000, loss: 0.6413 2022-05-11 11:06:10,856 - mmdet - INFO - Epoch [26][2550/3992] lr: 1.000e-04, eta: 3 days, 23:26:14, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0301, loss_cls: 0.2281, acc: 92.3887, loss_bbox: 0.2948, loss_mask: 0.0000, loss: 0.5828 2022-05-11 11:06:36,912 - mmdet - INFO - Epoch [26][2600/3992] lr: 1.000e-04, eta: 3 days, 23:25:59, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0285, loss_cls: 0.2330, acc: 92.2109, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.5532 2022-05-11 11:07:01,459 - mmdet - INFO - Epoch [26][2650/3992] lr: 1.000e-04, eta: 3 days, 23:25:34, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0301, loss_cls: 0.2347, acc: 92.0137, loss_bbox: 0.2825, loss_mask: 0.0000, loss: 0.5689 2022-05-11 11:07:28,132 - mmdet - INFO - Epoch [26][2700/3992] lr: 1.000e-04, eta: 3 days, 23:25:22, time: 0.533, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0350, loss_cls: 0.2534, acc: 91.3340, loss_bbox: 0.3270, loss_mask: 0.0000, loss: 0.6422 2022-05-11 11:07:51,935 - mmdet - INFO - Epoch [26][2750/3992] lr: 1.000e-04, eta: 3 days, 23:24:52, time: 0.476, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0299, loss_cls: 0.2414, acc: 91.9473, loss_bbox: 0.2873, loss_mask: 0.0000, loss: 0.5815 2022-05-11 11:08:15,774 - mmdet - INFO - Epoch [26][2800/3992] lr: 1.000e-04, eta: 3 days, 23:24:21, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0271, loss_cls: 0.2466, acc: 91.8262, loss_bbox: 0.3088, loss_mask: 0.0000, loss: 0.6029 2022-05-11 11:08:41,497 - mmdet - INFO - Epoch [26][2850/3992] lr: 1.000e-04, eta: 3 days, 23:24:04, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0295, loss_cls: 0.2588, acc: 91.3867, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6189 2022-05-11 11:09:06,501 - mmdet - INFO - Epoch [26][2900/3992] lr: 1.000e-04, eta: 3 days, 23:23:41, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0400, loss_cls: 0.2679, acc: 91.1680, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.6683 2022-05-11 11:09:32,948 - mmdet - INFO - Epoch [26][2950/3992] lr: 1.000e-04, eta: 3 days, 23:23:28, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0331, loss_cls: 0.2408, acc: 91.7383, loss_bbox: 0.3101, loss_mask: 0.0000, loss: 0.6107 2022-05-11 11:09:57,393 - mmdet - INFO - Epoch [26][3000/3992] lr: 1.000e-04, eta: 3 days, 23:23:02, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0310, loss_cls: 0.2290, acc: 92.0371, loss_bbox: 0.3046, loss_mask: 0.0000, loss: 0.5916 2022-05-11 11:10:21,767 - mmdet - INFO - Epoch [26][3050/3992] lr: 1.000e-04, eta: 3 days, 23:22:35, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0360, loss_cls: 0.2633, acc: 90.9766, loss_bbox: 0.3208, loss_mask: 0.0000, loss: 0.6472 2022-05-11 11:10:45,713 - mmdet - INFO - Epoch [26][3100/3992] lr: 1.000e-04, eta: 3 days, 23:22:06, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0315, loss_cls: 0.2659, acc: 91.2559, loss_bbox: 0.3129, loss_mask: 0.0000, loss: 0.6287 2022-05-11 11:11:11,158 - mmdet - INFO - Epoch [26][3150/3992] lr: 1.000e-04, eta: 3 days, 23:21:46, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0293, loss_cls: 0.2491, acc: 91.8340, loss_bbox: 0.2990, loss_mask: 0.0000, loss: 0.6001 2022-05-11 11:11:36,367 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 11:11:36,367 - mmdet - INFO - Epoch [26][3200/3992] lr: 1.000e-04, eta: 3 days, 23:21:25, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0325, loss_cls: 0.2691, acc: 91.0176, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.6617 2022-05-11 11:12:01,417 - mmdet - INFO - Epoch [26][3250/3992] lr: 1.000e-04, eta: 3 days, 23:21:03, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0315, loss_cls: 0.2467, acc: 91.5312, loss_bbox: 0.3111, loss_mask: 0.0000, loss: 0.6088 2022-05-11 11:12:26,569 - mmdet - INFO - Epoch [26][3300/3992] lr: 1.000e-04, eta: 3 days, 23:20:41, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0306, loss_cls: 0.2672, acc: 90.8672, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.6465 2022-05-11 11:12:50,836 - mmdet - INFO - Epoch [26][3350/3992] lr: 1.000e-04, eta: 3 days, 23:20:14, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0290, loss_cls: 0.2402, acc: 91.8984, loss_bbox: 0.3116, loss_mask: 0.0000, loss: 0.6043 2022-05-11 11:13:16,475 - mmdet - INFO - Epoch [26][3400/3992] lr: 1.000e-04, eta: 3 days, 23:19:56, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0290, loss_cls: 0.2409, acc: 91.5625, loss_bbox: 0.3217, loss_mask: 0.0000, loss: 0.6168 2022-05-11 11:13:40,671 - mmdet - INFO - Epoch [26][3450/3992] lr: 1.000e-04, eta: 3 days, 23:19:28, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0350, loss_cls: 0.2564, acc: 91.1172, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.6427 2022-05-11 11:14:05,194 - mmdet - INFO - Epoch [26][3500/3992] lr: 1.000e-04, eta: 3 days, 23:19:02, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0329, loss_cls: 0.2371, acc: 91.8242, loss_bbox: 0.3148, loss_mask: 0.0000, loss: 0.6120 2022-05-11 11:14:29,235 - mmdet - INFO - Epoch [26][3550/3992] lr: 1.000e-04, eta: 3 days, 23:18:33, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0289, loss_cls: 0.2316, acc: 92.3438, loss_bbox: 0.2837, loss_mask: 0.0000, loss: 0.5678 2022-05-11 11:14:53,720 - mmdet - INFO - Epoch [26][3600/3992] lr: 1.000e-04, eta: 3 days, 23:18:07, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0306, loss_cls: 0.2388, acc: 92.0312, loss_bbox: 0.3154, loss_mask: 0.0000, loss: 0.6110 2022-05-11 11:15:17,720 - mmdet - INFO - Epoch [26][3650/3992] lr: 1.000e-04, eta: 3 days, 23:17:38, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0317, loss_cls: 0.2393, acc: 91.8672, loss_bbox: 0.2975, loss_mask: 0.0000, loss: 0.5945 2022-05-11 11:15:43,970 - mmdet - INFO - Epoch [26][3700/3992] lr: 1.000e-04, eta: 3 days, 23:17:23, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0306, loss_cls: 0.2560, acc: 91.3145, loss_bbox: 0.3271, loss_mask: 0.0000, loss: 0.6402 2022-05-11 11:16:09,198 - mmdet - INFO - Epoch [26][3750/3992] lr: 1.000e-04, eta: 3 days, 23:17:02, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0293, loss_cls: 0.2397, acc: 91.5234, loss_bbox: 0.3347, loss_mask: 0.0000, loss: 0.6238 2022-05-11 11:16:34,278 - mmdet - INFO - Epoch [26][3800/3992] lr: 1.000e-04, eta: 3 days, 23:16:40, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0306, loss_cls: 0.2278, acc: 92.2246, loss_bbox: 0.2989, loss_mask: 0.0000, loss: 0.5811 2022-05-11 11:16:59,823 - mmdet - INFO - Epoch [26][3850/3992] lr: 1.000e-04, eta: 3 days, 23:16:21, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0385, loss_cls: 0.2828, acc: 90.6406, loss_bbox: 0.3429, loss_mask: 0.0000, loss: 0.6955 2022-05-11 11:17:24,639 - mmdet - INFO - Epoch [26][3900/3992] lr: 1.000e-04, eta: 3 days, 23:15:58, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0345, loss_cls: 0.2595, acc: 91.3555, loss_bbox: 0.3110, loss_mask: 0.0000, loss: 0.6346 2022-05-11 11:17:49,134 - mmdet - INFO - Epoch [26][3950/3992] lr: 1.000e-04, eta: 3 days, 23:15:32, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0320, loss_cls: 0.2546, acc: 91.6523, loss_bbox: 0.3187, loss_mask: 0.0000, loss: 0.6309 2022-05-11 11:18:11,087 - mmdet - INFO - Saving checkpoint at 26 epochs 2022-05-11 11:24:37,649 - mmdet - INFO - Evaluating bbox... 2022-05-11 11:24:59,535 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.098 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.191 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.090 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.008 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.040 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.122 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.030 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.121 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.292 2022-05-11 11:24:59,539 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.076 | table | 0.231 | desk | 0.080 | | sofa_chair | 0.413 | pillow | 0.057 | box | 0.024 | | garbage_bin | 0.299 | cabinet | 0.025 | drawer | 0.033 | | shelf | 0.072 | kitchen_counter | 0.190 | kitchen_cabinet | 0.209 | | cpu | 0.034 | bench | 0.080 | file_cabinet | 0.013 | | whiteboard | 0.085 | lamp | 0.196 | endtable | 0.085 | | bookshelf | 0.157 | coffee_table | 0.148 | dresser | 0.104 | | paper | 0.005 | printer | 0.134 | monitor | 0.186 | | back_pack | 0.042 | night_stand | 0.257 | door | 0.041 | | picture | 0.041 | ottoman | 0.109 | stool | 0.191 | | outlet | 0.000 | towel | 0.031 | tray | 0.014 | | bag | 0.007 | stove | 0.056 | bathtub | 0.312 | | scanner | 0.153 | cubby | 0.021 | mirror | 0.006 | | bottle | 0.004 | rack | 0.027 | cup | 0.059 | | thermos | 0.008 | island | 0.093 | counter | 0.037 | | bowl | 0.028 | plate | 0.002 | organizer | 0.004 | | switch | 0.000 | pen | 0.001 | coffee_maker | 0.062 | | cart | 0.055 | tv_stand | 0.070 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.315 | | sofa | 0.349 | plant | 0.021 | bed | 0.555 | | dining_table | 0.005 | toilet | 0.488 | tv | 0.250 | | laptop | 0.074 | mouse | 0.061 | basket | 0.000 | | keyboard | 0.057 | telephone | 0.015 | microwave | 0.171 | | oven | 0.019 | paper_towel_dispenser | 0.140 | sink | 0.113 | | fridge | 0.098 | book | 0.006 | clock | 0.032 | | vase | 0.057 | fire_extinguisher | 0.032 | blinds | 0.005 | | podium | 0.193 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:24:59,542 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.242 | table | 0.445 | desk | 0.175 | | sofa_chair | 0.620 | pillow | 0.138 | box | 0.055 | | garbage_bin | 0.549 | cabinet | 0.057 | drawer | 0.059 | | shelf | 0.153 | kitchen_counter | 0.358 | kitchen_cabinet | 0.356 | | cpu | 0.098 | bench | 0.179 | file_cabinet | 0.024 | | whiteboard | 0.169 | lamp | 0.450 | endtable | 0.177 | | bookshelf | 0.319 | coffee_table | 0.341 | dresser | 0.160 | | paper | 0.010 | printer | 0.244 | monitor | 0.473 | | back_pack | 0.090 | night_stand | 0.475 | door | 0.064 | | picture | 0.069 | ottoman | 0.167 | stool | 0.401 | | outlet | 0.000 | towel | 0.057 | tray | 0.036 | | bag | 0.012 | stove | 0.126 | bathtub | 0.585 | | scanner | 0.257 | cubby | 0.038 | mirror | 0.018 | | bottle | 0.013 | rack | 0.068 | cup | 0.162 | | thermos | 0.039 | island | 0.161 | counter | 0.090 | | bowl | 0.059 | plate | 0.007 | organizer | 0.009 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.117 | | cart | 0.109 | tv_stand | 0.205 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.678 | | sofa | 0.542 | plant | 0.051 | bed | 0.846 | | dining_table | 0.009 | toilet | 0.819 | tv | 0.430 | | laptop | 0.164 | mouse | 0.142 | basket | 0.000 | | keyboard | 0.189 | telephone | 0.045 | microwave | 0.370 | | oven | 0.030 | paper_towel_dispenser | 0.274 | sink | 0.376 | | fridge | 0.203 | book | 0.020 | clock | 0.073 | | vase | 0.098 | fire_extinguisher | 0.064 | blinds | 0.009 | | podium | 0.271 | others | 0.080 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:24:59,545 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.033 | table | 0.222 | desk | 0.062 | | sofa_chair | 0.493 | pillow | 0.042 | box | 0.021 | | garbage_bin | 0.320 | cabinet | 0.018 | drawer | 0.029 | | shelf | 0.058 | kitchen_counter | 0.182 | kitchen_cabinet | 0.222 | | cpu | 0.002 | bench | 0.047 | file_cabinet | 0.013 | | whiteboard | 0.087 | lamp | 0.132 | endtable | 0.057 | | bookshelf | 0.134 | coffee_table | 0.085 | dresser | 0.121 | | paper | 0.006 | printer | 0.104 | monitor | 0.108 | | back_pack | 0.009 | night_stand | 0.252 | door | 0.045 | | picture | 0.046 | ottoman | 0.128 | stool | 0.147 | | outlet | 0.000 | towel | 0.032 | tray | 0.002 | | bag | 0.008 | stove | 0.046 | bathtub | 0.350 | | scanner | 0.207 | cubby | 0.026 | mirror | 0.001 | | bottle | 0.001 | rack | 0.019 | cup | 0.012 | | thermos | 0.004 | island | 0.099 | counter | 0.033 | | bowl | 0.019 | plate | 0.000 | organizer | 0.003 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.084 | | cart | 0.032 | tv_stand | 0.039 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.242 | | sofa | 0.371 | plant | 0.010 | bed | 0.610 | | dining_table | 0.002 | toilet | 0.518 | tv | 0.274 | | laptop | 0.054 | mouse | 0.008 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.002 | microwave | 0.119 | | oven | 0.023 | paper_towel_dispenser | 0.116 | sink | 0.044 | | fridge | 0.104 | book | 0.002 | clock | 0.005 | | vase | 0.080 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.226 | others | 0.024 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:24:59,545 - mmdet - INFO - Evaluating segm... 2022-05-11 11:25:26,064 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 11:25:26,068 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:25:26,072 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:25:26,075 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 11:25:26,534 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 11:25:26,534 - mmdet - INFO - Epoch(val) [26][2619] bbox_mAP: 0.0980, bbox_mAP_50: 0.1910, bbox_mAP_75: 0.0900, bbox_mAP_s: 0.0080, bbox_mAP_m: 0.0400, bbox_mAP_l: 0.1220, bbox_mAP_copypaste: 0.098 0.191 0.090 0.008 0.040 0.122, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 11:25:53,007 - mmdet - INFO - Epoch [27][50/3992] lr: 1.000e-04, eta: 3 days, 23:12:40, time: 0.529, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0355, loss_cls: 0.2472, acc: 91.6152, loss_bbox: 0.3063, loss_mask: 0.0000, loss: 0.6123 2022-05-11 11:26:17,271 - mmdet - INFO - Epoch [27][100/3992] lr: 1.000e-04, eta: 3 days, 23:12:12, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0372, loss_cls: 0.2168, acc: 92.4180, loss_bbox: 0.3058, loss_mask: 0.0000, loss: 0.5864 2022-05-11 11:26:41,552 - mmdet - INFO - Epoch [27][150/3992] lr: 1.000e-04, eta: 3 days, 23:11:45, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0315, loss_cls: 0.2126, acc: 92.6016, loss_bbox: 0.3010, loss_mask: 0.0000, loss: 0.5693 2022-05-11 11:27:06,530 - mmdet - INFO - Epoch [27][200/3992] lr: 1.000e-04, eta: 3 days, 23:11:22, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0355, loss_cls: 0.2472, acc: 91.4473, loss_bbox: 0.3300, loss_mask: 0.0000, loss: 0.6435 2022-05-11 11:27:31,277 - mmdet - INFO - Epoch [27][250/3992] lr: 1.000e-04, eta: 3 days, 23:10:58, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0296, loss_cls: 0.2407, acc: 91.6953, loss_bbox: 0.3408, loss_mask: 0.0000, loss: 0.6342 2022-05-11 11:27:57,162 - mmdet - INFO - Epoch [27][300/3992] lr: 1.000e-04, eta: 3 days, 23:10:41, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0305, loss_cls: 0.2308, acc: 92.4004, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.5651 2022-05-11 11:28:22,109 - mmdet - INFO - Epoch [27][350/3992] lr: 1.000e-04, eta: 3 days, 23:10:19, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0295, loss_cls: 0.2387, acc: 92.1055, loss_bbox: 0.3066, loss_mask: 0.0000, loss: 0.5925 2022-05-11 11:28:47,217 - mmdet - INFO - Epoch [27][400/3992] lr: 1.000e-04, eta: 3 days, 23:09:57, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0344, loss_cls: 0.2413, acc: 91.7852, loss_bbox: 0.3104, loss_mask: 0.0000, loss: 0.6145 2022-05-11 11:29:11,647 - mmdet - INFO - Epoch [27][450/3992] lr: 1.000e-04, eta: 3 days, 23:09:30, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0323, loss_cls: 0.2318, acc: 91.9746, loss_bbox: 0.3079, loss_mask: 0.0000, loss: 0.5959 2022-05-11 11:29:36,495 - mmdet - INFO - Epoch [27][500/3992] lr: 1.000e-04, eta: 3 days, 23:09:07, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0284, loss_cls: 0.2179, acc: 92.2832, loss_bbox: 0.2886, loss_mask: 0.0000, loss: 0.5563 2022-05-11 11:30:01,578 - mmdet - INFO - Epoch [27][550/3992] lr: 1.000e-04, eta: 3 days, 23:08:45, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0334, loss_cls: 0.2672, acc: 90.9062, loss_bbox: 0.3456, loss_mask: 0.0000, loss: 0.6676 2022-05-11 11:30:25,315 - mmdet - INFO - Epoch [27][600/3992] lr: 1.000e-04, eta: 3 days, 23:08:14, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0317, loss_cls: 0.2480, acc: 91.8691, loss_bbox: 0.2979, loss_mask: 0.0000, loss: 0.6098 2022-05-11 11:30:49,408 - mmdet - INFO - Epoch [27][650/3992] lr: 1.000e-04, eta: 3 days, 23:07:45, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0351, loss_cls: 0.2347, acc: 92.0469, loss_bbox: 0.3048, loss_mask: 0.0000, loss: 0.5987 2022-05-11 11:31:14,371 - mmdet - INFO - Epoch [27][700/3992] lr: 1.000e-04, eta: 3 days, 23:07:23, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0300, loss_cls: 0.2470, acc: 91.6699, loss_bbox: 0.3179, loss_mask: 0.0000, loss: 0.6153 2022-05-11 11:31:39,053 - mmdet - INFO - Epoch [27][750/3992] lr: 1.000e-04, eta: 3 days, 23:06:58, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0287, loss_cls: 0.2392, acc: 91.8418, loss_bbox: 0.2969, loss_mask: 0.0000, loss: 0.5842 2022-05-11 11:32:03,665 - mmdet - INFO - Epoch [27][800/3992] lr: 1.000e-04, eta: 3 days, 23:06:33, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0278, loss_cls: 0.2457, acc: 91.9863, loss_bbox: 0.3002, loss_mask: 0.0000, loss: 0.5950 2022-05-11 11:32:27,288 - mmdet - INFO - Epoch [27][850/3992] lr: 1.000e-04, eta: 3 days, 23:06:01, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0319, loss_cls: 0.2455, acc: 91.6914, loss_bbox: 0.3141, loss_mask: 0.0000, loss: 0.6189 2022-05-11 11:32:52,270 - mmdet - INFO - Epoch [27][900/3992] lr: 1.000e-04, eta: 3 days, 23:05:39, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0303, loss_cls: 0.2350, acc: 92.0586, loss_bbox: 0.3043, loss_mask: 0.0000, loss: 0.5927 2022-05-11 11:33:17,525 - mmdet - INFO - Epoch [27][950/3992] lr: 1.000e-04, eta: 3 days, 23:05:18, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0332, loss_cls: 0.2394, acc: 91.8203, loss_bbox: 0.3211, loss_mask: 0.0000, loss: 0.6198 2022-05-11 11:33:42,574 - mmdet - INFO - Epoch [27][1000/3992] lr: 1.000e-04, eta: 3 days, 23:04:56, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0352, loss_cls: 0.2361, acc: 91.7559, loss_bbox: 0.3234, loss_mask: 0.0000, loss: 0.6189 2022-05-11 11:34:07,323 - mmdet - INFO - Epoch [27][1050/3992] lr: 1.000e-04, eta: 3 days, 23:04:31, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0388, loss_cls: 0.2375, acc: 91.8359, loss_bbox: 0.3193, loss_mask: 0.0000, loss: 0.6250 2022-05-11 11:34:32,563 - mmdet - INFO - Epoch [27][1100/3992] lr: 1.000e-04, eta: 3 days, 23:04:10, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0322, loss_cls: 0.2384, acc: 91.7949, loss_bbox: 0.3138, loss_mask: 0.0000, loss: 0.6066 2022-05-11 11:34:58,493 - mmdet - INFO - Epoch [27][1150/3992] lr: 1.000e-04, eta: 3 days, 23:03:54, time: 0.519, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0366, loss_cls: 0.2542, acc: 91.1387, loss_bbox: 0.3356, loss_mask: 0.0000, loss: 0.6562 2022-05-11 11:35:23,896 - mmdet - INFO - Epoch [27][1200/3992] lr: 1.000e-04, eta: 3 days, 23:03:34, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0295, loss_cls: 0.2000, acc: 93.1934, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.5230 2022-05-11 11:35:48,909 - mmdet - INFO - Epoch [27][1250/3992] lr: 1.000e-04, eta: 3 days, 23:03:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0337, loss_cls: 0.2415, acc: 91.6289, loss_bbox: 0.3283, loss_mask: 0.0000, loss: 0.6244 2022-05-11 11:36:13,831 - mmdet - INFO - Epoch [27][1300/3992] lr: 1.000e-04, eta: 3 days, 23:02:49, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0329, loss_cls: 0.2502, acc: 91.2734, loss_bbox: 0.3263, loss_mask: 0.0000, loss: 0.6363 2022-05-11 11:36:38,454 - mmdet - INFO - Epoch [27][1350/3992] lr: 1.000e-04, eta: 3 days, 23:02:24, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0300, loss_cls: 0.2519, acc: 91.2676, loss_bbox: 0.3119, loss_mask: 0.0000, loss: 0.6238 2022-05-11 11:37:02,950 - mmdet - INFO - Epoch [27][1400/3992] lr: 1.000e-04, eta: 3 days, 23:01:58, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0288, loss_cls: 0.2350, acc: 91.8984, loss_bbox: 0.3018, loss_mask: 0.0000, loss: 0.5862 2022-05-11 11:37:27,707 - mmdet - INFO - Epoch [27][1450/3992] lr: 1.000e-04, eta: 3 days, 23:01:34, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0340, loss_cls: 0.2784, acc: 90.9043, loss_bbox: 0.3332, loss_mask: 0.0000, loss: 0.6722 2022-05-11 11:37:52,715 - mmdet - INFO - Epoch [27][1500/3992] lr: 1.000e-04, eta: 3 days, 23:01:11, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0392, loss_cls: 0.2641, acc: 90.9395, loss_bbox: 0.3342, loss_mask: 0.0000, loss: 0.6668 2022-05-11 11:38:17,469 - mmdet - INFO - Epoch [27][1550/3992] lr: 1.000e-04, eta: 3 days, 23:00:47, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0281, loss_cls: 0.2235, acc: 92.3926, loss_bbox: 0.2882, loss_mask: 0.0000, loss: 0.5632 2022-05-11 11:38:42,851 - mmdet - INFO - Epoch [27][1600/3992] lr: 1.000e-04, eta: 3 days, 23:00:27, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0311, loss_cls: 0.2431, acc: 91.9043, loss_bbox: 0.3107, loss_mask: 0.0000, loss: 0.6111 2022-05-11 11:39:08,693 - mmdet - INFO - Epoch [27][1650/3992] lr: 1.000e-04, eta: 3 days, 23:00:10, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0327, loss_cls: 0.2430, acc: 91.7461, loss_bbox: 0.3187, loss_mask: 0.0000, loss: 0.6227 2022-05-11 11:39:34,593 - mmdet - INFO - Epoch [27][1700/3992] lr: 1.000e-04, eta: 3 days, 22:59:53, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0366, loss_cls: 0.2548, acc: 91.1758, loss_bbox: 0.3409, loss_mask: 0.0000, loss: 0.6547 2022-05-11 11:39:58,994 - mmdet - INFO - Epoch [27][1750/3992] lr: 1.000e-04, eta: 3 days, 22:59:27, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0346, loss_cls: 0.2598, acc: 91.3594, loss_bbox: 0.3308, loss_mask: 0.0000, loss: 0.6533 2022-05-11 11:40:24,463 - mmdet - INFO - Epoch [27][1800/3992] lr: 1.000e-04, eta: 3 days, 22:59:07, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0324, loss_cls: 0.2409, acc: 91.8672, loss_bbox: 0.3084, loss_mask: 0.0000, loss: 0.6174 2022-05-11 11:40:48,981 - mmdet - INFO - Epoch [27][1850/3992] lr: 1.000e-04, eta: 3 days, 22:58:42, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0295, loss_cls: 0.2290, acc: 92.2793, loss_bbox: 0.2895, loss_mask: 0.0000, loss: 0.5744 2022-05-11 11:41:13,775 - mmdet - INFO - Epoch [27][1900/3992] lr: 1.000e-04, eta: 3 days, 22:58:18, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0305, loss_cls: 0.2420, acc: 91.7988, loss_bbox: 0.3099, loss_mask: 0.0000, loss: 0.6080 2022-05-11 11:41:38,671 - mmdet - INFO - Epoch [27][1950/3992] lr: 1.000e-04, eta: 3 days, 22:57:54, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0295, loss_cls: 0.2391, acc: 91.9316, loss_bbox: 0.2971, loss_mask: 0.0000, loss: 0.6002 2022-05-11 11:42:04,280 - mmdet - INFO - Epoch [27][2000/3992] lr: 1.000e-04, eta: 3 days, 22:57:36, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0301, loss_cls: 0.2271, acc: 92.5371, loss_bbox: 0.2886, loss_mask: 0.0000, loss: 0.5702 2022-05-11 11:42:28,800 - mmdet - INFO - Epoch [27][2050/3992] lr: 1.000e-04, eta: 3 days, 22:57:10, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0306, loss_cls: 0.2474, acc: 92.0078, loss_bbox: 0.2933, loss_mask: 0.0000, loss: 0.6022 2022-05-11 11:42:52,029 - mmdet - INFO - Epoch [27][2100/3992] lr: 1.000e-04, eta: 3 days, 22:56:36, time: 0.465, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0230, loss_cls: 0.2096, acc: 93.0234, loss_bbox: 0.2587, loss_mask: 0.0000, loss: 0.5097 2022-05-11 11:43:17,369 - mmdet - INFO - Epoch [27][2150/3992] lr: 1.000e-04, eta: 3 days, 22:56:16, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0380, loss_cls: 0.2758, acc: 90.6348, loss_bbox: 0.3328, loss_mask: 0.0000, loss: 0.6770 2022-05-11 11:43:42,572 - mmdet - INFO - Epoch [27][2200/3992] lr: 1.000e-04, eta: 3 days, 22:55:54, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0301, loss_cls: 0.2443, acc: 91.7695, loss_bbox: 0.3083, loss_mask: 0.0000, loss: 0.6057 2022-05-11 11:44:08,013 - mmdet - INFO - Epoch [27][2250/3992] lr: 1.000e-04, eta: 3 days, 22:55:35, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0376, loss_cls: 0.2914, acc: 89.9961, loss_bbox: 0.3630, loss_mask: 0.0000, loss: 0.7221 2022-05-11 11:44:32,915 - mmdet - INFO - Epoch [27][2300/3992] lr: 1.000e-04, eta: 3 days, 22:55:11, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0317, loss_cls: 0.2562, acc: 91.4453, loss_bbox: 0.3199, loss_mask: 0.0000, loss: 0.6342 2022-05-11 11:44:58,432 - mmdet - INFO - Epoch [27][2350/3992] lr: 1.000e-04, eta: 3 days, 22:54:52, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0363, loss_cls: 0.2431, acc: 91.7988, loss_bbox: 0.2981, loss_mask: 0.0000, loss: 0.6029 2022-05-11 11:45:22,972 - mmdet - INFO - Epoch [27][2400/3992] lr: 1.000e-04, eta: 3 days, 22:54:27, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0319, loss_cls: 0.2489, acc: 91.6504, loss_bbox: 0.3150, loss_mask: 0.0000, loss: 0.6177 2022-05-11 11:45:46,697 - mmdet - INFO - Epoch [27][2450/3992] lr: 1.000e-04, eta: 3 days, 22:53:56, time: 0.474, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0335, loss_cls: 0.2437, acc: 91.9668, loss_bbox: 0.3031, loss_mask: 0.0000, loss: 0.6087 2022-05-11 11:46:11,046 - mmdet - INFO - Epoch [27][2500/3992] lr: 1.000e-04, eta: 3 days, 22:53:29, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0343, loss_cls: 0.2281, acc: 92.1582, loss_bbox: 0.3122, loss_mask: 0.0000, loss: 0.5996 2022-05-11 11:46:35,978 - mmdet - INFO - Epoch [27][2550/3992] lr: 1.000e-04, eta: 3 days, 22:53:06, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0354, loss_cls: 0.2505, acc: 91.5391, loss_bbox: 0.3251, loss_mask: 0.0000, loss: 0.6352 2022-05-11 11:47:01,456 - mmdet - INFO - Epoch [27][2600/3992] lr: 1.000e-04, eta: 3 days, 22:52:46, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0334, loss_cls: 0.2570, acc: 91.2812, loss_bbox: 0.3424, loss_mask: 0.0000, loss: 0.6609 2022-05-11 11:47:25,525 - mmdet - INFO - Epoch [27][2650/3992] lr: 1.000e-04, eta: 3 days, 22:52:18, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0355, loss_cls: 0.2284, acc: 92.2090, loss_bbox: 0.3088, loss_mask: 0.0000, loss: 0.5993 2022-05-11 11:47:51,249 - mmdet - INFO - Epoch [27][2700/3992] lr: 1.000e-04, eta: 3 days, 22:52:00, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0376, loss_cls: 0.2424, acc: 91.6387, loss_bbox: 0.3230, loss_mask: 0.0000, loss: 0.6339 2022-05-11 11:48:16,439 - mmdet - INFO - Epoch [27][2750/3992] lr: 1.000e-04, eta: 3 days, 22:51:38, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0322, loss_cls: 0.2325, acc: 91.9395, loss_bbox: 0.3053, loss_mask: 0.0000, loss: 0.5988 2022-05-11 11:48:41,695 - mmdet - INFO - Epoch [27][2800/3992] lr: 1.000e-04, eta: 3 days, 22:51:17, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0364, loss_cls: 0.2461, acc: 91.8633, loss_bbox: 0.3163, loss_mask: 0.0000, loss: 0.6271 2022-05-11 11:49:06,343 - mmdet - INFO - Epoch [27][2850/3992] lr: 1.000e-04, eta: 3 days, 22:50:53, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0352, loss_cls: 0.2573, acc: 91.0449, loss_bbox: 0.3363, loss_mask: 0.0000, loss: 0.6521 2022-05-11 11:49:30,949 - mmdet - INFO - Epoch [27][2900/3992] lr: 1.000e-04, eta: 3 days, 22:50:27, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0310, loss_cls: 0.2317, acc: 92.2227, loss_bbox: 0.2977, loss_mask: 0.0000, loss: 0.5845 2022-05-11 11:49:56,003 - mmdet - INFO - Epoch [27][2950/3992] lr: 1.000e-04, eta: 3 days, 22:50:05, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0318, loss_cls: 0.2322, acc: 91.8887, loss_bbox: 0.3117, loss_mask: 0.0000, loss: 0.5988 2022-05-11 11:50:21,363 - mmdet - INFO - Epoch [27][3000/3992] lr: 1.000e-04, eta: 3 days, 22:49:45, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0392, loss_cls: 0.2593, acc: 91.4395, loss_bbox: 0.3324, loss_mask: 0.0000, loss: 0.6623 2022-05-11 11:50:46,196 - mmdet - INFO - Epoch [27][3050/3992] lr: 1.000e-04, eta: 3 days, 22:49:21, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0357, loss_cls: 0.2645, acc: 91.3945, loss_bbox: 0.3224, loss_mask: 0.0000, loss: 0.6519 2022-05-11 11:51:11,269 - mmdet - INFO - Epoch [27][3100/3992] lr: 1.000e-04, eta: 3 days, 22:48:59, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0309, loss_cls: 0.2404, acc: 92.0176, loss_bbox: 0.3013, loss_mask: 0.0000, loss: 0.5998 2022-05-11 11:51:36,320 - mmdet - INFO - Epoch [27][3150/3992] lr: 1.000e-04, eta: 3 days, 22:48:37, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0265, loss_cls: 0.2216, acc: 92.4551, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.5450 2022-05-11 11:52:01,359 - mmdet - INFO - Epoch [27][3200/3992] lr: 1.000e-04, eta: 3 days, 22:48:14, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0318, loss_cls: 0.2600, acc: 91.4199, loss_bbox: 0.3235, loss_mask: 0.0000, loss: 0.6418 2022-05-11 11:52:26,304 - mmdet - INFO - Epoch [27][3250/3992] lr: 1.000e-04, eta: 3 days, 22:47:51, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0311, loss_cls: 0.2363, acc: 92.1738, loss_bbox: 0.3074, loss_mask: 0.0000, loss: 0.6010 2022-05-11 11:52:51,048 - mmdet - INFO - Epoch [27][3300/3992] lr: 1.000e-04, eta: 3 days, 22:47:27, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0351, loss_cls: 0.2569, acc: 91.2344, loss_bbox: 0.3349, loss_mask: 0.0000, loss: 0.6529 2022-05-11 11:53:15,827 - mmdet - INFO - Epoch [27][3350/3992] lr: 1.000e-04, eta: 3 days, 22:47:03, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0303, loss_cls: 0.2541, acc: 91.3164, loss_bbox: 0.3247, loss_mask: 0.0000, loss: 0.6322 2022-05-11 11:53:41,345 - mmdet - INFO - Epoch [27][3400/3992] lr: 1.000e-04, eta: 3 days, 22:46:44, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0289, loss_cls: 0.2207, acc: 92.6641, loss_bbox: 0.2800, loss_mask: 0.0000, loss: 0.5548 2022-05-11 11:54:06,175 - mmdet - INFO - Epoch [27][3450/3992] lr: 1.000e-04, eta: 3 days, 22:46:20, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0301, loss_cls: 0.2383, acc: 92.1348, loss_bbox: 0.3017, loss_mask: 0.0000, loss: 0.5964 2022-05-11 11:54:30,745 - mmdet - INFO - Epoch [27][3500/3992] lr: 1.000e-04, eta: 3 days, 22:45:55, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0314, loss_cls: 0.2458, acc: 91.4883, loss_bbox: 0.3169, loss_mask: 0.0000, loss: 0.6163 2022-05-11 11:54:55,426 - mmdet - INFO - Epoch [27][3550/3992] lr: 1.000e-04, eta: 3 days, 22:45:30, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0320, loss_cls: 0.2430, acc: 91.7305, loss_bbox: 0.2955, loss_mask: 0.0000, loss: 0.6084 2022-05-11 11:55:21,157 - mmdet - INFO - Epoch [27][3600/3992] lr: 1.000e-04, eta: 3 days, 22:45:12, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0290, loss_cls: 0.2495, acc: 91.5059, loss_bbox: 0.3157, loss_mask: 0.0000, loss: 0.6134 2022-05-11 11:55:46,951 - mmdet - INFO - Epoch [27][3650/3992] lr: 1.000e-04, eta: 3 days, 22:44:54, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0249, loss_cls: 0.2419, acc: 91.9531, loss_bbox: 0.3046, loss_mask: 0.0000, loss: 0.5918 2022-05-11 11:56:12,322 - mmdet - INFO - Epoch [27][3700/3992] lr: 1.000e-04, eta: 3 days, 22:44:34, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0325, loss_cls: 0.2478, acc: 91.3047, loss_bbox: 0.3226, loss_mask: 0.0000, loss: 0.6307 2022-05-11 11:56:37,399 - mmdet - INFO - Epoch [27][3750/3992] lr: 1.000e-04, eta: 3 days, 22:44:12, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0310, loss_cls: 0.2446, acc: 91.5273, loss_bbox: 0.3006, loss_mask: 0.0000, loss: 0.6019 2022-05-11 11:57:02,845 - mmdet - INFO - Epoch [27][3800/3992] lr: 1.000e-04, eta: 3 days, 22:43:52, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0376, loss_cls: 0.2745, acc: 90.8008, loss_bbox: 0.3379, loss_mask: 0.0000, loss: 0.6793 2022-05-11 11:57:28,726 - mmdet - INFO - Epoch [27][3850/3992] lr: 1.000e-04, eta: 3 days, 22:43:35, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0347, loss_cls: 0.2479, acc: 91.4082, loss_bbox: 0.3075, loss_mask: 0.0000, loss: 0.6117 2022-05-11 11:57:53,632 - mmdet - INFO - Epoch [27][3900/3992] lr: 1.000e-04, eta: 3 days, 22:43:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0302, loss_cls: 0.2364, acc: 91.5996, loss_bbox: 0.2993, loss_mask: 0.0000, loss: 0.5938 2022-05-11 11:58:19,149 - mmdet - INFO - Epoch [27][3950/3992] lr: 1.000e-04, eta: 3 days, 22:42:53, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0342, loss_cls: 0.2727, acc: 91.2715, loss_bbox: 0.3151, loss_mask: 0.0000, loss: 0.6499 2022-05-11 11:58:40,015 - mmdet - INFO - Saving checkpoint at 27 epochs 2022-05-11 12:05:03,767 - mmdet - INFO - Evaluating bbox... 2022-05-11 12:05:26,961 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.100 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.190 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.090 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.032 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.130 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.027 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.113 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-11 12:05:26,966 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.096 | table | 0.209 | desk | 0.074 | | sofa_chair | 0.431 | pillow | 0.055 | box | 0.022 | | garbage_bin | 0.280 | cabinet | 0.033 | drawer | 0.049 | | shelf | 0.089 | kitchen_counter | 0.146 | kitchen_cabinet | 0.155 | | cpu | 0.019 | bench | 0.134 | file_cabinet | 0.078 | | whiteboard | 0.105 | lamp | 0.173 | endtable | 0.091 | | bookshelf | 0.193 | coffee_table | 0.156 | dresser | 0.132 | | paper | 0.012 | printer | 0.145 | monitor | 0.189 | | back_pack | 0.063 | night_stand | 0.218 | door | 0.028 | | picture | 0.043 | ottoman | 0.196 | stool | 0.160 | | outlet | 0.000 | towel | 0.027 | tray | 0.017 | | bag | 0.011 | stove | 0.057 | bathtub | 0.316 | | scanner | 0.066 | cubby | 0.019 | mirror | 0.008 | | bottle | 0.008 | rack | 0.012 | cup | 0.043 | | thermos | 0.001 | island | 0.044 | counter | 0.023 | | bowl | 0.026 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.001 | coffee_maker | 0.111 | | cart | 0.059 | tv_stand | 0.067 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.298 | | sofa | 0.354 | plant | 0.033 | bed | 0.555 | | dining_table | 0.006 | toilet | 0.453 | tv | 0.213 | | laptop | 0.109 | mouse | 0.040 | basket | 0.001 | | keyboard | 0.033 | telephone | 0.033 | microwave | 0.214 | | oven | 0.065 | paper_towel_dispenser | 0.239 | sink | 0.115 | | fridge | 0.119 | book | 0.006 | clock | 0.079 | | vase | 0.020 | fire_extinguisher | 0.016 | blinds | 0.002 | | podium | 0.145 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:26,970 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.205 | table | 0.407 | desk | 0.166 | | sofa_chair | 0.623 | pillow | 0.148 | box | 0.049 | | garbage_bin | 0.490 | cabinet | 0.060 | drawer | 0.081 | | shelf | 0.191 | kitchen_counter | 0.293 | kitchen_cabinet | 0.271 | | cpu | 0.061 | bench | 0.286 | file_cabinet | 0.117 | | whiteboard | 0.184 | lamp | 0.391 | endtable | 0.189 | | bookshelf | 0.352 | coffee_table | 0.299 | dresser | 0.217 | | paper | 0.025 | printer | 0.284 | monitor | 0.468 | | back_pack | 0.117 | night_stand | 0.432 | door | 0.080 | | picture | 0.087 | ottoman | 0.294 | stool | 0.338 | | outlet | 0.000 | towel | 0.048 | tray | 0.039 | | bag | 0.016 | stove | 0.092 | bathtub | 0.562 | | scanner | 0.118 | cubby | 0.035 | mirror | 0.031 | | bottle | 0.015 | rack | 0.020 | cup | 0.141 | | thermos | 0.006 | island | 0.077 | counter | 0.038 | | bowl | 0.085 | plate | 0.005 | organizer | 0.001 | | switch | 0.000 | pen | 0.002 | coffee_maker | 0.197 | | cart | 0.107 | tv_stand | 0.136 | poster | 0.000 | | soap_dispenser | 0.041 | toy | nan | chair | 0.657 | | sofa | 0.552 | plant | 0.126 | bed | 0.831 | | dining_table | 0.014 | toilet | 0.799 | tv | 0.430 | | laptop | 0.230 | mouse | 0.116 | basket | 0.002 | | keyboard | 0.135 | telephone | 0.095 | microwave | 0.402 | | oven | 0.135 | paper_towel_dispenser | 0.406 | sink | 0.352 | | fridge | 0.261 | book | 0.015 | clock | 0.103 | | vase | 0.052 | fire_extinguisher | 0.032 | blinds | 0.005 | | podium | 0.198 | others | 0.084 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:26,973 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.046 | table | 0.191 | desk | 0.057 | | sofa_chair | 0.506 | pillow | 0.028 | box | 0.016 | | garbage_bin | 0.287 | cabinet | 0.032 | drawer | 0.045 | | shelf | 0.072 | kitchen_counter | 0.151 | kitchen_cabinet | 0.157 | | cpu | 0.005 | bench | 0.097 | file_cabinet | 0.110 | | whiteboard | 0.108 | lamp | 0.122 | endtable | 0.056 | | bookshelf | 0.200 | coffee_table | 0.110 | dresser | 0.145 | | paper | 0.004 | printer | 0.097 | monitor | 0.107 | | back_pack | 0.054 | night_stand | 0.176 | door | 0.021 | | picture | 0.033 | ottoman | 0.233 | stool | 0.135 | | outlet | 0.000 | towel | 0.022 | tray | 0.014 | | bag | 0.015 | stove | 0.043 | bathtub | 0.325 | | scanner | 0.072 | cubby | 0.027 | mirror | 0.003 | | bottle | 0.004 | rack | 0.012 | cup | 0.016 | | thermos | 0.000 | island | 0.038 | counter | 0.029 | | bowl | 0.007 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.159 | | cart | 0.062 | tv_stand | 0.042 | poster | 0.000 | | soap_dispenser | 0.041 | toy | nan | chair | 0.227 | | sofa | 0.397 | plant | 0.002 | bed | 0.630 | | dining_table | 0.001 | toilet | 0.442 | tv | 0.195 | | laptop | 0.068 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.005 | telephone | 0.002 | microwave | 0.155 | | oven | 0.071 | paper_towel_dispenser | 0.113 | sink | 0.042 | | fridge | 0.103 | book | 0.004 | clock | 0.093 | | vase | 0.002 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.198 | others | 0.025 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:26,974 - mmdet - INFO - Evaluating segm... 2022-05-11 12:05:54,268 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 12:05:54,272 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:54,276 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:54,280 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:05:54,725 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 12:05:54,725 - mmdet - INFO - Epoch(val) [27][2619] bbox_mAP: 0.1000, bbox_mAP_50: 0.1900, bbox_mAP_75: 0.0900, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0320, bbox_mAP_l: 0.1300, bbox_mAP_copypaste: 0.100 0.190 0.090 0.004 0.032 0.130, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 12:06:21,834 - mmdet - INFO - Epoch [28][50/3992] lr: 1.000e-05, eta: 3 days, 22:40:10, time: 0.542, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0335, loss_cls: 0.2421, acc: 91.6914, loss_bbox: 0.3295, loss_mask: 0.0000, loss: 0.6274 2022-05-11 12:06:45,953 - mmdet - INFO - Epoch [28][100/3992] lr: 1.000e-05, eta: 3 days, 22:39:42, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0317, loss_cls: 0.2251, acc: 92.5840, loss_bbox: 0.2922, loss_mask: 0.0000, loss: 0.5780 2022-05-11 12:07:11,405 - mmdet - INFO - Epoch [28][150/3992] lr: 1.000e-05, eta: 3 days, 22:39:22, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0320, loss_cls: 0.2394, acc: 91.6719, loss_bbox: 0.3146, loss_mask: 0.0000, loss: 0.6074 2022-05-11 12:07:36,370 - mmdet - INFO - Epoch [28][200/3992] lr: 1.000e-05, eta: 3 days, 22:38:59, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0340, loss_cls: 0.2286, acc: 92.0801, loss_bbox: 0.3185, loss_mask: 0.0000, loss: 0.6049 2022-05-11 12:08:02,015 - mmdet - INFO - Epoch [28][250/3992] lr: 1.000e-05, eta: 3 days, 22:38:41, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0306, loss_cls: 0.2212, acc: 92.3203, loss_bbox: 0.3010, loss_mask: 0.0000, loss: 0.5712 2022-05-11 12:08:26,721 - mmdet - INFO - Epoch [28][300/3992] lr: 1.000e-05, eta: 3 days, 22:38:16, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0295, loss_cls: 0.2207, acc: 92.5371, loss_bbox: 0.2859, loss_mask: 0.0000, loss: 0.5569 2022-05-11 12:08:52,194 - mmdet - INFO - Epoch [28][350/3992] lr: 1.000e-05, eta: 3 days, 22:37:57, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0321, loss_cls: 0.2152, acc: 92.4277, loss_bbox: 0.2824, loss_mask: 0.0000, loss: 0.5537 2022-05-11 12:09:17,199 - mmdet - INFO - Epoch [28][400/3992] lr: 1.000e-05, eta: 3 days, 22:37:34, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0331, loss_cls: 0.2260, acc: 91.9727, loss_bbox: 0.3190, loss_mask: 0.0000, loss: 0.6015 2022-05-11 12:09:43,020 - mmdet - INFO - Epoch [28][450/3992] lr: 1.000e-05, eta: 3 days, 22:37:17, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0303, loss_cls: 0.2040, acc: 92.8652, loss_bbox: 0.2785, loss_mask: 0.0000, loss: 0.5341 2022-05-11 12:10:07,859 - mmdet - INFO - Epoch [28][500/3992] lr: 1.000e-05, eta: 3 days, 22:36:53, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0341, loss_cls: 0.2292, acc: 91.6602, loss_bbox: 0.3256, loss_mask: 0.0000, loss: 0.6098 2022-05-11 12:10:34,401 - mmdet - INFO - Epoch [28][550/3992] lr: 1.000e-05, eta: 3 days, 22:36:40, time: 0.531, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0340, loss_cls: 0.2285, acc: 92.1465, loss_bbox: 0.3113, loss_mask: 0.0000, loss: 0.5954 2022-05-11 12:10:58,767 - mmdet - INFO - Epoch [28][600/3992] lr: 1.000e-05, eta: 3 days, 22:36:13, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0295, loss_cls: 0.2089, acc: 92.4121, loss_bbox: 0.3015, loss_mask: 0.0000, loss: 0.5587 2022-05-11 12:11:23,696 - mmdet - INFO - Epoch [28][650/3992] lr: 1.000e-05, eta: 3 days, 22:35:50, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0310, loss_cls: 0.2207, acc: 92.1484, loss_bbox: 0.2960, loss_mask: 0.0000, loss: 0.5683 2022-05-11 12:11:48,479 - mmdet - INFO - Epoch [28][700/3992] lr: 1.000e-05, eta: 3 days, 22:35:26, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0295, loss_cls: 0.2093, acc: 92.8242, loss_bbox: 0.2804, loss_mask: 0.0000, loss: 0.5386 2022-05-11 12:12:14,844 - mmdet - INFO - Epoch [28][750/3992] lr: 1.000e-05, eta: 3 days, 22:35:12, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0295, loss_cls: 0.2057, acc: 92.7246, loss_bbox: 0.3011, loss_mask: 0.0000, loss: 0.5555 2022-05-11 12:12:39,905 - mmdet - INFO - Epoch [28][800/3992] lr: 1.000e-05, eta: 3 days, 22:34:50, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0318, loss_cls: 0.2197, acc: 92.1758, loss_bbox: 0.3054, loss_mask: 0.0000, loss: 0.5765 2022-05-11 12:13:04,425 - mmdet - INFO - Epoch [28][850/3992] lr: 1.000e-05, eta: 3 days, 22:34:24, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0303, loss_cls: 0.2212, acc: 92.2266, loss_bbox: 0.3112, loss_mask: 0.0000, loss: 0.5856 2022-05-11 12:13:28,909 - mmdet - INFO - Epoch [28][900/3992] lr: 1.000e-05, eta: 3 days, 22:33:59, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0289, loss_cls: 0.2007, acc: 93.0664, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.5201 2022-05-11 12:13:53,072 - mmdet - INFO - Epoch [28][950/3992] lr: 1.000e-05, eta: 3 days, 22:33:31, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0261, loss_cls: 0.1992, acc: 92.9336, loss_bbox: 0.2905, loss_mask: 0.0000, loss: 0.5361 2022-05-11 12:14:18,493 - mmdet - INFO - Epoch [28][1000/3992] lr: 1.000e-05, eta: 3 days, 22:33:11, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0273, loss_cls: 0.1918, acc: 93.4355, loss_bbox: 0.2684, loss_mask: 0.0000, loss: 0.5107 2022-05-11 12:14:43,709 - mmdet - INFO - Epoch [28][1050/3992] lr: 1.000e-05, eta: 3 days, 22:32:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0305, loss_cls: 0.2069, acc: 92.5938, loss_bbox: 0.3031, loss_mask: 0.0000, loss: 0.5587 2022-05-11 12:15:09,065 - mmdet - INFO - Epoch [28][1100/3992] lr: 1.000e-05, eta: 3 days, 22:32:29, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0291, loss_cls: 0.2028, acc: 92.7422, loss_bbox: 0.2921, loss_mask: 0.0000, loss: 0.5399 2022-05-11 12:15:34,831 - mmdet - INFO - Epoch [28][1150/3992] lr: 1.000e-05, eta: 3 days, 22:32:11, time: 0.515, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0339, loss_cls: 0.2210, acc: 92.0918, loss_bbox: 0.3074, loss_mask: 0.0000, loss: 0.5864 2022-05-11 12:15:59,305 - mmdet - INFO - Epoch [28][1200/3992] lr: 1.000e-05, eta: 3 days, 22:31:45, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0333, loss_cls: 0.1925, acc: 93.0684, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.5299 2022-05-11 12:16:24,832 - mmdet - INFO - Epoch [28][1250/3992] lr: 1.000e-05, eta: 3 days, 22:31:26, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0293, loss_cls: 0.1967, acc: 93.2695, loss_bbox: 0.2731, loss_mask: 0.0000, loss: 0.5214 2022-05-11 12:16:50,127 - mmdet - INFO - Epoch [28][1300/3992] lr: 1.000e-05, eta: 3 days, 22:31:05, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0270, loss_cls: 0.1917, acc: 93.3184, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.5026 2022-05-11 12:17:15,944 - mmdet - INFO - Epoch [28][1350/3992] lr: 1.000e-05, eta: 3 days, 22:30:47, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0263, loss_cls: 0.1934, acc: 93.0020, loss_bbox: 0.2691, loss_mask: 0.0000, loss: 0.5048 2022-05-11 12:17:40,501 - mmdet - INFO - Epoch [28][1400/3992] lr: 1.000e-05, eta: 3 days, 22:30:22, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0264, loss_cls: 0.1978, acc: 92.8848, loss_bbox: 0.2799, loss_mask: 0.0000, loss: 0.5259 2022-05-11 12:18:05,432 - mmdet - INFO - Epoch [28][1450/3992] lr: 1.000e-05, eta: 3 days, 22:29:59, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0269, loss_cls: 0.1990, acc: 92.8555, loss_bbox: 0.2920, loss_mask: 0.0000, loss: 0.5364 2022-05-11 12:18:31,628 - mmdet - INFO - Epoch [28][1500/3992] lr: 1.000e-05, eta: 3 days, 22:29:44, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0350, loss_cls: 0.2218, acc: 92.2520, loss_bbox: 0.3189, loss_mask: 0.0000, loss: 0.5992 2022-05-11 12:18:56,653 - mmdet - INFO - Epoch [28][1550/3992] lr: 1.000e-05, eta: 3 days, 22:29:21, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0360, loss_cls: 0.2127, acc: 92.4629, loss_bbox: 0.3066, loss_mask: 0.0000, loss: 0.5780 2022-05-11 12:19:22,255 - mmdet - INFO - Epoch [28][1600/3992] lr: 1.000e-05, eta: 3 days, 22:29:02, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0347, loss_cls: 0.2217, acc: 92.2578, loss_bbox: 0.3126, loss_mask: 0.0000, loss: 0.5929 2022-05-11 12:19:48,210 - mmdet - INFO - Epoch [28][1650/3992] lr: 1.000e-05, eta: 3 days, 22:28:46, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0305, loss_cls: 0.1885, acc: 93.3457, loss_bbox: 0.2867, loss_mask: 0.0000, loss: 0.5286 2022-05-11 12:20:13,272 - mmdet - INFO - Epoch [28][1700/3992] lr: 1.000e-05, eta: 3 days, 22:28:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0286, loss_cls: 0.2109, acc: 92.5078, loss_bbox: 0.2952, loss_mask: 0.0000, loss: 0.5534 2022-05-11 12:20:38,712 - mmdet - INFO - Epoch [28][1750/3992] lr: 1.000e-05, eta: 3 days, 22:28:03, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0278, loss_cls: 0.1932, acc: 93.2812, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.5165 2022-05-11 12:21:04,181 - mmdet - INFO - Epoch [28][1800/3992] lr: 1.000e-05, eta: 3 days, 22:27:44, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0279, loss_cls: 0.1791, acc: 93.7656, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.4996 2022-05-11 12:21:29,093 - mmdet - INFO - Epoch [28][1850/3992] lr: 1.000e-05, eta: 3 days, 22:27:20, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0305, loss_cls: 0.1881, acc: 93.2324, loss_bbox: 0.2782, loss_mask: 0.0000, loss: 0.5135 2022-05-11 12:21:53,926 - mmdet - INFO - Epoch [28][1900/3992] lr: 1.000e-05, eta: 3 days, 22:26:57, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0311, loss_cls: 0.2237, acc: 92.0938, loss_bbox: 0.3048, loss_mask: 0.0000, loss: 0.5901 2022-05-11 12:22:19,695 - mmdet - INFO - Epoch [28][1950/3992] lr: 1.000e-05, eta: 3 days, 22:26:39, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0260, loss_cls: 0.1820, acc: 93.6270, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4915 2022-05-11 12:22:44,499 - mmdet - INFO - Epoch [28][2000/3992] lr: 1.000e-05, eta: 3 days, 22:26:15, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0301, loss_cls: 0.2078, acc: 92.8145, loss_bbox: 0.2849, loss_mask: 0.0000, loss: 0.5439 2022-05-11 12:23:09,343 - mmdet - INFO - Epoch [28][2050/3992] lr: 1.000e-05, eta: 3 days, 22:25:51, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0304, loss_cls: 0.1981, acc: 92.9922, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.5295 2022-05-11 12:23:33,666 - mmdet - INFO - Epoch [28][2100/3992] lr: 1.000e-05, eta: 3 days, 22:25:24, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0318, loss_cls: 0.1925, acc: 92.8613, loss_bbox: 0.2868, loss_mask: 0.0000, loss: 0.5279 2022-05-11 12:23:58,815 - mmdet - INFO - Epoch [28][2150/3992] lr: 1.000e-05, eta: 3 days, 22:25:02, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0300, loss_cls: 0.2090, acc: 92.7930, loss_bbox: 0.2921, loss_mask: 0.0000, loss: 0.5519 2022-05-11 12:24:23,545 - mmdet - INFO - Epoch [28][2200/3992] lr: 1.000e-05, eta: 3 days, 22:24:38, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0269, loss_cls: 0.1891, acc: 93.4688, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4927 2022-05-11 12:24:48,487 - mmdet - INFO - Epoch [28][2250/3992] lr: 1.000e-05, eta: 3 days, 22:24:15, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0292, loss_cls: 0.2047, acc: 92.9180, loss_bbox: 0.2837, loss_mask: 0.0000, loss: 0.5385 2022-05-11 12:25:13,736 - mmdet - INFO - Epoch [28][2300/3992] lr: 1.000e-05, eta: 3 days, 22:23:54, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0229, loss_cls: 0.1841, acc: 93.3125, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4938 2022-05-11 12:25:39,771 - mmdet - INFO - Epoch [28][2350/3992] lr: 1.000e-05, eta: 3 days, 22:23:37, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0288, loss_cls: 0.1865, acc: 93.4297, loss_bbox: 0.2771, loss_mask: 0.0000, loss: 0.5153 2022-05-11 12:26:04,903 - mmdet - INFO - Epoch [28][2400/3992] lr: 1.000e-05, eta: 3 days, 22:23:16, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0336, loss_cls: 0.1908, acc: 93.2207, loss_bbox: 0.2779, loss_mask: 0.0000, loss: 0.5325 2022-05-11 12:26:29,812 - mmdet - INFO - Epoch [28][2450/3992] lr: 1.000e-05, eta: 3 days, 22:22:52, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0283, loss_cls: 0.1879, acc: 93.1973, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.5139 2022-05-11 12:26:54,764 - mmdet - INFO - Epoch [28][2500/3992] lr: 1.000e-05, eta: 3 days, 22:22:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0263, loss_cls: 0.1961, acc: 93.1094, loss_bbox: 0.2796, loss_mask: 0.0000, loss: 0.5186 2022-05-11 12:27:19,743 - mmdet - INFO - Epoch [28][2550/3992] lr: 1.000e-05, eta: 3 days, 22:22:06, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0300, loss_cls: 0.1973, acc: 92.8223, loss_bbox: 0.2807, loss_mask: 0.0000, loss: 0.5247 2022-05-11 12:27:43,977 - mmdet - INFO - Epoch [28][2600/3992] lr: 1.000e-05, eta: 3 days, 22:21:39, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0261, loss_cls: 0.1886, acc: 93.1582, loss_bbox: 0.2786, loss_mask: 0.0000, loss: 0.5113 2022-05-11 12:28:08,214 - mmdet - INFO - Epoch [28][2650/3992] lr: 1.000e-05, eta: 3 days, 22:21:11, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0296, loss_cls: 0.1997, acc: 92.8535, loss_bbox: 0.2870, loss_mask: 0.0000, loss: 0.5338 2022-05-11 12:28:32,971 - mmdet - INFO - Epoch [28][2700/3992] lr: 1.000e-05, eta: 3 days, 22:20:47, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0274, loss_cls: 0.1797, acc: 93.5234, loss_bbox: 0.2763, loss_mask: 0.0000, loss: 0.5016 2022-05-11 12:28:57,564 - mmdet - INFO - Epoch [28][2750/3992] lr: 1.000e-05, eta: 3 days, 22:20:22, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0290, loss_cls: 0.2047, acc: 92.9746, loss_bbox: 0.2883, loss_mask: 0.0000, loss: 0.5454 2022-05-11 12:29:23,108 - mmdet - INFO - Epoch [28][2800/3992] lr: 1.000e-05, eta: 3 days, 22:20:02, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0305, loss_cls: 0.1858, acc: 93.2637, loss_bbox: 0.2912, loss_mask: 0.0000, loss: 0.5262 2022-05-11 12:29:48,564 - mmdet - INFO - Epoch [28][2850/3992] lr: 1.000e-05, eta: 3 days, 22:19:43, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0289, loss_cls: 0.1934, acc: 93.0234, loss_bbox: 0.2969, loss_mask: 0.0000, loss: 0.5362 2022-05-11 12:30:15,037 - mmdet - INFO - Epoch [28][2900/3992] lr: 1.000e-05, eta: 3 days, 22:19:29, time: 0.529, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0306, loss_cls: 0.1915, acc: 92.8555, loss_bbox: 0.3025, loss_mask: 0.0000, loss: 0.5411 2022-05-11 12:30:40,512 - mmdet - INFO - Epoch [28][2950/3992] lr: 1.000e-05, eta: 3 days, 22:19:09, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0258, loss_cls: 0.1853, acc: 93.6387, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.5051 2022-05-11 12:31:04,805 - mmdet - INFO - Epoch [28][3000/3992] lr: 1.000e-05, eta: 3 days, 22:18:42, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0264, loss_cls: 0.1911, acc: 93.0371, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5239 2022-05-11 12:31:30,068 - mmdet - INFO - Epoch [28][3050/3992] lr: 1.000e-05, eta: 3 days, 22:18:21, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0273, loss_cls: 0.1830, acc: 93.3086, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.5005 2022-05-11 12:31:54,724 - mmdet - INFO - Epoch [28][3100/3992] lr: 1.000e-05, eta: 3 days, 22:17:56, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0276, loss_cls: 0.1811, acc: 93.5312, loss_bbox: 0.2730, loss_mask: 0.0000, loss: 0.4978 2022-05-11 12:32:19,030 - mmdet - INFO - Epoch [28][3150/3992] lr: 1.000e-05, eta: 3 days, 22:17:29, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0255, loss_cls: 0.1920, acc: 93.1016, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.5190 2022-05-11 12:32:43,739 - mmdet - INFO - Epoch [28][3200/3992] lr: 1.000e-05, eta: 3 days, 22:17:04, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0283, loss_cls: 0.1896, acc: 93.2773, loss_bbox: 0.2850, loss_mask: 0.0000, loss: 0.5219 2022-05-11 12:33:09,300 - mmdet - INFO - Epoch [28][3250/3992] lr: 1.000e-05, eta: 3 days, 22:16:45, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0306, loss_cls: 0.2016, acc: 93.1309, loss_bbox: 0.2786, loss_mask: 0.0000, loss: 0.5335 2022-05-11 12:33:35,173 - mmdet - INFO - Epoch [28][3300/3992] lr: 1.000e-05, eta: 3 days, 22:16:28, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0331, loss_cls: 0.1991, acc: 92.9863, loss_bbox: 0.2947, loss_mask: 0.0000, loss: 0.5496 2022-05-11 12:34:00,695 - mmdet - INFO - Epoch [28][3350/3992] lr: 1.000e-05, eta: 3 days, 22:16:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0324, loss_cls: 0.2166, acc: 92.5293, loss_bbox: 0.2879, loss_mask: 0.0000, loss: 0.5644 2022-05-11 12:34:25,486 - mmdet - INFO - Epoch [28][3400/3992] lr: 1.000e-05, eta: 3 days, 22:15:44, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0307, loss_cls: 0.1955, acc: 93.0254, loss_bbox: 0.2859, loss_mask: 0.0000, loss: 0.5343 2022-05-11 12:34:51,130 - mmdet - INFO - Epoch [28][3450/3992] lr: 1.000e-05, eta: 3 days, 22:15:25, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0304, loss_cls: 0.1903, acc: 93.0254, loss_bbox: 0.2796, loss_mask: 0.0000, loss: 0.5179 2022-05-11 12:35:16,609 - mmdet - INFO - Epoch [28][3500/3992] lr: 1.000e-05, eta: 3 days, 22:15:05, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0264, loss_cls: 0.1756, acc: 93.6504, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4694 2022-05-11 12:35:41,021 - mmdet - INFO - Epoch [28][3550/3992] lr: 1.000e-05, eta: 3 days, 22:14:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0265, loss_cls: 0.1820, acc: 93.4922, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4977 2022-05-11 12:36:04,614 - mmdet - INFO - Epoch [28][3600/3992] lr: 1.000e-05, eta: 3 days, 22:14:08, time: 0.472, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0249, loss_cls: 0.1804, acc: 93.6367, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4731 2022-05-11 12:36:30,700 - mmdet - INFO - Epoch [28][3650/3992] lr: 1.000e-05, eta: 3 days, 22:13:52, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0345, loss_cls: 0.1922, acc: 92.9883, loss_bbox: 0.2837, loss_mask: 0.0000, loss: 0.5346 2022-05-11 12:36:55,368 - mmdet - INFO - Epoch [28][3700/3992] lr: 1.000e-05, eta: 3 days, 22:13:27, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0278, loss_cls: 0.1878, acc: 93.2949, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.5122 2022-05-11 12:37:19,442 - mmdet - INFO - Epoch [28][3750/3992] lr: 1.000e-05, eta: 3 days, 22:12:58, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0288, loss_cls: 0.2014, acc: 92.7617, loss_bbox: 0.2988, loss_mask: 0.0000, loss: 0.5487 2022-05-11 12:37:44,977 - mmdet - INFO - Epoch [28][3800/3992] lr: 1.000e-05, eta: 3 days, 22:12:39, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0306, loss_cls: 0.1838, acc: 93.4434, loss_bbox: 0.2912, loss_mask: 0.0000, loss: 0.5234 2022-05-11 12:38:09,646 - mmdet - INFO - Epoch [28][3850/3992] lr: 1.000e-05, eta: 3 days, 22:12:14, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0302, loss_cls: 0.1861, acc: 93.2031, loss_bbox: 0.2782, loss_mask: 0.0000, loss: 0.5129 2022-05-11 12:38:34,429 - mmdet - INFO - Epoch [28][3900/3992] lr: 1.000e-05, eta: 3 days, 22:11:50, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0249, loss_cls: 0.1794, acc: 93.4004, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4783 2022-05-11 12:38:59,373 - mmdet - INFO - Epoch [28][3950/3992] lr: 1.000e-05, eta: 3 days, 22:11:27, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0289, loss_cls: 0.1811, acc: 93.3984, loss_bbox: 0.2709, loss_mask: 0.0000, loss: 0.4960 2022-05-11 12:39:20,761 - mmdet - INFO - Saving checkpoint at 28 epochs 2022-05-11 12:45:18,874 - mmdet - INFO - Evaluating bbox... 2022-05-11 12:45:37,244 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.119 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.216 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.117 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.029 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.119 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.311 2022-05-11 12:45:37,248 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.250 | desk | 0.089 | | sofa_chair | 0.462 | pillow | 0.057 | box | 0.027 | | garbage_bin | 0.338 | cabinet | 0.038 | drawer | 0.053 | | shelf | 0.087 | kitchen_counter | 0.136 | kitchen_cabinet | 0.167 | | cpu | 0.023 | bench | 0.152 | file_cabinet | 0.053 | | whiteboard | 0.136 | lamp | 0.192 | endtable | 0.131 | | bookshelf | 0.224 | coffee_table | 0.176 | dresser | 0.170 | | paper | 0.008 | printer | 0.176 | monitor | 0.237 | | back_pack | 0.058 | night_stand | 0.285 | door | 0.072 | | picture | 0.048 | ottoman | 0.194 | stool | 0.183 | | outlet | 0.000 | towel | 0.039 | tray | 0.016 | | bag | 0.015 | stove | 0.076 | bathtub | 0.418 | | scanner | 0.167 | cubby | 0.013 | mirror | 0.016 | | bottle | 0.002 | rack | 0.015 | cup | 0.059 | | thermos | 0.002 | island | 0.073 | counter | 0.018 | | bowl | 0.053 | plate | 0.000 | organizer | 0.003 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.184 | | cart | 0.128 | tv_stand | 0.093 | poster | 0.001 | | soap_dispenser | 0.023 | toy | nan | chair | 0.335 | | sofa | 0.399 | plant | 0.034 | bed | 0.596 | | dining_table | 0.004 | toilet | 0.513 | tv | 0.246 | | laptop | 0.116 | mouse | 0.042 | basket | 0.001 | | keyboard | 0.078 | telephone | 0.029 | microwave | 0.244 | | oven | 0.034 | paper_towel_dispenser | 0.264 | sink | 0.149 | | fridge | 0.174 | book | 0.009 | clock | 0.078 | | vase | 0.039 | fire_extinguisher | 0.017 | blinds | 0.011 | | podium | 0.195 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:37,251 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.206 | table | 0.467 | desk | 0.189 | | sofa_chair | 0.657 | pillow | 0.148 | box | 0.057 | | garbage_bin | 0.597 | cabinet | 0.076 | drawer | 0.089 | | shelf | 0.181 | kitchen_counter | 0.257 | kitchen_cabinet | 0.297 | | cpu | 0.073 | bench | 0.301 | file_cabinet | 0.079 | | whiteboard | 0.223 | lamp | 0.410 | endtable | 0.250 | | bookshelf | 0.419 | coffee_table | 0.351 | dresser | 0.269 | | paper | 0.021 | printer | 0.327 | monitor | 0.525 | | back_pack | 0.142 | night_stand | 0.514 | door | 0.107 | | picture | 0.085 | ottoman | 0.287 | stool | 0.397 | | outlet | 0.000 | towel | 0.071 | tray | 0.050 | | bag | 0.025 | stove | 0.182 | bathtub | 0.653 | | scanner | 0.242 | cubby | 0.019 | mirror | 0.031 | | bottle | 0.005 | rack | 0.026 | cup | 0.173 | | thermos | 0.004 | island | 0.110 | counter | 0.029 | | bowl | 0.103 | plate | 0.001 | organizer | 0.006 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.324 | | cart | 0.195 | tv_stand | 0.204 | poster | 0.001 | | soap_dispenser | 0.038 | toy | nan | chair | 0.686 | | sofa | 0.599 | plant | 0.096 | bed | 0.879 | | dining_table | 0.009 | toilet | 0.861 | tv | 0.435 | | laptop | 0.243 | mouse | 0.124 | basket | 0.002 | | keyboard | 0.230 | telephone | 0.073 | microwave | 0.452 | | oven | 0.065 | paper_towel_dispenser | 0.389 | sink | 0.420 | | fridge | 0.299 | book | 0.022 | clock | 0.103 | | vase | 0.084 | fire_extinguisher | 0.042 | blinds | 0.026 | | podium | 0.269 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:37,254 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.235 | desk | 0.074 | | sofa_chair | 0.543 | pillow | 0.036 | box | 0.019 | | garbage_bin | 0.352 | cabinet | 0.035 | drawer | 0.059 | | shelf | 0.065 | kitchen_counter | 0.120 | kitchen_cabinet | 0.178 | | cpu | 0.003 | bench | 0.120 | file_cabinet | 0.070 | | whiteboard | 0.144 | lamp | 0.152 | endtable | 0.116 | | bookshelf | 0.224 | coffee_table | 0.138 | dresser | 0.191 | | paper | 0.003 | printer | 0.158 | monitor | 0.198 | | back_pack | 0.014 | night_stand | 0.274 | door | 0.091 | | picture | 0.052 | ottoman | 0.224 | stool | 0.142 | | outlet | 0.000 | towel | 0.047 | tray | 0.005 | | bag | 0.020 | stove | 0.069 | bathtub | 0.482 | | scanner | 0.168 | cubby | 0.018 | mirror | 0.021 | | bottle | 0.001 | rack | 0.012 | cup | 0.019 | | thermos | 0.000 | island | 0.071 | counter | 0.022 | | bowl | 0.059 | plate | 0.000 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.259 | | cart | 0.117 | tv_stand | 0.046 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.288 | | sofa | 0.440 | plant | 0.014 | bed | 0.693 | | dining_table | 0.001 | toilet | 0.530 | tv | 0.272 | | laptop | 0.103 | mouse | 0.009 | basket | 0.002 | | keyboard | 0.024 | telephone | 0.005 | microwave | 0.248 | | oven | 0.035 | paper_towel_dispenser | 0.271 | sink | 0.065 | | fridge | 0.175 | book | 0.005 | clock | 0.103 | | vase | 0.034 | fire_extinguisher | 0.000 | blinds | 0.012 | | podium | 0.253 | others | 0.030 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:37,254 - mmdet - INFO - Evaluating segm... 2022-05-11 12:45:58,579 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 12:45:58,583 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:58,587 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:58,591 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 12:45:58,960 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 12:45:58,961 - mmdet - INFO - Epoch(val) [28][2619] bbox_mAP: 0.1190, bbox_mAP_50: 0.2160, bbox_mAP_75: 0.1170, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.119 0.216 0.117 0.006 0.044 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 12:46:26,422 - mmdet - INFO - Epoch [29][50/3992] lr: 1.000e-05, eta: 3 days, 22:08:51, time: 0.549, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0277, loss_cls: 0.1893, acc: 93.4238, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.5057 2022-05-11 12:46:50,952 - mmdet - INFO - Epoch [29][100/3992] lr: 1.000e-05, eta: 3 days, 22:08:25, time: 0.491, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0318, loss_cls: 0.2015, acc: 92.9043, loss_bbox: 0.2879, loss_mask: 0.0000, loss: 0.5434 2022-05-11 12:47:15,926 - mmdet - INFO - Epoch [29][150/3992] lr: 1.000e-05, eta: 3 days, 22:08:02, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0242, loss_rpn_bbox: 0.0316, loss_cls: 0.2055, acc: 92.8906, loss_bbox: 0.2959, loss_mask: 0.0000, loss: 0.5571 2022-05-11 12:47:40,671 - mmdet - INFO - Epoch [29][200/3992] lr: 1.000e-05, eta: 3 days, 22:07:38, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0281, loss_cls: 0.1840, acc: 93.3359, loss_bbox: 0.2818, loss_mask: 0.0000, loss: 0.5142 2022-05-11 12:48:06,115 - mmdet - INFO - Epoch [29][250/3992] lr: 1.000e-05, eta: 3 days, 22:07:18, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0298, loss_cls: 0.1878, acc: 93.4434, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.5021 2022-05-11 12:48:31,773 - mmdet - INFO - Epoch [29][300/3992] lr: 1.000e-05, eta: 3 days, 22:06:59, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0258, loss_cls: 0.1781, acc: 93.5664, loss_bbox: 0.2857, loss_mask: 0.0000, loss: 0.5063 2022-05-11 12:48:56,989 - mmdet - INFO - Epoch [29][350/3992] lr: 1.000e-05, eta: 3 days, 22:06:38, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0262, loss_cls: 0.1743, acc: 93.7812, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4687 2022-05-11 12:49:21,709 - mmdet - INFO - Epoch [29][400/3992] lr: 1.000e-05, eta: 3 days, 22:06:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0258, loss_cls: 0.1658, acc: 93.9453, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4665 2022-05-11 12:49:48,135 - mmdet - INFO - Epoch [29][450/3992] lr: 1.000e-05, eta: 3 days, 22:05:59, time: 0.529, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0316, loss_cls: 0.1933, acc: 93.1367, loss_bbox: 0.2906, loss_mask: 0.0000, loss: 0.5305 2022-05-11 12:50:13,241 - mmdet - INFO - Epoch [29][500/3992] lr: 1.000e-05, eta: 3 days, 22:05:37, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0285, loss_cls: 0.1806, acc: 93.5820, loss_bbox: 0.2795, loss_mask: 0.0000, loss: 0.5029 2022-05-11 12:50:37,540 - mmdet - INFO - Epoch [29][550/3992] lr: 1.000e-05, eta: 3 days, 22:05:10, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0298, loss_cls: 0.1955, acc: 93.0352, loss_bbox: 0.2982, loss_mask: 0.0000, loss: 0.5403 2022-05-11 12:51:02,373 - mmdet - INFO - Epoch [29][600/3992] lr: 1.000e-05, eta: 3 days, 22:04:46, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0250, loss_cls: 0.1821, acc: 93.4883, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4944 2022-05-11 12:51:26,952 - mmdet - INFO - Epoch [29][650/3992] lr: 1.000e-05, eta: 3 days, 22:04:21, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0292, loss_cls: 0.1808, acc: 93.0703, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.5077 2022-05-11 12:51:51,995 - mmdet - INFO - Epoch [29][700/3992] lr: 1.000e-05, eta: 3 days, 22:03:59, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0298, loss_cls: 0.1983, acc: 92.7793, loss_bbox: 0.3082, loss_mask: 0.0000, loss: 0.5544 2022-05-11 12:52:17,163 - mmdet - INFO - Epoch [29][750/3992] lr: 1.000e-05, eta: 3 days, 22:03:37, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0230, loss_cls: 0.1672, acc: 93.8926, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4533 2022-05-11 12:52:42,868 - mmdet - INFO - Epoch [29][800/3992] lr: 1.000e-05, eta: 3 days, 22:03:18, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0328, loss_cls: 0.1989, acc: 92.9219, loss_bbox: 0.2958, loss_mask: 0.0000, loss: 0.5486 2022-05-11 12:53:06,688 - mmdet - INFO - Epoch [29][850/3992] lr: 1.000e-05, eta: 3 days, 22:02:48, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0265, loss_cls: 0.1817, acc: 93.6465, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4907 2022-05-11 12:53:32,996 - mmdet - INFO - Epoch [29][900/3992] lr: 1.000e-05, eta: 3 days, 22:02:34, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0328, loss_cls: 0.2017, acc: 92.7500, loss_bbox: 0.3063, loss_mask: 0.0000, loss: 0.5582 2022-05-11 12:53:58,233 - mmdet - INFO - Epoch [29][950/3992] lr: 1.000e-05, eta: 3 days, 22:02:12, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0332, loss_cls: 0.1919, acc: 93.3848, loss_bbox: 0.2795, loss_mask: 0.0000, loss: 0.5277 2022-05-11 12:54:23,101 - mmdet - INFO - Epoch [29][1000/3992] lr: 1.000e-05, eta: 3 days, 22:01:49, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0272, loss_cls: 0.1869, acc: 93.2793, loss_bbox: 0.2812, loss_mask: 0.0000, loss: 0.5156 2022-05-11 12:54:48,776 - mmdet - INFO - Epoch [29][1050/3992] lr: 1.000e-05, eta: 3 days, 22:01:30, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0235, loss_cls: 0.1595, acc: 94.2402, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4426 2022-05-11 12:55:13,757 - mmdet - INFO - Epoch [29][1100/3992] lr: 1.000e-05, eta: 3 days, 22:01:07, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0331, loss_cls: 0.1978, acc: 92.8906, loss_bbox: 0.2890, loss_mask: 0.0000, loss: 0.5387 2022-05-11 12:55:38,746 - mmdet - INFO - Epoch [29][1150/3992] lr: 1.000e-05, eta: 3 days, 22:00:44, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0325, loss_cls: 0.2117, acc: 92.2383, loss_bbox: 0.3143, loss_mask: 0.0000, loss: 0.5770 2022-05-11 12:56:03,377 - mmdet - INFO - Epoch [29][1200/3992] lr: 1.000e-05, eta: 3 days, 22:00:19, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0280, loss_cls: 0.1796, acc: 93.5098, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4822 2022-05-11 12:56:29,341 - mmdet - INFO - Epoch [29][1250/3992] lr: 1.000e-05, eta: 3 days, 22:00:02, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0286, loss_cls: 0.1965, acc: 92.7734, loss_bbox: 0.3035, loss_mask: 0.0000, loss: 0.5515 2022-05-11 12:56:54,367 - mmdet - INFO - Epoch [29][1300/3992] lr: 1.000e-05, eta: 3 days, 21:59:40, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0265, loss_cls: 0.1772, acc: 93.6797, loss_bbox: 0.2779, loss_mask: 0.0000, loss: 0.4976 2022-05-11 12:57:18,190 - mmdet - INFO - Epoch [29][1350/3992] lr: 1.000e-05, eta: 3 days, 21:59:10, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0269, loss_cls: 0.1718, acc: 93.8262, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4842 2022-05-11 12:57:42,908 - mmdet - INFO - Epoch [29][1400/3992] lr: 1.000e-05, eta: 3 days, 21:58:45, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0307, loss_cls: 0.1780, acc: 93.5957, loss_bbox: 0.2853, loss_mask: 0.0000, loss: 0.5094 2022-05-11 12:58:08,024 - mmdet - INFO - Epoch [29][1450/3992] lr: 1.000e-05, eta: 3 days, 21:58:23, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0270, loss_cls: 0.1738, acc: 93.9805, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4746 2022-05-11 12:58:32,709 - mmdet - INFO - Epoch [29][1500/3992] lr: 1.000e-05, eta: 3 days, 21:57:58, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0272, loss_cls: 0.1668, acc: 93.8965, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4600 2022-05-11 12:58:58,563 - mmdet - INFO - Epoch [29][1550/3992] lr: 1.000e-05, eta: 3 days, 21:57:41, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0287, loss_cls: 0.1850, acc: 93.0137, loss_bbox: 0.2854, loss_mask: 0.0000, loss: 0.5233 2022-05-11 12:59:22,759 - mmdet - INFO - Epoch [29][1600/3992] lr: 1.000e-05, eta: 3 days, 21:57:13, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0270, loss_cls: 0.1790, acc: 93.7500, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4914 2022-05-11 12:59:47,165 - mmdet - INFO - Epoch [29][1650/3992] lr: 1.000e-05, eta: 3 days, 21:56:47, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0280, loss_cls: 0.1797, acc: 93.7578, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4760 2022-05-11 13:00:12,235 - mmdet - INFO - Epoch [29][1700/3992] lr: 1.000e-05, eta: 3 days, 21:56:24, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0319, loss_cls: 0.1921, acc: 93.1172, loss_bbox: 0.2933, loss_mask: 0.0000, loss: 0.5334 2022-05-11 13:00:38,100 - mmdet - INFO - Epoch [29][1750/3992] lr: 1.000e-05, eta: 3 days, 21:56:07, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0324, loss_cls: 0.1958, acc: 93.1074, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.5300 2022-05-11 13:01:03,525 - mmdet - INFO - Epoch [29][1800/3992] lr: 1.000e-05, eta: 3 days, 21:55:46, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0311, loss_cls: 0.1943, acc: 93.1914, loss_bbox: 0.2807, loss_mask: 0.0000, loss: 0.5254 2022-05-11 13:01:28,721 - mmdet - INFO - Epoch [29][1850/3992] lr: 1.000e-05, eta: 3 days, 21:55:25, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0234, loss_cls: 0.1586, acc: 94.2598, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4428 2022-05-11 13:01:52,993 - mmdet - INFO - Epoch [29][1900/3992] lr: 1.000e-05, eta: 3 days, 21:54:58, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0293, loss_cls: 0.1963, acc: 92.9609, loss_bbox: 0.2992, loss_mask: 0.0000, loss: 0.5500 2022-05-11 13:02:18,224 - mmdet - INFO - Epoch [29][1950/3992] lr: 1.000e-05, eta: 3 days, 21:54:36, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0304, loss_cls: 0.1948, acc: 93.2969, loss_bbox: 0.2687, loss_mask: 0.0000, loss: 0.5121 2022-05-11 13:02:43,242 - mmdet - INFO - Epoch [29][2000/3992] lr: 1.000e-05, eta: 3 days, 21:54:13, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0260, loss_cls: 0.1747, acc: 93.6094, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4895 2022-05-11 13:03:08,289 - mmdet - INFO - Epoch [29][2050/3992] lr: 1.000e-05, eta: 3 days, 21:53:51, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0274, loss_cls: 0.1700, acc: 93.7988, loss_bbox: 0.2772, loss_mask: 0.0000, loss: 0.4919 2022-05-11 13:03:34,243 - mmdet - INFO - Epoch [29][2100/3992] lr: 1.000e-05, eta: 3 days, 21:53:34, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0335, loss_cls: 0.1911, acc: 93.0195, loss_bbox: 0.2778, loss_mask: 0.0000, loss: 0.5236 2022-05-11 13:04:00,005 - mmdet - INFO - Epoch [29][2150/3992] lr: 1.000e-05, eta: 3 days, 21:53:16, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0249, loss_cls: 0.1700, acc: 94.0566, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4640 2022-05-11 13:04:25,172 - mmdet - INFO - Epoch [29][2200/3992] lr: 1.000e-05, eta: 3 days, 21:52:54, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0268, loss_cls: 0.1780, acc: 93.4199, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.5002 2022-05-11 13:04:50,477 - mmdet - INFO - Epoch [29][2250/3992] lr: 1.000e-05, eta: 3 days, 21:52:33, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0340, loss_cls: 0.1875, acc: 93.0898, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.5144 2022-05-11 13:05:16,122 - mmdet - INFO - Epoch [29][2300/3992] lr: 1.000e-05, eta: 3 days, 21:52:14, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0267, loss_cls: 0.2006, acc: 92.7617, loss_bbox: 0.2976, loss_mask: 0.0000, loss: 0.5428 2022-05-11 13:05:40,544 - mmdet - INFO - Epoch [29][2350/3992] lr: 1.000e-05, eta: 3 days, 21:51:47, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0277, loss_cls: 0.1823, acc: 93.5840, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.5062 2022-05-11 13:06:05,648 - mmdet - INFO - Epoch [29][2400/3992] lr: 1.000e-05, eta: 3 days, 21:51:25, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0262, loss_cls: 0.1763, acc: 93.6074, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4819 2022-05-11 13:06:29,966 - mmdet - INFO - Epoch [29][2450/3992] lr: 1.000e-05, eta: 3 days, 21:50:58, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0273, loss_cls: 0.1874, acc: 93.3613, loss_bbox: 0.2810, loss_mask: 0.0000, loss: 0.5118 2022-05-11 13:06:54,647 - mmdet - INFO - Epoch [29][2500/3992] lr: 1.000e-05, eta: 3 days, 21:50:34, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0243, loss_cls: 0.1597, acc: 94.4023, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4366 2022-05-11 13:07:20,326 - mmdet - INFO - Epoch [29][2550/3992] lr: 1.000e-05, eta: 3 days, 21:50:15, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0271, loss_cls: 0.1843, acc: 93.5039, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.5006 2022-05-11 13:07:45,902 - mmdet - INFO - Epoch [29][2600/3992] lr: 1.000e-05, eta: 3 days, 21:49:55, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0262, loss_cls: 0.1768, acc: 93.6270, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4882 2022-05-11 13:08:11,175 - mmdet - INFO - Epoch [29][2650/3992] lr: 1.000e-05, eta: 3 days, 21:49:34, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0230, loss_cls: 0.1657, acc: 94.0312, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4515 2022-05-11 13:08:35,064 - mmdet - INFO - Epoch [29][2700/3992] lr: 1.000e-05, eta: 3 days, 21:49:05, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0267, loss_cls: 0.1834, acc: 93.5273, loss_bbox: 0.2870, loss_mask: 0.0000, loss: 0.5137 2022-05-11 13:09:00,656 - mmdet - INFO - Epoch [29][2750/3992] lr: 1.000e-05, eta: 3 days, 21:48:45, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0310, loss_cls: 0.1876, acc: 93.3613, loss_bbox: 0.2899, loss_mask: 0.0000, loss: 0.5287 2022-05-11 13:09:25,239 - mmdet - INFO - Epoch [29][2800/3992] lr: 1.000e-05, eta: 3 days, 21:48:20, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0275, loss_cls: 0.1857, acc: 93.4121, loss_bbox: 0.2705, loss_mask: 0.0000, loss: 0.5050 2022-05-11 13:09:50,581 - mmdet - INFO - Epoch [29][2850/3992] lr: 1.000e-05, eta: 3 days, 21:47:59, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0276, loss_cls: 0.1856, acc: 93.4414, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.5033 2022-05-11 13:10:15,412 - mmdet - INFO - Epoch [29][2900/3992] lr: 1.000e-05, eta: 3 days, 21:47:35, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0317, loss_cls: 0.1922, acc: 92.9297, loss_bbox: 0.2994, loss_mask: 0.0000, loss: 0.5413 2022-05-11 13:10:40,741 - mmdet - INFO - Epoch [29][2950/3992] lr: 1.000e-05, eta: 3 days, 21:47:14, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0276, loss_cls: 0.1681, acc: 93.8496, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4789 2022-05-11 13:11:06,304 - mmdet - INFO - Epoch [29][3000/3992] lr: 1.000e-05, eta: 3 days, 21:46:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0280, loss_cls: 0.1694, acc: 93.8516, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4764 2022-05-11 13:11:31,551 - mmdet - INFO - Epoch [29][3050/3992] lr: 1.000e-05, eta: 3 days, 21:46:34, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0299, loss_cls: 0.1858, acc: 93.4414, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.5090 2022-05-11 13:11:56,854 - mmdet - INFO - Epoch [29][3100/3992] lr: 1.000e-05, eta: 3 days, 21:46:12, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0241, loss_cls: 0.1680, acc: 93.7871, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4558 2022-05-11 13:12:20,511 - mmdet - INFO - Epoch [29][3150/3992] lr: 1.000e-05, eta: 3 days, 21:45:42, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0283, loss_cls: 0.1717, acc: 93.4629, loss_bbox: 0.2720, loss_mask: 0.0000, loss: 0.4868 2022-05-11 13:12:45,215 - mmdet - INFO - Epoch [29][3200/3992] lr: 1.000e-05, eta: 3 days, 21:45:17, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0279, loss_cls: 0.1893, acc: 93.1875, loss_bbox: 0.2806, loss_mask: 0.0000, loss: 0.5181 2022-05-11 13:13:10,346 - mmdet - INFO - Epoch [29][3250/3992] lr: 1.000e-05, eta: 3 days, 21:44:55, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0279, loss_cls: 0.1831, acc: 93.3984, loss_bbox: 0.2730, loss_mask: 0.0000, loss: 0.5014 2022-05-11 13:13:34,818 - mmdet - INFO - Epoch [29][3300/3992] lr: 1.000e-05, eta: 3 days, 21:44:29, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0303, loss_cls: 0.1842, acc: 93.4844, loss_bbox: 0.2744, loss_mask: 0.0000, loss: 0.5086 2022-05-11 13:14:00,530 - mmdet - INFO - Epoch [29][3350/3992] lr: 1.000e-05, eta: 3 days, 21:44:10, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0298, loss_cls: 0.1989, acc: 93.1426, loss_bbox: 0.2906, loss_mask: 0.0000, loss: 0.5372 2022-05-11 13:14:26,068 - mmdet - INFO - Epoch [29][3400/3992] lr: 1.000e-05, eta: 3 days, 21:43:51, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0285, loss_cls: 0.1861, acc: 93.5801, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.5013 2022-05-11 13:14:50,313 - mmdet - INFO - Epoch [29][3450/3992] lr: 1.000e-05, eta: 3 days, 21:43:23, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0241, loss_cls: 0.1705, acc: 93.7383, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4639 2022-05-11 13:15:15,880 - mmdet - INFO - Epoch [29][3500/3992] lr: 1.000e-05, eta: 3 days, 21:43:04, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0267, loss_cls: 0.1896, acc: 93.2422, loss_bbox: 0.2868, loss_mask: 0.0000, loss: 0.5181 2022-05-11 13:15:40,691 - mmdet - INFO - Epoch [29][3550/3992] lr: 1.000e-05, eta: 3 days, 21:42:40, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0326, loss_cls: 0.2183, acc: 92.1133, loss_bbox: 0.3195, loss_mask: 0.0000, loss: 0.5924 2022-05-11 13:16:05,973 - mmdet - INFO - Epoch [29][3600/3992] lr: 1.000e-05, eta: 3 days, 21:42:18, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0277, loss_cls: 0.2012, acc: 92.8867, loss_bbox: 0.2989, loss_mask: 0.0000, loss: 0.5483 2022-05-11 13:16:31,093 - mmdet - INFO - Epoch [29][3650/3992] lr: 1.000e-05, eta: 3 days, 21:41:56, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0308, loss_cls: 0.1872, acc: 93.8027, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.5008 2022-05-11 13:16:56,095 - mmdet - INFO - Epoch [29][3700/3992] lr: 1.000e-05, eta: 3 days, 21:41:33, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0281, loss_cls: 0.1583, acc: 94.1250, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4526 2022-05-11 13:17:21,911 - mmdet - INFO - Epoch [29][3750/3992] lr: 1.000e-05, eta: 3 days, 21:41:15, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0328, loss_cls: 0.1914, acc: 92.9043, loss_bbox: 0.2812, loss_mask: 0.0000, loss: 0.5246 2022-05-11 13:17:46,921 - mmdet - INFO - Epoch [29][3800/3992] lr: 1.000e-05, eta: 3 days, 21:40:52, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0305, loss_cls: 0.1955, acc: 93.0195, loss_bbox: 0.3011, loss_mask: 0.0000, loss: 0.5468 2022-05-11 13:18:10,408 - mmdet - INFO - Epoch [29][3850/3992] lr: 1.000e-05, eta: 3 days, 21:40:21, time: 0.470, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0271, loss_cls: 0.1732, acc: 93.9902, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4850 2022-05-11 13:18:34,059 - mmdet - INFO - Epoch [29][3900/3992] lr: 1.000e-05, eta: 3 days, 21:39:50, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0270, loss_cls: 0.1737, acc: 93.8164, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.4886 2022-05-11 13:18:59,044 - mmdet - INFO - Epoch [29][3950/3992] lr: 1.000e-05, eta: 3 days, 21:39:27, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0270, loss_cls: 0.1814, acc: 93.4316, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.5044 2022-05-11 13:19:20,508 - mmdet - INFO - Saving checkpoint at 29 epochs 2022-05-11 13:25:12,965 - mmdet - INFO - Evaluating bbox... 2022-05-11 13:25:30,708 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.119 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.218 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.116 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.150 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.117 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.303 2022-05-11 13:25:30,712 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.132 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.474 | pillow | 0.058 | box | 0.027 | | garbage_bin | 0.345 | cabinet | 0.037 | drawer | 0.051 | | shelf | 0.089 | kitchen_counter | 0.151 | kitchen_cabinet | 0.181 | | cpu | 0.035 | bench | 0.145 | file_cabinet | 0.069 | | whiteboard | 0.130 | lamp | 0.182 | endtable | 0.124 | | bookshelf | 0.211 | coffee_table | 0.183 | dresser | 0.158 | | paper | 0.010 | printer | 0.185 | monitor | 0.228 | | back_pack | 0.073 | night_stand | 0.286 | door | 0.070 | | picture | 0.056 | ottoman | 0.186 | stool | 0.204 | | outlet | 0.000 | towel | 0.044 | tray | 0.014 | | bag | 0.018 | stove | 0.086 | bathtub | 0.410 | | scanner | 0.147 | cubby | 0.015 | mirror | 0.021 | | bottle | 0.003 | rack | 0.011 | cup | 0.056 | | thermos | 0.002 | island | 0.084 | counter | 0.018 | | bowl | 0.034 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.185 | | cart | 0.119 | tv_stand | 0.102 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.337 | | sofa | 0.398 | plant | 0.041 | bed | 0.594 | | dining_table | 0.003 | toilet | 0.526 | tv | 0.257 | | laptop | 0.106 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.022 | microwave | 0.249 | | oven | 0.024 | paper_towel_dispenser | 0.194 | sink | 0.152 | | fridge | 0.162 | book | 0.008 | clock | 0.109 | | vase | 0.053 | fire_extinguisher | 0.002 | blinds | 0.008 | | podium | 0.191 | others | 0.045 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:30,716 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.242 | table | 0.470 | desk | 0.205 | | sofa_chair | 0.667 | pillow | 0.150 | box | 0.060 | | garbage_bin | 0.609 | cabinet | 0.073 | drawer | 0.084 | | shelf | 0.185 | kitchen_counter | 0.277 | kitchen_cabinet | 0.327 | | cpu | 0.096 | bench | 0.284 | file_cabinet | 0.096 | | whiteboard | 0.223 | lamp | 0.392 | endtable | 0.237 | | bookshelf | 0.388 | coffee_table | 0.359 | dresser | 0.253 | | paper | 0.026 | printer | 0.317 | monitor | 0.522 | | back_pack | 0.166 | night_stand | 0.499 | door | 0.103 | | picture | 0.100 | ottoman | 0.268 | stool | 0.419 | | outlet | 0.000 | towel | 0.073 | tray | 0.047 | | bag | 0.026 | stove | 0.186 | bathtub | 0.650 | | scanner | 0.232 | cubby | 0.026 | mirror | 0.049 | | bottle | 0.007 | rack | 0.019 | cup | 0.162 | | thermos | 0.005 | island | 0.135 | counter | 0.031 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.255 | | cart | 0.200 | tv_stand | 0.223 | poster | 0.000 | | soap_dispenser | 0.035 | toy | nan | chair | 0.694 | | sofa | 0.595 | plant | 0.112 | bed | 0.873 | | dining_table | 0.007 | toilet | 0.848 | tv | 0.444 | | laptop | 0.246 | mouse | 0.127 | basket | 0.000 | | keyboard | 0.227 | telephone | 0.051 | microwave | 0.473 | | oven | 0.066 | paper_towel_dispenser | 0.362 | sink | 0.446 | | fridge | 0.307 | book | 0.017 | clock | 0.158 | | vase | 0.114 | fire_extinguisher | 0.008 | blinds | 0.024 | | podium | 0.265 | others | 0.098 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:30,719 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.146 | table | 0.252 | desk | 0.083 | | sofa_chair | 0.540 | pillow | 0.035 | box | 0.016 | | garbage_bin | 0.354 | cabinet | 0.035 | drawer | 0.052 | | shelf | 0.075 | kitchen_counter | 0.137 | kitchen_cabinet | 0.172 | | cpu | 0.005 | bench | 0.124 | file_cabinet | 0.093 | | whiteboard | 0.126 | lamp | 0.159 | endtable | 0.088 | | bookshelf | 0.189 | coffee_table | 0.141 | dresser | 0.172 | | paper | 0.004 | printer | 0.202 | monitor | 0.175 | | back_pack | 0.064 | night_stand | 0.286 | door | 0.094 | | picture | 0.054 | ottoman | 0.236 | stool | 0.174 | | outlet | 0.000 | towel | 0.049 | tray | 0.013 | | bag | 0.024 | stove | 0.070 | bathtub | 0.471 | | scanner | 0.157 | cubby | 0.015 | mirror | 0.019 | | bottle | 0.001 | rack | 0.010 | cup | 0.023 | | thermos | 0.000 | island | 0.096 | counter | 0.018 | | bowl | 0.010 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.255 | | cart | 0.114 | tv_stand | 0.060 | poster | 0.000 | | soap_dispenser | 0.009 | toy | nan | chair | 0.292 | | sofa | 0.442 | plant | 0.018 | bed | 0.685 | | dining_table | 0.002 | toilet | 0.569 | tv | 0.296 | | laptop | 0.089 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.018 | telephone | 0.004 | microwave | 0.241 | | oven | 0.019 | paper_towel_dispenser | 0.162 | sink | 0.054 | | fridge | 0.129 | book | 0.004 | clock | 0.158 | | vase | 0.015 | fire_extinguisher | 0.000 | blinds | 0.001 | | podium | 0.265 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:30,720 - mmdet - INFO - Evaluating segm... 2022-05-11 13:25:51,447 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 13:25:51,450 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:51,453 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:51,456 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 13:25:51,786 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 13:25:51,786 - mmdet - INFO - Epoch(val) [29][2619] bbox_mAP: 0.1190, bbox_mAP_50: 0.2180, bbox_mAP_75: 0.1160, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1500, bbox_mAP_copypaste: 0.119 0.218 0.116 0.006 0.046 0.150, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 13:26:18,332 - mmdet - INFO - Epoch [30][50/3992] lr: 1.000e-05, eta: 3 days, 21:36:50, time: 0.531, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0323, loss_cls: 0.1784, acc: 93.1914, loss_bbox: 0.2977, loss_mask: 0.0000, loss: 0.5225 2022-05-11 13:26:42,084 - mmdet - INFO - Epoch [30][100/3992] lr: 1.000e-05, eta: 3 days, 21:36:20, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0273, loss_cls: 0.1741, acc: 93.7109, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.4882 2022-05-11 13:27:06,723 - mmdet - INFO - Epoch [30][150/3992] lr: 1.000e-05, eta: 3 days, 21:35:55, time: 0.493, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0266, loss_cls: 0.1697, acc: 93.7266, loss_bbox: 0.2723, loss_mask: 0.0000, loss: 0.4837 2022-05-11 13:27:32,418 - mmdet - INFO - Epoch [30][200/3992] lr: 1.000e-05, eta: 3 days, 21:35:36, time: 0.514, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0262, loss_cls: 0.1762, acc: 93.9043, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4654 2022-05-11 13:27:58,224 - mmdet - INFO - Epoch [30][250/3992] lr: 1.000e-05, eta: 3 days, 21:35:18, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0250, loss_cls: 0.1819, acc: 93.5176, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4847 2022-05-11 13:28:22,601 - mmdet - INFO - Epoch [30][300/3992] lr: 1.000e-05, eta: 3 days, 21:34:51, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0265, loss_cls: 0.1664, acc: 94.1406, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4720 2022-05-11 13:28:48,699 - mmdet - INFO - Epoch [30][350/3992] lr: 1.000e-05, eta: 3 days, 21:34:35, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0320, loss_cls: 0.1960, acc: 92.7891, loss_bbox: 0.2882, loss_mask: 0.0000, loss: 0.5344 2022-05-11 13:29:14,474 - mmdet - INFO - Epoch [30][400/3992] lr: 1.000e-05, eta: 3 days, 21:34:17, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0322, loss_cls: 0.1922, acc: 93.2891, loss_bbox: 0.2977, loss_mask: 0.0000, loss: 0.5453 2022-05-11 13:29:40,675 - mmdet - INFO - Epoch [30][450/3992] lr: 1.000e-05, eta: 3 days, 21:34:01, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0264, loss_cls: 0.1689, acc: 93.5801, loss_bbox: 0.2745, loss_mask: 0.0000, loss: 0.4867 2022-05-11 13:30:05,926 - mmdet - INFO - Epoch [30][500/3992] lr: 1.000e-05, eta: 3 days, 21:33:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0251, loss_cls: 0.1684, acc: 93.8613, loss_bbox: 0.2727, loss_mask: 0.0000, loss: 0.4788 2022-05-11 13:30:31,080 - mmdet - INFO - Epoch [30][550/3992] lr: 1.000e-05, eta: 3 days, 21:33:18, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0318, loss_cls: 0.1802, acc: 93.5488, loss_bbox: 0.2731, loss_mask: 0.0000, loss: 0.4979 2022-05-11 13:30:55,801 - mmdet - INFO - Epoch [30][600/3992] lr: 1.000e-05, eta: 3 days, 21:32:53, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0314, loss_cls: 0.1852, acc: 93.2598, loss_bbox: 0.2796, loss_mask: 0.0000, loss: 0.5142 2022-05-11 13:31:20,865 - mmdet - INFO - Epoch [30][650/3992] lr: 1.000e-05, eta: 3 days, 21:32:31, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0328, loss_cls: 0.1960, acc: 92.9277, loss_bbox: 0.2895, loss_mask: 0.0000, loss: 0.5348 2022-05-11 13:31:45,213 - mmdet - INFO - Epoch [30][700/3992] lr: 1.000e-05, eta: 3 days, 21:32:04, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0300, loss_cls: 0.2023, acc: 92.5508, loss_bbox: 0.3012, loss_mask: 0.0000, loss: 0.5511 2022-05-11 13:32:10,514 - mmdet - INFO - Epoch [30][750/3992] lr: 1.000e-05, eta: 3 days, 21:31:43, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0244, loss_cls: 0.1540, acc: 94.4707, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4334 2022-05-11 13:32:36,594 - mmdet - INFO - Epoch [30][800/3992] lr: 1.000e-05, eta: 3 days, 21:31:26, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0285, loss_cls: 0.1759, acc: 93.4551, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4866 2022-05-11 13:33:01,660 - mmdet - INFO - Epoch [30][850/3992] lr: 1.000e-05, eta: 3 days, 21:31:04, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0267, loss_cls: 0.1826, acc: 93.2441, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.5083 2022-05-11 13:33:27,410 - mmdet - INFO - Epoch [30][900/3992] lr: 1.000e-05, eta: 3 days, 21:30:45, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0256, loss_cls: 0.1665, acc: 93.9727, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.4739 2022-05-11 13:33:52,834 - mmdet - INFO - Epoch [30][950/3992] lr: 1.000e-05, eta: 3 days, 21:30:25, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0272, loss_cls: 0.1634, acc: 94.0801, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4609 2022-05-11 13:34:17,491 - mmdet - INFO - Epoch [30][1000/3992] lr: 1.000e-05, eta: 3 days, 21:30:00, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0265, loss_cls: 0.1790, acc: 93.5840, loss_bbox: 0.2766, loss_mask: 0.0000, loss: 0.4970 2022-05-11 13:34:41,616 - mmdet - INFO - Epoch [30][1050/3992] lr: 1.000e-05, eta: 3 days, 21:29:32, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0317, loss_cls: 0.1827, acc: 93.2812, loss_bbox: 0.2919, loss_mask: 0.0000, loss: 0.5283 2022-05-11 13:35:08,042 - mmdet - INFO - Epoch [30][1100/3992] lr: 1.000e-05, eta: 3 days, 21:29:17, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0296, loss_cls: 0.1694, acc: 93.7148, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4805 2022-05-11 13:35:31,510 - mmdet - INFO - Epoch [30][1150/3992] lr: 1.000e-05, eta: 3 days, 21:28:46, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0268, loss_cls: 0.1658, acc: 93.8574, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4688 2022-05-11 13:35:55,843 - mmdet - INFO - Epoch [30][1200/3992] lr: 1.000e-05, eta: 3 days, 21:28:19, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0271, loss_cls: 0.1619, acc: 94.2129, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4712 2022-05-11 13:36:20,888 - mmdet - INFO - Epoch [30][1250/3992] lr: 1.000e-05, eta: 3 days, 21:27:56, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0319, loss_cls: 0.1858, acc: 93.4316, loss_bbox: 0.2818, loss_mask: 0.0000, loss: 0.5194 2022-05-11 13:36:45,825 - mmdet - INFO - Epoch [30][1300/3992] lr: 1.000e-05, eta: 3 days, 21:27:33, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0270, loss_cls: 0.1572, acc: 94.2305, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4446 2022-05-11 13:37:10,740 - mmdet - INFO - Epoch [30][1350/3992] lr: 1.000e-05, eta: 3 days, 21:27:09, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0258, loss_cls: 0.1799, acc: 93.5488, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4915 2022-05-11 13:37:35,533 - mmdet - INFO - Epoch [30][1400/3992] lr: 1.000e-05, eta: 3 days, 21:26:45, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0279, loss_cls: 0.1930, acc: 93.1602, loss_bbox: 0.2838, loss_mask: 0.0000, loss: 0.5257 2022-05-11 13:38:00,856 - mmdet - INFO - Epoch [30][1450/3992] lr: 1.000e-05, eta: 3 days, 21:26:24, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0278, loss_cls: 0.1737, acc: 93.7773, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4792 2022-05-11 13:38:26,226 - mmdet - INFO - Epoch [30][1500/3992] lr: 1.000e-05, eta: 3 days, 21:26:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0272, loss_cls: 0.1746, acc: 93.4688, loss_bbox: 0.2789, loss_mask: 0.0000, loss: 0.4922 2022-05-11 13:38:52,078 - mmdet - INFO - Epoch [30][1550/3992] lr: 1.000e-05, eta: 3 days, 21:25:46, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0301, loss_cls: 0.1765, acc: 93.3496, loss_bbox: 0.2792, loss_mask: 0.0000, loss: 0.5042 2022-05-11 13:39:17,010 - mmdet - INFO - Epoch [30][1600/3992] lr: 1.000e-05, eta: 3 days, 21:25:22, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0296, loss_cls: 0.1771, acc: 93.6914, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4781 2022-05-11 13:39:40,974 - mmdet - INFO - Epoch [30][1650/3992] lr: 1.000e-05, eta: 3 days, 21:24:53, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0291, loss_cls: 0.1818, acc: 93.7461, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4931 2022-05-11 13:40:05,642 - mmdet - INFO - Epoch [30][1700/3992] lr: 1.000e-05, eta: 3 days, 21:24:29, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0299, loss_cls: 0.1924, acc: 93.1621, loss_bbox: 0.2828, loss_mask: 0.0000, loss: 0.5247 2022-05-11 13:40:30,273 - mmdet - INFO - Epoch [30][1750/3992] lr: 1.000e-05, eta: 3 days, 21:24:04, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0287, loss_cls: 0.1840, acc: 93.2383, loss_bbox: 0.2725, loss_mask: 0.0000, loss: 0.5000 2022-05-11 13:40:54,383 - mmdet - INFO - Epoch [30][1800/3992] lr: 1.000e-05, eta: 3 days, 21:23:36, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0278, loss_cls: 0.1735, acc: 93.6836, loss_bbox: 0.2772, loss_mask: 0.0000, loss: 0.4973 2022-05-11 13:41:19,449 - mmdet - INFO - Epoch [30][1850/3992] lr: 1.000e-05, eta: 3 days, 21:23:13, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0264, loss_cls: 0.1770, acc: 93.5684, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4824 2022-05-11 13:41:45,549 - mmdet - INFO - Epoch [30][1900/3992] lr: 1.000e-05, eta: 3 days, 21:22:56, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0276, loss_cls: 0.1842, acc: 93.2734, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4946 2022-05-11 13:42:11,913 - mmdet - INFO - Epoch [30][1950/3992] lr: 1.000e-05, eta: 3 days, 21:22:41, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0282, loss_cls: 0.1756, acc: 93.7188, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4929 2022-05-11 13:42:37,476 - mmdet - INFO - Epoch [30][2000/3992] lr: 1.000e-05, eta: 3 days, 21:22:22, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0317, loss_cls: 0.1919, acc: 92.9844, loss_bbox: 0.2918, loss_mask: 0.0000, loss: 0.5344 2022-05-11 13:43:02,735 - mmdet - INFO - Epoch [30][2050/3992] lr: 1.000e-05, eta: 3 days, 21:22:00, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0287, loss_cls: 0.1669, acc: 93.9355, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4714 2022-05-11 13:43:27,011 - mmdet - INFO - Epoch [30][2100/3992] lr: 1.000e-05, eta: 3 days, 21:21:33, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0243, loss_cls: 0.1599, acc: 94.4238, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4466 2022-05-11 13:43:50,452 - mmdet - INFO - Epoch [30][2150/3992] lr: 1.000e-05, eta: 3 days, 21:21:01, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1546, acc: 94.2070, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4487 2022-05-11 13:44:15,409 - mmdet - INFO - Epoch [30][2200/3992] lr: 1.000e-05, eta: 3 days, 21:20:38, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0276, loss_cls: 0.1742, acc: 93.8223, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4800 2022-05-11 13:44:40,454 - mmdet - INFO - Epoch [30][2250/3992] lr: 1.000e-05, eta: 3 days, 21:20:15, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0285, loss_cls: 0.1860, acc: 93.4004, loss_bbox: 0.2912, loss_mask: 0.0000, loss: 0.5246 2022-05-11 13:45:04,767 - mmdet - INFO - Epoch [30][2300/3992] lr: 1.000e-05, eta: 3 days, 21:19:49, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0286, loss_cls: 0.1903, acc: 93.4961, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.5211 2022-05-11 13:45:29,203 - mmdet - INFO - Epoch [30][2350/3992] lr: 1.000e-05, eta: 3 days, 21:19:22, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0255, loss_cls: 0.1640, acc: 94.0352, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4540 2022-05-11 13:45:53,885 - mmdet - INFO - Epoch [30][2400/3992] lr: 1.000e-05, eta: 3 days, 21:18:58, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0313, loss_cls: 0.1972, acc: 92.6113, loss_bbox: 0.3034, loss_mask: 0.0000, loss: 0.5564 2022-05-11 13:46:19,796 - mmdet - INFO - Epoch [30][2450/3992] lr: 1.000e-05, eta: 3 days, 21:18:40, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0294, loss_cls: 0.1723, acc: 93.5820, loss_bbox: 0.2808, loss_mask: 0.0000, loss: 0.4981 2022-05-11 13:46:44,691 - mmdet - INFO - Epoch [30][2500/3992] lr: 1.000e-05, eta: 3 days, 21:18:16, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0303, loss_cls: 0.1882, acc: 93.0762, loss_bbox: 0.2839, loss_mask: 0.0000, loss: 0.5235 2022-05-11 13:47:10,590 - mmdet - INFO - Epoch [30][2550/3992] lr: 1.000e-05, eta: 3 days, 21:17:59, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0273, loss_cls: 0.1771, acc: 93.5020, loss_bbox: 0.2771, loss_mask: 0.0000, loss: 0.4977 2022-05-11 13:47:36,046 - mmdet - INFO - Epoch [30][2600/3992] lr: 1.000e-05, eta: 3 days, 21:17:38, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0251, loss_cls: 0.1638, acc: 93.9746, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4500 2022-05-11 13:48:01,344 - mmdet - INFO - Epoch [30][2650/3992] lr: 1.000e-05, eta: 3 days, 21:17:17, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0270, loss_cls: 0.1773, acc: 93.8242, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4897 2022-05-11 13:48:26,927 - mmdet - INFO - Epoch [30][2700/3992] lr: 1.000e-05, eta: 3 days, 21:16:57, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0288, loss_cls: 0.1809, acc: 93.6191, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4943 2022-05-11 13:48:51,779 - mmdet - INFO - Epoch [30][2750/3992] lr: 1.000e-05, eta: 3 days, 21:16:34, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0266, loss_cls: 0.1695, acc: 93.8418, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4796 2022-05-11 13:49:16,627 - mmdet - INFO - Epoch [30][2800/3992] lr: 1.000e-05, eta: 3 days, 21:16:10, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0291, loss_cls: 0.1876, acc: 93.7129, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.5011 2022-05-11 13:49:41,618 - mmdet - INFO - Epoch [30][2850/3992] lr: 1.000e-05, eta: 3 days, 21:15:47, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0246, loss_cls: 0.1672, acc: 93.7676, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4655 2022-05-11 13:50:06,398 - mmdet - INFO - Epoch [30][2900/3992] lr: 1.000e-05, eta: 3 days, 21:15:23, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0262, loss_cls: 0.1700, acc: 93.8535, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4835 2022-05-11 13:50:31,092 - mmdet - INFO - Epoch [30][2950/3992] lr: 1.000e-05, eta: 3 days, 21:14:58, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0277, loss_cls: 0.1780, acc: 93.5410, loss_bbox: 0.2839, loss_mask: 0.0000, loss: 0.5067 2022-05-11 13:50:56,123 - mmdet - INFO - Epoch [30][3000/3992] lr: 1.000e-05, eta: 3 days, 21:14:35, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0263, loss_cls: 0.1755, acc: 93.6973, loss_bbox: 0.2742, loss_mask: 0.0000, loss: 0.4926 2022-05-11 13:51:21,773 - mmdet - INFO - Epoch [30][3050/3992] lr: 1.000e-05, eta: 3 days, 21:14:16, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0309, loss_cls: 0.1814, acc: 93.4902, loss_bbox: 0.2833, loss_mask: 0.0000, loss: 0.5140 2022-05-11 13:51:46,924 - mmdet - INFO - Epoch [30][3100/3992] lr: 1.000e-05, eta: 3 days, 21:13:54, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0273, loss_cls: 0.1716, acc: 93.9727, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4691 2022-05-11 13:52:11,672 - mmdet - INFO - Epoch [30][3150/3992] lr: 1.000e-05, eta: 3 days, 21:13:29, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0257, loss_cls: 0.1628, acc: 93.8887, loss_bbox: 0.2753, loss_mask: 0.0000, loss: 0.4755 2022-05-11 13:52:36,669 - mmdet - INFO - Epoch [30][3200/3992] lr: 1.000e-05, eta: 3 days, 21:13:06, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0281, loss_cls: 0.1788, acc: 93.3926, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4883 2022-05-11 13:53:00,733 - mmdet - INFO - Epoch [30][3250/3992] lr: 1.000e-05, eta: 3 days, 21:12:38, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0276, loss_cls: 0.1647, acc: 93.9805, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4684 2022-05-11 13:53:26,358 - mmdet - INFO - Epoch [30][3300/3992] lr: 1.000e-05, eta: 3 days, 21:12:19, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0251, loss_cls: 0.1693, acc: 93.8945, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4730 2022-05-11 13:53:51,970 - mmdet - INFO - Epoch [30][3350/3992] lr: 1.000e-05, eta: 3 days, 21:11:59, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0323, loss_cls: 0.1851, acc: 93.3320, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.5132 2022-05-11 13:54:16,615 - mmdet - INFO - Epoch [30][3400/3992] lr: 1.000e-05, eta: 3 days, 21:11:34, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0282, loss_cls: 0.1804, acc: 93.2090, loss_bbox: 0.2891, loss_mask: 0.0000, loss: 0.5137 2022-05-11 13:54:41,503 - mmdet - INFO - Epoch [30][3450/3992] lr: 1.000e-05, eta: 3 days, 21:11:11, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0269, loss_cls: 0.1783, acc: 93.5215, loss_bbox: 0.2769, loss_mask: 0.0000, loss: 0.4979 2022-05-11 13:55:07,760 - mmdet - INFO - Epoch [30][3500/3992] lr: 1.000e-05, eta: 3 days, 21:10:55, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0282, loss_cls: 0.1863, acc: 93.1875, loss_bbox: 0.2856, loss_mask: 0.0000, loss: 0.5129 2022-05-11 13:55:33,246 - mmdet - INFO - Epoch [30][3550/3992] lr: 1.000e-05, eta: 3 days, 21:10:35, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0253, loss_cls: 0.1758, acc: 94.1914, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4637 2022-05-11 13:55:58,126 - mmdet - INFO - Epoch [30][3600/3992] lr: 1.000e-05, eta: 3 days, 21:10:11, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0259, loss_cls: 0.1656, acc: 94.0957, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4583 2022-05-11 13:56:24,605 - mmdet - INFO - Epoch [30][3650/3992] lr: 1.000e-05, eta: 3 days, 21:09:56, time: 0.530, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0394, loss_cls: 0.2001, acc: 92.7852, loss_bbox: 0.2947, loss_mask: 0.0000, loss: 0.5607 2022-05-11 13:56:49,501 - mmdet - INFO - Epoch [30][3700/3992] lr: 1.000e-05, eta: 3 days, 21:09:33, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0291, loss_cls: 0.1707, acc: 93.7090, loss_bbox: 0.2861, loss_mask: 0.0000, loss: 0.5005 2022-05-11 13:57:14,150 - mmdet - INFO - Epoch [30][3750/3992] lr: 1.000e-05, eta: 3 days, 21:09:08, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0277, loss_cls: 0.1592, acc: 94.0742, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4612 2022-05-11 13:57:39,729 - mmdet - INFO - Epoch [30][3800/3992] lr: 1.000e-05, eta: 3 days, 21:08:48, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0257, loss_cls: 0.1593, acc: 94.1934, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4402 2022-05-11 13:58:04,893 - mmdet - INFO - Epoch [30][3850/3992] lr: 1.000e-05, eta: 3 days, 21:08:26, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0280, loss_cls: 0.1829, acc: 93.4043, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.5032 2022-05-11 13:58:29,754 - mmdet - INFO - Epoch [30][3900/3992] lr: 1.000e-05, eta: 3 days, 21:08:02, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0264, loss_cls: 0.1701, acc: 93.6621, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4789 2022-05-11 13:58:54,570 - mmdet - INFO - Epoch [30][3950/3992] lr: 1.000e-05, eta: 3 days, 21:07:38, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0305, loss_cls: 0.1815, acc: 93.1699, loss_bbox: 0.2834, loss_mask: 0.0000, loss: 0.5108 2022-05-11 13:59:15,172 - mmdet - INFO - Saving checkpoint at 30 epochs 2022-05-11 14:05:05,225 - mmdet - INFO - Evaluating bbox... 2022-05-11 14:05:22,788 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.123 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.220 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.007 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.155 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.116 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.303 2022-05-11 14:05:22,793 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.130 | table | 0.246 | desk | 0.091 | | sofa_chair | 0.479 | pillow | 0.060 | box | 0.024 | | garbage_bin | 0.339 | cabinet | 0.040 | drawer | 0.059 | | shelf | 0.098 | kitchen_counter | 0.149 | kitchen_cabinet | 0.184 | | cpu | 0.025 | bench | 0.157 | file_cabinet | 0.076 | | whiteboard | 0.143 | lamp | 0.179 | endtable | 0.133 | | bookshelf | 0.210 | coffee_table | 0.190 | dresser | 0.186 | | paper | 0.010 | printer | 0.203 | monitor | 0.223 | | back_pack | 0.048 | night_stand | 0.300 | door | 0.080 | | picture | 0.053 | ottoman | 0.185 | stool | 0.213 | | outlet | 0.000 | towel | 0.052 | tray | 0.014 | | bag | 0.013 | stove | 0.104 | bathtub | 0.418 | | scanner | 0.193 | cubby | 0.015 | mirror | 0.022 | | bottle | 0.004 | rack | 0.008 | cup | 0.055 | | thermos | 0.002 | island | 0.092 | counter | 0.021 | | bowl | 0.035 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.180 | | cart | 0.101 | tv_stand | 0.094 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.338 | | sofa | 0.401 | plant | 0.037 | bed | 0.594 | | dining_table | 0.005 | toilet | 0.535 | tv | 0.259 | | laptop | 0.100 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.028 | microwave | 0.267 | | oven | 0.028 | paper_towel_dispenser | 0.264 | sink | 0.156 | | fridge | 0.176 | book | 0.007 | clock | 0.115 | | vase | 0.046 | fire_extinguisher | 0.010 | blinds | 0.011 | | podium | 0.172 | others | 0.044 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:22,797 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.236 | table | 0.456 | desk | 0.201 | | sofa_chair | 0.672 | pillow | 0.150 | box | 0.058 | | garbage_bin | 0.597 | cabinet | 0.077 | drawer | 0.092 | | shelf | 0.201 | kitchen_counter | 0.271 | kitchen_cabinet | 0.314 | | cpu | 0.070 | bench | 0.292 | file_cabinet | 0.112 | | whiteboard | 0.226 | lamp | 0.393 | endtable | 0.247 | | bookshelf | 0.397 | coffee_table | 0.366 | dresser | 0.289 | | paper | 0.030 | printer | 0.334 | monitor | 0.539 | | back_pack | 0.099 | night_stand | 0.519 | door | 0.120 | | picture | 0.103 | ottoman | 0.278 | stool | 0.413 | | outlet | 0.000 | towel | 0.092 | tray | 0.041 | | bag | 0.020 | stove | 0.202 | bathtub | 0.644 | | scanner | 0.293 | cubby | 0.025 | mirror | 0.046 | | bottle | 0.008 | rack | 0.015 | cup | 0.156 | | thermos | 0.005 | island | 0.131 | counter | 0.032 | | bowl | 0.080 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.232 | | cart | 0.174 | tv_stand | 0.213 | poster | 0.000 | | soap_dispenser | 0.028 | toy | nan | chair | 0.689 | | sofa | 0.599 | plant | 0.108 | bed | 0.871 | | dining_table | 0.011 | toilet | 0.864 | tv | 0.461 | | laptop | 0.239 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.064 | microwave | 0.487 | | oven | 0.065 | paper_towel_dispenser | 0.446 | sink | 0.425 | | fridge | 0.359 | book | 0.018 | clock | 0.169 | | vase | 0.100 | fire_extinguisher | 0.034 | blinds | 0.029 | | podium | 0.248 | others | 0.095 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:22,800 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.157 | table | 0.247 | desk | 0.075 | | sofa_chair | 0.551 | pillow | 0.036 | box | 0.012 | | garbage_bin | 0.351 | cabinet | 0.037 | drawer | 0.070 | | shelf | 0.086 | kitchen_counter | 0.137 | kitchen_cabinet | 0.196 | | cpu | 0.006 | bench | 0.136 | file_cabinet | 0.110 | | whiteboard | 0.149 | lamp | 0.148 | endtable | 0.129 | | bookshelf | 0.205 | coffee_table | 0.169 | dresser | 0.210 | | paper | 0.010 | printer | 0.226 | monitor | 0.148 | | back_pack | 0.029 | night_stand | 0.317 | door | 0.109 | | picture | 0.052 | ottoman | 0.218 | stool | 0.213 | | outlet | 0.000 | towel | 0.071 | tray | 0.010 | | bag | 0.018 | stove | 0.102 | bathtub | 0.464 | | scanner | 0.120 | cubby | 0.018 | mirror | 0.010 | | bottle | 0.007 | rack | 0.004 | cup | 0.026 | | thermos | 0.000 | island | 0.116 | counter | 0.024 | | bowl | 0.040 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.232 | | cart | 0.088 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.028 | toy | nan | chair | 0.288 | | sofa | 0.458 | plant | 0.009 | bed | 0.698 | | dining_table | 0.001 | toilet | 0.558 | tv | 0.276 | | laptop | 0.050 | mouse | 0.008 | basket | 0.000 | | keyboard | 0.017 | telephone | 0.009 | microwave | 0.270 | | oven | 0.035 | paper_towel_dispenser | 0.287 | sink | 0.077 | | fridge | 0.141 | book | 0.005 | clock | 0.154 | | vase | 0.036 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.205 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:22,800 - mmdet - INFO - Evaluating segm... 2022-05-11 14:05:42,876 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 14:05:42,881 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:42,884 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:42,888 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:05:43,231 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 14:05:43,232 - mmdet - INFO - Epoch(val) [30][2619] bbox_mAP: 0.1230, bbox_mAP_50: 0.2200, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0070, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1550, bbox_mAP_copypaste: 0.123 0.220 0.122 0.007 0.045 0.155, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 14:06:10,013 - mmdet - INFO - Epoch [31][50/3992] lr: 1.000e-05, eta: 3 days, 21:05:07, time: 0.535, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0303, loss_cls: 0.1763, acc: 93.3789, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.5007 2022-05-11 14:06:34,336 - mmdet - INFO - Epoch [31][100/3992] lr: 1.000e-05, eta: 3 days, 21:04:40, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0331, loss_cls: 0.1805, acc: 93.2988, loss_bbox: 0.2980, loss_mask: 0.0000, loss: 0.5304 2022-05-11 14:06:59,034 - mmdet - INFO - Epoch [31][150/3992] lr: 1.000e-05, eta: 3 days, 21:04:16, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0301, loss_cls: 0.1631, acc: 94.0703, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4648 2022-05-11 14:07:23,356 - mmdet - INFO - Epoch [31][200/3992] lr: 1.000e-05, eta: 3 days, 21:03:49, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0278, loss_cls: 0.1754, acc: 93.6875, loss_bbox: 0.2752, loss_mask: 0.0000, loss: 0.4944 2022-05-11 14:07:49,136 - mmdet - INFO - Epoch [31][250/3992] lr: 1.000e-05, eta: 3 days, 21:03:30, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0293, loss_cls: 0.1697, acc: 93.8828, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4817 2022-05-11 14:08:14,939 - mmdet - INFO - Epoch [31][300/3992] lr: 1.000e-05, eta: 3 days, 21:03:12, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0234, loss_cls: 0.1475, acc: 94.5566, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4237 2022-05-11 14:08:40,518 - mmdet - INFO - Epoch [31][350/3992] lr: 1.000e-05, eta: 3 days, 21:02:52, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0244, loss_cls: 0.1697, acc: 93.9727, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4785 2022-05-11 14:09:04,974 - mmdet - INFO - Epoch [31][400/3992] lr: 1.000e-05, eta: 3 days, 21:02:26, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0256, loss_cls: 0.1580, acc: 94.1797, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4520 2022-05-11 14:09:30,983 - mmdet - INFO - Epoch [31][450/3992] lr: 1.000e-05, eta: 3 days, 21:02:09, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0228, loss_cls: 0.1522, acc: 94.2363, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4365 2022-05-11 14:09:57,772 - mmdet - INFO - Epoch [31][500/3992] lr: 1.000e-05, eta: 3 days, 21:01:56, time: 0.536, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0293, loss_cls: 0.1893, acc: 93.1543, loss_bbox: 0.3004, loss_mask: 0.0000, loss: 0.5339 2022-05-11 14:10:22,178 - mmdet - INFO - Epoch [31][550/3992] lr: 1.000e-05, eta: 3 days, 21:01:30, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0251, loss_cls: 0.1684, acc: 93.9062, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4580 2022-05-11 14:10:47,782 - mmdet - INFO - Epoch [31][600/3992] lr: 1.000e-05, eta: 3 days, 21:01:10, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0261, loss_cls: 0.1704, acc: 93.8594, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4694 2022-05-11 14:11:12,962 - mmdet - INFO - Epoch [31][650/3992] lr: 1.000e-05, eta: 3 days, 21:00:48, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0237, loss_cls: 0.1590, acc: 94.1660, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4369 2022-05-11 14:11:37,968 - mmdet - INFO - Epoch [31][700/3992] lr: 1.000e-05, eta: 3 days, 21:00:25, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0334, loss_cls: 0.1910, acc: 93.1973, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.5312 2022-05-11 14:12:02,441 - mmdet - INFO - Epoch [31][750/3992] lr: 1.000e-05, eta: 3 days, 20:59:59, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0293, loss_cls: 0.1795, acc: 93.1328, loss_bbox: 0.2789, loss_mask: 0.0000, loss: 0.5050 2022-05-11 14:12:28,296 - mmdet - INFO - Epoch [31][800/3992] lr: 1.000e-05, eta: 3 days, 20:59:41, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0279, loss_cls: 0.1882, acc: 93.2500, loss_bbox: 0.2886, loss_mask: 0.0000, loss: 0.5223 2022-05-11 14:12:52,871 - mmdet - INFO - Epoch [31][850/3992] lr: 1.000e-05, eta: 3 days, 20:59:16, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0293, loss_cls: 0.1888, acc: 93.2344, loss_bbox: 0.2894, loss_mask: 0.0000, loss: 0.5323 2022-05-11 14:13:17,825 - mmdet - INFO - Epoch [31][900/3992] lr: 1.000e-05, eta: 3 days, 20:58:53, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0275, loss_cls: 0.1787, acc: 93.8184, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4923 2022-05-11 14:13:43,108 - mmdet - INFO - Epoch [31][950/3992] lr: 1.000e-05, eta: 3 days, 20:58:31, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0264, loss_cls: 0.1632, acc: 94.1836, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4673 2022-05-11 14:14:08,130 - mmdet - INFO - Epoch [31][1000/3992] lr: 1.000e-05, eta: 3 days, 20:58:08, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0268, loss_cls: 0.1530, acc: 94.3789, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4487 2022-05-11 14:14:33,312 - mmdet - INFO - Epoch [31][1050/3992] lr: 1.000e-05, eta: 3 days, 20:57:46, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0257, loss_cls: 0.1727, acc: 93.7598, loss_bbox: 0.2727, loss_mask: 0.0000, loss: 0.4859 2022-05-11 14:14:59,566 - mmdet - INFO - Epoch [31][1100/3992] lr: 1.000e-05, eta: 3 days, 20:57:30, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0280, loss_cls: 0.1632, acc: 94.0234, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4590 2022-05-11 14:15:24,682 - mmdet - INFO - Epoch [31][1150/3992] lr: 1.000e-05, eta: 3 days, 20:57:08, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0268, loss_cls: 0.1721, acc: 93.7227, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4821 2022-05-11 14:15:48,903 - mmdet - INFO - Epoch [31][1200/3992] lr: 1.000e-05, eta: 3 days, 20:56:41, time: 0.484, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0332, loss_cls: 0.2059, acc: 92.8750, loss_bbox: 0.2919, loss_mask: 0.0000, loss: 0.5546 2022-05-11 14:16:13,861 - mmdet - INFO - Epoch [31][1250/3992] lr: 1.000e-05, eta: 3 days, 20:56:17, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0277, loss_cls: 0.1790, acc: 93.4902, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4958 2022-05-11 14:16:39,569 - mmdet - INFO - Epoch [31][1300/3992] lr: 1.000e-05, eta: 3 days, 20:55:58, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0297, loss_cls: 0.1888, acc: 93.3672, loss_bbox: 0.2775, loss_mask: 0.0000, loss: 0.5172 2022-05-11 14:17:05,032 - mmdet - INFO - Epoch [31][1350/3992] lr: 1.000e-05, eta: 3 days, 20:55:38, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0234, loss_cls: 0.1406, acc: 95.1074, loss_bbox: 0.2211, loss_mask: 0.0000, loss: 0.4017 2022-05-11 14:17:30,785 - mmdet - INFO - Epoch [31][1400/3992] lr: 1.000e-05, eta: 3 days, 20:55:19, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0291, loss_cls: 0.1647, acc: 93.9805, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4802 2022-05-11 14:17:55,385 - mmdet - INFO - Epoch [31][1450/3992] lr: 1.000e-05, eta: 3 days, 20:54:54, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0300, loss_cls: 0.1676, acc: 93.8262, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4708 2022-05-11 14:18:20,672 - mmdet - INFO - Epoch [31][1500/3992] lr: 1.000e-05, eta: 3 days, 20:54:33, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0256, loss_cls: 0.1677, acc: 94.0938, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4674 2022-05-11 14:18:44,398 - mmdet - INFO - Epoch [31][1550/3992] lr: 1.000e-05, eta: 3 days, 20:54:02, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0250, loss_cls: 0.1515, acc: 94.4395, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4496 2022-05-11 14:19:09,288 - mmdet - INFO - Epoch [31][1600/3992] lr: 1.000e-05, eta: 3 days, 20:53:39, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0281, loss_cls: 0.1728, acc: 93.6855, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4808 2022-05-11 14:19:34,452 - mmdet - INFO - Epoch [31][1650/3992] lr: 1.000e-05, eta: 3 days, 20:53:17, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0288, loss_cls: 0.1633, acc: 94.1152, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4578 2022-05-11 14:19:58,759 - mmdet - INFO - Epoch [31][1700/3992] lr: 1.000e-05, eta: 3 days, 20:52:50, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0260, loss_cls: 0.1585, acc: 94.1445, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4479 2022-05-11 14:20:24,690 - mmdet - INFO - Epoch [31][1750/3992] lr: 1.000e-05, eta: 3 days, 20:52:32, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0299, loss_cls: 0.1747, acc: 93.4805, loss_bbox: 0.2765, loss_mask: 0.0000, loss: 0.4980 2022-05-11 14:20:50,280 - mmdet - INFO - Epoch [31][1800/3992] lr: 1.000e-05, eta: 3 days, 20:52:12, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0257, loss_cls: 0.1631, acc: 94.2070, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4651 2022-05-11 14:21:15,159 - mmdet - INFO - Epoch [31][1850/3992] lr: 1.000e-05, eta: 3 days, 20:51:49, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0293, loss_cls: 0.1779, acc: 93.5508, loss_bbox: 0.2855, loss_mask: 0.0000, loss: 0.5070 2022-05-11 14:21:40,819 - mmdet - INFO - Epoch [31][1900/3992] lr: 1.000e-05, eta: 3 days, 20:51:29, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0252, loss_cls: 0.1684, acc: 94.2090, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4623 2022-05-11 14:22:05,801 - mmdet - INFO - Epoch [31][1950/3992] lr: 1.000e-05, eta: 3 days, 20:51:06, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0285, loss_cls: 0.1769, acc: 93.7324, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4954 2022-05-11 14:22:31,121 - mmdet - INFO - Epoch [31][2000/3992] lr: 1.000e-05, eta: 3 days, 20:50:45, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0357, loss_cls: 0.1849, acc: 93.2871, loss_bbox: 0.2796, loss_mask: 0.0000, loss: 0.5216 2022-05-11 14:22:56,204 - mmdet - INFO - Epoch [31][2050/3992] lr: 1.000e-05, eta: 3 days, 20:50:22, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0237, loss_cls: 0.1601, acc: 94.3047, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4490 2022-05-11 14:23:21,084 - mmdet - INFO - Epoch [31][2100/3992] lr: 1.000e-05, eta: 3 days, 20:49:59, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0272, loss_cls: 0.1730, acc: 93.8828, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4764 2022-05-11 14:23:46,000 - mmdet - INFO - Epoch [31][2150/3992] lr: 1.000e-05, eta: 3 days, 20:49:35, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0280, loss_cls: 0.1841, acc: 93.3457, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.5059 2022-05-11 14:24:10,394 - mmdet - INFO - Epoch [31][2200/3992] lr: 1.000e-05, eta: 3 days, 20:49:09, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0279, loss_cls: 0.1708, acc: 93.7344, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4780 2022-05-11 14:24:35,950 - mmdet - INFO - Epoch [31][2250/3992] lr: 1.000e-05, eta: 3 days, 20:48:49, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0273, loss_cls: 0.1838, acc: 93.2539, loss_bbox: 0.2803, loss_mask: 0.0000, loss: 0.5085 2022-05-11 14:25:00,982 - mmdet - INFO - Epoch [31][2300/3992] lr: 1.000e-05, eta: 3 days, 20:48:26, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0308, loss_cls: 0.1805, acc: 93.6094, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4973 2022-05-11 14:25:25,281 - mmdet - INFO - Epoch [31][2350/3992] lr: 1.000e-05, eta: 3 days, 20:47:59, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0285, loss_cls: 0.1818, acc: 93.6504, loss_bbox: 0.2776, loss_mask: 0.0000, loss: 0.5049 2022-05-11 14:25:50,091 - mmdet - INFO - Epoch [31][2400/3992] lr: 1.000e-05, eta: 3 days, 20:47:35, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0268, loss_cls: 0.1525, acc: 94.2402, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4534 2022-05-11 14:26:14,932 - mmdet - INFO - Epoch [31][2450/3992] lr: 1.000e-05, eta: 3 days, 20:47:11, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0285, loss_cls: 0.1735, acc: 93.6133, loss_bbox: 0.2776, loss_mask: 0.0000, loss: 0.4971 2022-05-11 14:26:40,113 - mmdet - INFO - Epoch [31][2500/3992] lr: 1.000e-05, eta: 3 days, 20:46:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0301, loss_cls: 0.1774, acc: 93.2969, loss_bbox: 0.2800, loss_mask: 0.0000, loss: 0.5033 2022-05-11 14:27:04,299 - mmdet - INFO - Epoch [31][2550/3992] lr: 1.000e-05, eta: 3 days, 20:46:21, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0285, loss_cls: 0.1714, acc: 93.6934, loss_bbox: 0.2793, loss_mask: 0.0000, loss: 0.4954 2022-05-11 14:27:30,315 - mmdet - INFO - Epoch [31][2600/3992] lr: 1.000e-05, eta: 3 days, 20:46:04, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0268, loss_cls: 0.1690, acc: 93.8457, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4739 2022-05-11 14:27:55,354 - mmdet - INFO - Epoch [31][2650/3992] lr: 1.000e-05, eta: 3 days, 20:45:41, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0278, loss_cls: 0.1749, acc: 93.6445, loss_bbox: 0.2760, loss_mask: 0.0000, loss: 0.4971 2022-05-11 14:28:19,663 - mmdet - INFO - Epoch [31][2700/3992] lr: 1.000e-05, eta: 3 days, 20:45:14, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0237, loss_cls: 0.1641, acc: 93.9082, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4649 2022-05-11 14:28:45,126 - mmdet - INFO - Epoch [31][2750/3992] lr: 1.000e-05, eta: 3 days, 20:44:54, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0278, loss_cls: 0.1651, acc: 93.9785, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4718 2022-05-11 14:29:10,353 - mmdet - INFO - Epoch [31][2800/3992] lr: 1.000e-05, eta: 3 days, 20:44:32, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0228, loss_cls: 0.1608, acc: 94.0586, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4673 2022-05-11 14:29:34,884 - mmdet - INFO - Epoch [31][2850/3992] lr: 1.000e-05, eta: 3 days, 20:44:06, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0316, loss_cls: 0.1897, acc: 93.0742, loss_bbox: 0.2922, loss_mask: 0.0000, loss: 0.5313 2022-05-11 14:29:59,403 - mmdet - INFO - Epoch [31][2900/3992] lr: 1.000e-05, eta: 3 days, 20:43:41, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0225, loss_cls: 0.1606, acc: 94.1973, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4440 2022-05-11 14:30:24,401 - mmdet - INFO - Epoch [31][2950/3992] lr: 1.000e-05, eta: 3 days, 20:43:18, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0309, loss_cls: 0.1933, acc: 93.1914, loss_bbox: 0.2972, loss_mask: 0.0000, loss: 0.5399 2022-05-11 14:30:49,723 - mmdet - INFO - Epoch [31][3000/3992] lr: 1.000e-05, eta: 3 days, 20:42:56, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0265, loss_cls: 0.1682, acc: 94.0469, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4521 2022-05-11 14:31:14,602 - mmdet - INFO - Epoch [31][3050/3992] lr: 1.000e-05, eta: 3 days, 20:42:33, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0302, loss_cls: 0.1787, acc: 93.4746, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.5055 2022-05-11 14:31:39,530 - mmdet - INFO - Epoch [31][3100/3992] lr: 1.000e-05, eta: 3 days, 20:42:09, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0242, loss_cls: 0.1641, acc: 94.2949, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4573 2022-05-11 14:32:05,077 - mmdet - INFO - Epoch [31][3150/3992] lr: 1.000e-05, eta: 3 days, 20:41:49, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0303, loss_cls: 0.1647, acc: 93.8809, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4666 2022-05-11 14:32:29,746 - mmdet - INFO - Epoch [31][3200/3992] lr: 1.000e-05, eta: 3 days, 20:41:24, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0326, loss_cls: 0.1763, acc: 93.7559, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4937 2022-05-11 14:32:54,706 - mmdet - INFO - Epoch [31][3250/3992] lr: 1.000e-05, eta: 3 days, 20:41:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0274, loss_cls: 0.1688, acc: 93.9824, loss_bbox: 0.2695, loss_mask: 0.0000, loss: 0.4789 2022-05-11 14:33:20,049 - mmdet - INFO - Epoch [31][3300/3992] lr: 1.000e-05, eta: 3 days, 20:40:40, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0262, loss_cls: 0.1737, acc: 93.7285, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4854 2022-05-11 14:33:45,408 - mmdet - INFO - Epoch [31][3350/3992] lr: 1.000e-05, eta: 3 days, 20:40:19, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0325, loss_cls: 0.1861, acc: 93.1934, loss_bbox: 0.2791, loss_mask: 0.0000, loss: 0.5159 2022-05-11 14:34:09,782 - mmdet - INFO - Epoch [31][3400/3992] lr: 1.000e-05, eta: 3 days, 20:39:52, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0250, loss_cls: 0.1871, acc: 93.4941, loss_bbox: 0.2678, loss_mask: 0.0000, loss: 0.4973 2022-05-11 14:34:35,394 - mmdet - INFO - Epoch [31][3450/3992] lr: 1.000e-05, eta: 3 days, 20:39:32, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0249, loss_cls: 0.1568, acc: 94.0801, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4431 2022-05-11 14:35:00,102 - mmdet - INFO - Epoch [31][3500/3992] lr: 1.000e-05, eta: 3 days, 20:39:08, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0262, loss_cls: 0.1577, acc: 94.1250, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4547 2022-05-11 14:35:25,410 - mmdet - INFO - Epoch [31][3550/3992] lr: 1.000e-05, eta: 3 days, 20:38:46, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0257, loss_cls: 0.1754, acc: 93.6074, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4802 2022-05-11 14:35:51,247 - mmdet - INFO - Epoch [31][3600/3992] lr: 1.000e-05, eta: 3 days, 20:38:28, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0256, loss_cls: 0.1663, acc: 93.8984, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4772 2022-05-11 14:36:16,314 - mmdet - INFO - Epoch [31][3650/3992] lr: 1.000e-05, eta: 3 days, 20:38:05, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0305, loss_cls: 0.1930, acc: 93.0000, loss_bbox: 0.2846, loss_mask: 0.0000, loss: 0.5226 2022-05-11 14:36:40,908 - mmdet - INFO - Epoch [31][3700/3992] lr: 1.000e-05, eta: 3 days, 20:37:40, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0245, loss_cls: 0.1529, acc: 94.5605, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4232 2022-05-11 14:37:05,697 - mmdet - INFO - Epoch [31][3750/3992] lr: 1.000e-05, eta: 3 days, 20:37:16, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0307, loss_cls: 0.1906, acc: 93.4258, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.5214 2022-05-11 14:37:29,872 - mmdet - INFO - Epoch [31][3800/3992] lr: 1.000e-05, eta: 3 days, 20:36:48, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0299, loss_cls: 0.1727, acc: 93.4922, loss_bbox: 0.2814, loss_mask: 0.0000, loss: 0.5042 2022-05-11 14:37:56,244 - mmdet - INFO - Epoch [31][3850/3992] lr: 1.000e-05, eta: 3 days, 20:36:32, time: 0.527, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0329, loss_cls: 0.1881, acc: 93.2422, loss_bbox: 0.2877, loss_mask: 0.0000, loss: 0.5364 2022-05-11 14:38:21,124 - mmdet - INFO - Epoch [31][3900/3992] lr: 1.000e-05, eta: 3 days, 20:36:09, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0276, loss_cls: 0.1619, acc: 94.2070, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4573 2022-05-11 14:38:46,882 - mmdet - INFO - Epoch [31][3950/3992] lr: 1.000e-05, eta: 3 days, 20:35:50, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0249, loss_cls: 0.1771, acc: 93.4141, loss_bbox: 0.2885, loss_mask: 0.0000, loss: 0.5044 2022-05-11 14:39:07,638 - mmdet - INFO - Saving checkpoint at 31 epochs 2022-05-11 14:44:57,242 - mmdet - INFO - Evaluating bbox... 2022-05-11 14:45:14,608 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.121 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.220 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.118 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.153 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.306 2022-05-11 14:45:14,612 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.252 | desk | 0.095 | | sofa_chair | 0.476 | pillow | 0.062 | box | 0.024 | | garbage_bin | 0.340 | cabinet | 0.041 | drawer | 0.053 | | shelf | 0.104 | kitchen_counter | 0.148 | kitchen_cabinet | 0.185 | | cpu | 0.028 | bench | 0.152 | file_cabinet | 0.075 | | whiteboard | 0.142 | lamp | 0.185 | endtable | 0.132 | | bookshelf | 0.226 | coffee_table | 0.195 | dresser | 0.170 | | paper | 0.009 | printer | 0.197 | monitor | 0.224 | | back_pack | 0.068 | night_stand | 0.290 | door | 0.069 | | picture | 0.047 | ottoman | 0.185 | stool | 0.210 | | outlet | 0.000 | towel | 0.055 | tray | 0.016 | | bag | 0.018 | stove | 0.094 | bathtub | 0.422 | | scanner | 0.217 | cubby | 0.020 | mirror | 0.020 | | bottle | 0.003 | rack | 0.009 | cup | 0.069 | | thermos | 0.002 | island | 0.086 | counter | 0.021 | | bowl | 0.055 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.121 | | cart | 0.113 | tv_stand | 0.106 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.336 | | sofa | 0.418 | plant | 0.035 | bed | 0.593 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.239 | | laptop | 0.112 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.072 | telephone | 0.032 | microwave | 0.234 | | oven | 0.024 | paper_towel_dispenser | 0.162 | sink | 0.156 | | fridge | 0.170 | book | 0.007 | clock | 0.062 | | vase | 0.058 | fire_extinguisher | 0.011 | blinds | 0.009 | | podium | 0.212 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:14,616 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.468 | desk | 0.204 | | sofa_chair | 0.676 | pillow | 0.154 | box | 0.053 | | garbage_bin | 0.596 | cabinet | 0.084 | drawer | 0.087 | | shelf | 0.220 | kitchen_counter | 0.277 | kitchen_cabinet | 0.299 | | cpu | 0.077 | bench | 0.283 | file_cabinet | 0.114 | | whiteboard | 0.233 | lamp | 0.403 | endtable | 0.247 | | bookshelf | 0.416 | coffee_table | 0.380 | dresser | 0.266 | | paper | 0.027 | printer | 0.326 | monitor | 0.510 | | back_pack | 0.145 | night_stand | 0.519 | door | 0.104 | | picture | 0.087 | ottoman | 0.268 | stool | 0.438 | | outlet | 0.000 | towel | 0.090 | tray | 0.042 | | bag | 0.026 | stove | 0.193 | bathtub | 0.662 | | scanner | 0.308 | cubby | 0.038 | mirror | 0.040 | | bottle | 0.005 | rack | 0.017 | cup | 0.175 | | thermos | 0.005 | island | 0.130 | counter | 0.031 | | bowl | 0.089 | plate | 0.000 | organizer | 0.003 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.204 | | cart | 0.196 | tv_stand | 0.229 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.691 | | sofa | 0.613 | plant | 0.107 | bed | 0.874 | | dining_table | 0.011 | toilet | 0.861 | tv | 0.430 | | laptop | 0.252 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.232 | telephone | 0.072 | microwave | 0.455 | | oven | 0.047 | paper_towel_dispenser | 0.362 | sink | 0.450 | | fridge | 0.321 | book | 0.016 | clock | 0.104 | | vase | 0.112 | fire_extinguisher | 0.028 | blinds | 0.027 | | podium | 0.303 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:14,619 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.242 | desk | 0.077 | | sofa_chair | 0.548 | pillow | 0.033 | box | 0.024 | | garbage_bin | 0.371 | cabinet | 0.036 | drawer | 0.063 | | shelf | 0.082 | kitchen_counter | 0.136 | kitchen_cabinet | 0.215 | | cpu | 0.004 | bench | 0.146 | file_cabinet | 0.112 | | whiteboard | 0.142 | lamp | 0.147 | endtable | 0.130 | | bookshelf | 0.201 | coffee_table | 0.167 | dresser | 0.175 | | paper | 0.004 | printer | 0.203 | monitor | 0.146 | | back_pack | 0.027 | night_stand | 0.289 | door | 0.094 | | picture | 0.046 | ottoman | 0.232 | stool | 0.187 | | outlet | 0.000 | towel | 0.071 | tray | 0.011 | | bag | 0.023 | stove | 0.067 | bathtub | 0.449 | | scanner | 0.213 | cubby | 0.025 | mirror | 0.011 | | bottle | 0.005 | rack | 0.004 | cup | 0.045 | | thermos | 0.000 | island | 0.081 | counter | 0.021 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.087 | | cart | 0.109 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.285 | | sofa | 0.488 | plant | 0.019 | bed | 0.671 | | dining_table | 0.002 | toilet | 0.593 | tv | 0.245 | | laptop | 0.096 | mouse | 0.008 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.027 | microwave | 0.177 | | oven | 0.024 | paper_towel_dispenser | 0.162 | sink | 0.069 | | fridge | 0.166 | book | 0.004 | clock | 0.104 | | vase | 0.028 | fire_extinguisher | 0.000 | blinds | 0.003 | | podium | 0.303 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:14,619 - mmdet - INFO - Evaluating segm... 2022-05-11 14:45:34,168 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 14:45:34,173 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:34,176 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:34,179 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 14:45:34,517 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 14:45:34,517 - mmdet - INFO - Epoch(val) [31][2619] bbox_mAP: 0.1210, bbox_mAP_50: 0.2200, bbox_mAP_75: 0.1180, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1530, bbox_mAP_copypaste: 0.121 0.220 0.118 0.005 0.044 0.153, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 14:46:01,187 - mmdet - INFO - Epoch [32][50/3992] lr: 1.000e-05, eta: 3 days, 20:33:22, time: 0.533, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0300, loss_cls: 0.1611, acc: 94.1367, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4597 2022-05-11 14:46:24,584 - mmdet - INFO - Epoch [32][100/3992] lr: 1.000e-05, eta: 3 days, 20:32:50, time: 0.468, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0245, loss_cls: 0.1607, acc: 93.9453, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4533 2022-05-11 14:46:50,398 - mmdet - INFO - Epoch [32][150/3992] lr: 1.000e-05, eta: 3 days, 20:32:31, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0290, loss_cls: 0.1832, acc: 93.4023, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.5061 2022-05-11 14:47:15,339 - mmdet - INFO - Epoch [32][200/3992] lr: 1.000e-05, eta: 3 days, 20:32:08, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0261, loss_cls: 0.1734, acc: 93.7812, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4789 2022-05-11 14:47:41,689 - mmdet - INFO - Epoch [32][250/3992] lr: 1.000e-05, eta: 3 days, 20:31:52, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0287, loss_cls: 0.1800, acc: 93.7266, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4909 2022-05-11 14:48:06,613 - mmdet - INFO - Epoch [32][300/3992] lr: 1.000e-05, eta: 3 days, 20:31:29, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0230, loss_cls: 0.1556, acc: 94.3711, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4360 2022-05-11 14:48:31,885 - mmdet - INFO - Epoch [32][350/3992] lr: 1.000e-05, eta: 3 days, 20:31:07, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0264, loss_cls: 0.1588, acc: 94.1465, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4699 2022-05-11 14:48:57,918 - mmdet - INFO - Epoch [32][400/3992] lr: 1.000e-05, eta: 3 days, 20:30:50, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0256, loss_cls: 0.1787, acc: 93.6719, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4759 2022-05-11 14:49:22,903 - mmdet - INFO - Epoch [32][450/3992] lr: 1.000e-05, eta: 3 days, 20:30:27, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0280, loss_cls: 0.1783, acc: 93.3477, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.4990 2022-05-11 14:49:48,847 - mmdet - INFO - Epoch [32][500/3992] lr: 1.000e-05, eta: 3 days, 20:30:09, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0316, loss_cls: 0.1892, acc: 93.3965, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.5197 2022-05-11 14:50:13,234 - mmdet - INFO - Epoch [32][550/3992] lr: 1.000e-05, eta: 3 days, 20:29:42, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0257, loss_cls: 0.1494, acc: 94.5254, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4217 2022-05-11 14:50:38,182 - mmdet - INFO - Epoch [32][600/3992] lr: 1.000e-05, eta: 3 days, 20:29:19, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0279, loss_cls: 0.1553, acc: 94.3652, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4537 2022-05-11 14:51:03,007 - mmdet - INFO - Epoch [32][650/3992] lr: 1.000e-05, eta: 3 days, 20:28:55, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0256, loss_cls: 0.1629, acc: 93.9297, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4678 2022-05-11 14:51:27,694 - mmdet - INFO - Epoch [32][700/3992] lr: 1.000e-05, eta: 3 days, 20:28:30, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0274, loss_cls: 0.1792, acc: 93.3145, loss_bbox: 0.2883, loss_mask: 0.0000, loss: 0.5089 2022-05-11 14:51:53,163 - mmdet - INFO - Epoch [32][750/3992] lr: 1.000e-05, eta: 3 days, 20:28:10, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0286, loss_cls: 0.1829, acc: 93.4980, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4924 2022-05-11 14:52:17,908 - mmdet - INFO - Epoch [32][800/3992] lr: 1.000e-05, eta: 3 days, 20:27:45, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0293, loss_cls: 0.1952, acc: 93.1465, loss_bbox: 0.2846, loss_mask: 0.0000, loss: 0.5267 2022-05-11 14:52:42,487 - mmdet - INFO - Epoch [32][850/3992] lr: 1.000e-05, eta: 3 days, 20:27:20, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0318, loss_cls: 0.1788, acc: 93.5195, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5118 2022-05-11 14:53:07,675 - mmdet - INFO - Epoch [32][900/3992] lr: 1.000e-05, eta: 3 days, 20:26:58, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0308, loss_cls: 0.1789, acc: 93.5020, loss_bbox: 0.2778, loss_mask: 0.0000, loss: 0.5045 2022-05-11 14:53:32,380 - mmdet - INFO - Epoch [32][950/3992] lr: 1.000e-05, eta: 3 days, 20:26:33, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0235, loss_cls: 0.1521, acc: 94.5996, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4383 2022-05-11 14:53:57,654 - mmdet - INFO - Epoch [32][1000/3992] lr: 1.000e-05, eta: 3 days, 20:26:12, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0243, loss_cls: 0.1650, acc: 94.0371, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4528 2022-05-11 14:54:22,413 - mmdet - INFO - Epoch [32][1050/3992] lr: 1.000e-05, eta: 3 days, 20:25:47, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0301, loss_cls: 0.1670, acc: 93.9473, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4824 2022-05-11 14:54:48,136 - mmdet - INFO - Epoch [32][1100/3992] lr: 1.000e-05, eta: 3 days, 20:25:28, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0281, loss_cls: 0.1723, acc: 93.8770, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4856 2022-05-11 14:55:12,437 - mmdet - INFO - Epoch [32][1150/3992] lr: 1.000e-05, eta: 3 days, 20:25:01, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0280, loss_cls: 0.1688, acc: 93.8574, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4694 2022-05-11 14:55:36,761 - mmdet - INFO - Epoch [32][1200/3992] lr: 1.000e-05, eta: 3 days, 20:24:35, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0309, loss_cls: 0.1737, acc: 93.6406, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4941 2022-05-11 14:56:01,847 - mmdet - INFO - Epoch [32][1250/3992] lr: 1.000e-05, eta: 3 days, 20:24:12, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0253, loss_cls: 0.1551, acc: 94.3340, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4355 2022-05-11 14:56:25,825 - mmdet - INFO - Epoch [32][1300/3992] lr: 1.000e-05, eta: 3 days, 20:23:43, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0273, loss_cls: 0.1532, acc: 94.3125, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4437 2022-05-11 14:56:51,364 - mmdet - INFO - Epoch [32][1350/3992] lr: 1.000e-05, eta: 3 days, 20:23:23, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0276, loss_cls: 0.1627, acc: 94.0059, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4592 2022-05-11 14:57:16,924 - mmdet - INFO - Epoch [32][1400/3992] lr: 1.000e-05, eta: 3 days, 20:23:03, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0331, loss_cls: 0.1889, acc: 93.2070, loss_bbox: 0.2933, loss_mask: 0.0000, loss: 0.5327 2022-05-11 14:57:41,578 - mmdet - INFO - Epoch [32][1450/3992] lr: 1.000e-05, eta: 3 days, 20:22:38, time: 0.493, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0225, loss_cls: 0.1572, acc: 94.1113, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4526 2022-05-11 14:58:07,082 - mmdet - INFO - Epoch [32][1500/3992] lr: 1.000e-05, eta: 3 days, 20:22:18, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0231, loss_cls: 0.1474, acc: 94.6191, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4199 2022-05-11 14:58:32,435 - mmdet - INFO - Epoch [32][1550/3992] lr: 1.000e-05, eta: 3 days, 20:21:57, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0255, loss_cls: 0.1651, acc: 94.0117, loss_bbox: 0.2752, loss_mask: 0.0000, loss: 0.4806 2022-05-11 14:58:58,718 - mmdet - INFO - Epoch [32][1600/3992] lr: 1.000e-05, eta: 3 days, 20:21:40, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0297, loss_cls: 0.1668, acc: 93.9590, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4719 2022-05-11 14:59:24,113 - mmdet - INFO - Epoch [32][1650/3992] lr: 1.000e-05, eta: 3 days, 20:21:19, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0291, loss_cls: 0.1662, acc: 93.9629, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4772 2022-05-11 14:59:49,706 - mmdet - INFO - Epoch [32][1700/3992] lr: 1.000e-05, eta: 3 days, 20:20:59, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0283, loss_cls: 0.1769, acc: 93.6133, loss_bbox: 0.2743, loss_mask: 0.0000, loss: 0.4968 2022-05-11 15:00:16,259 - mmdet - INFO - Epoch [32][1750/3992] lr: 1.000e-05, eta: 3 days, 20:20:45, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0305, loss_cls: 0.1928, acc: 92.9688, loss_bbox: 0.3022, loss_mask: 0.0000, loss: 0.5418 2022-05-11 15:00:41,782 - mmdet - INFO - Epoch [32][1800/3992] lr: 1.000e-05, eta: 3 days, 20:20:24, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0317, loss_cls: 0.1723, acc: 93.6855, loss_bbox: 0.2772, loss_mask: 0.0000, loss: 0.5004 2022-05-11 15:01:06,715 - mmdet - INFO - Epoch [32][1850/3992] lr: 1.000e-05, eta: 3 days, 20:20:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0246, loss_cls: 0.1697, acc: 93.9043, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4757 2022-05-11 15:01:31,946 - mmdet - INFO - Epoch [32][1900/3992] lr: 1.000e-05, eta: 3 days, 20:19:39, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0248, loss_cls: 0.1540, acc: 94.4551, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4407 2022-05-11 15:01:57,167 - mmdet - INFO - Epoch [32][1950/3992] lr: 1.000e-05, eta: 3 days, 20:19:17, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0290, loss_cls: 0.1726, acc: 93.6543, loss_bbox: 0.2797, loss_mask: 0.0000, loss: 0.4959 2022-05-11 15:02:21,653 - mmdet - INFO - Epoch [32][2000/3992] lr: 1.000e-05, eta: 3 days, 20:18:51, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0250, loss_cls: 0.1612, acc: 94.0293, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4644 2022-05-11 15:02:47,256 - mmdet - INFO - Epoch [32][2050/3992] lr: 1.000e-05, eta: 3 days, 20:18:31, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0256, loss_cls: 0.1569, acc: 94.3516, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4509 2022-05-11 15:03:13,430 - mmdet - INFO - Epoch [32][2100/3992] lr: 1.000e-05, eta: 3 days, 20:18:14, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0231, loss_cls: 0.1575, acc: 94.1699, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4570 2022-05-11 15:03:39,001 - mmdet - INFO - Epoch [32][2150/3992] lr: 1.000e-05, eta: 3 days, 20:17:54, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0257, loss_cls: 0.1769, acc: 93.8516, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4852 2022-05-11 15:04:03,693 - mmdet - INFO - Epoch [32][2200/3992] lr: 1.000e-05, eta: 3 days, 20:17:30, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0260, loss_cls: 0.1456, acc: 94.6230, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4367 2022-05-11 15:04:29,154 - mmdet - INFO - Epoch [32][2250/3992] lr: 1.000e-05, eta: 3 days, 20:17:09, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0309, loss_cls: 0.1772, acc: 93.3828, loss_bbox: 0.2883, loss_mask: 0.0000, loss: 0.5124 2022-05-11 15:04:54,168 - mmdet - INFO - Epoch [32][2300/3992] lr: 1.000e-05, eta: 3 days, 20:16:46, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0297, loss_cls: 0.1957, acc: 92.9766, loss_bbox: 0.2936, loss_mask: 0.0000, loss: 0.5420 2022-05-11 15:05:19,980 - mmdet - INFO - Epoch [32][2350/3992] lr: 1.000e-05, eta: 3 days, 20:16:27, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0279, loss_cls: 0.1596, acc: 94.2773, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4586 2022-05-11 15:05:45,060 - mmdet - INFO - Epoch [32][2400/3992] lr: 1.000e-05, eta: 3 days, 20:16:04, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0256, loss_cls: 0.1740, acc: 93.8125, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4883 2022-05-11 15:06:10,312 - mmdet - INFO - Epoch [32][2450/3992] lr: 1.000e-05, eta: 3 days, 20:15:43, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0260, loss_cls: 0.1530, acc: 94.2715, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4484 2022-05-11 15:06:35,203 - mmdet - INFO - Epoch [32][2500/3992] lr: 1.000e-05, eta: 3 days, 20:15:19, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0283, loss_cls: 0.1684, acc: 93.9570, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4774 2022-05-11 15:06:59,801 - mmdet - INFO - Epoch [32][2550/3992] lr: 1.000e-05, eta: 3 days, 20:14:54, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0262, loss_cls: 0.1536, acc: 94.3633, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4369 2022-05-11 15:07:24,494 - mmdet - INFO - Epoch [32][2600/3992] lr: 1.000e-05, eta: 3 days, 20:14:29, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0232, loss_cls: 0.1540, acc: 94.4648, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4512 2022-05-11 15:07:49,038 - mmdet - INFO - Epoch [32][2650/3992] lr: 1.000e-05, eta: 3 days, 20:14:03, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0275, loss_cls: 0.1575, acc: 94.4707, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4560 2022-05-11 15:08:13,297 - mmdet - INFO - Epoch [32][2700/3992] lr: 1.000e-05, eta: 3 days, 20:13:36, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0273, loss_cls: 0.1690, acc: 93.8359, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4764 2022-05-11 15:08:39,633 - mmdet - INFO - Epoch [32][2750/3992] lr: 1.000e-05, eta: 3 days, 20:13:20, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0272, loss_cls: 0.1579, acc: 94.1309, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4635 2022-05-11 15:09:04,882 - mmdet - INFO - Epoch [32][2800/3992] lr: 1.000e-05, eta: 3 days, 20:12:58, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0265, loss_cls: 0.1662, acc: 93.8555, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4694 2022-05-11 15:09:30,180 - mmdet - INFO - Epoch [32][2850/3992] lr: 1.000e-05, eta: 3 days, 20:12:37, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0269, loss_cls: 0.1835, acc: 93.5391, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.5038 2022-05-11 15:09:54,282 - mmdet - INFO - Epoch [32][2900/3992] lr: 1.000e-05, eta: 3 days, 20:12:09, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0236, loss_cls: 0.1701, acc: 93.7930, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4642 2022-05-11 15:10:18,441 - mmdet - INFO - Epoch [32][2950/3992] lr: 1.000e-05, eta: 3 days, 20:11:41, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0278, loss_cls: 0.1843, acc: 93.3926, loss_bbox: 0.2802, loss_mask: 0.0000, loss: 0.5103 2022-05-11 15:10:43,783 - mmdet - INFO - Epoch [32][3000/3992] lr: 1.000e-05, eta: 3 days, 20:11:20, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0258, loss_cls: 0.1606, acc: 94.1426, loss_bbox: 0.2609, loss_mask: 0.0000, loss: 0.4634 2022-05-11 15:11:08,772 - mmdet - INFO - Epoch [32][3050/3992] lr: 1.000e-05, eta: 3 days, 20:10:57, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0307, loss_cls: 0.1948, acc: 93.0215, loss_bbox: 0.3016, loss_mask: 0.0000, loss: 0.5450 2022-05-11 15:11:34,355 - mmdet - INFO - Epoch [32][3100/3992] lr: 1.000e-05, eta: 3 days, 20:10:37, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0257, loss_cls: 0.1505, acc: 94.6523, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4272 2022-05-11 15:11:59,981 - mmdet - INFO - Epoch [32][3150/3992] lr: 1.000e-05, eta: 3 days, 20:10:17, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0288, loss_cls: 0.1638, acc: 93.7754, loss_bbox: 0.2660, loss_mask: 0.0000, loss: 0.4707 2022-05-11 15:12:24,709 - mmdet - INFO - Epoch [32][3200/3992] lr: 1.000e-05, eta: 3 days, 20:09:52, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0242, loss_cls: 0.1562, acc: 94.4551, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4323 2022-05-11 15:12:50,270 - mmdet - INFO - Epoch [32][3250/3992] lr: 1.000e-05, eta: 3 days, 20:09:32, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0294, loss_cls: 0.1821, acc: 93.4082, loss_bbox: 0.2826, loss_mask: 0.0000, loss: 0.5114 2022-05-11 15:13:14,371 - mmdet - INFO - Epoch [32][3300/3992] lr: 1.000e-05, eta: 3 days, 20:09:04, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0263, loss_cls: 0.1608, acc: 94.0508, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4648 2022-05-11 15:13:40,720 - mmdet - INFO - Epoch [32][3350/3992] lr: 1.000e-05, eta: 3 days, 20:08:48, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0249, loss_cls: 0.1710, acc: 93.7969, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4770 2022-05-11 15:14:06,385 - mmdet - INFO - Epoch [32][3400/3992] lr: 1.000e-05, eta: 3 days, 20:08:28, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0274, loss_cls: 0.1576, acc: 93.9102, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4555 2022-05-11 15:14:32,462 - mmdet - INFO - Epoch [32][3450/3992] lr: 1.000e-05, eta: 3 days, 20:08:11, time: 0.522, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0256, loss_cls: 0.1383, acc: 94.9570, loss_bbox: 0.2199, loss_mask: 0.0000, loss: 0.3959 2022-05-11 15:14:58,143 - mmdet - INFO - Epoch [32][3500/3992] lr: 1.000e-05, eta: 3 days, 20:07:51, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0266, loss_cls: 0.1740, acc: 93.9590, loss_bbox: 0.2784, loss_mask: 0.0000, loss: 0.4977 2022-05-11 15:15:23,342 - mmdet - INFO - Epoch [32][3550/3992] lr: 1.000e-05, eta: 3 days, 20:07:29, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0289, loss_cls: 0.1691, acc: 93.7793, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4822 2022-05-11 15:15:48,736 - mmdet - INFO - Epoch [32][3600/3992] lr: 1.000e-05, eta: 3 days, 20:07:08, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0277, loss_cls: 0.1582, acc: 94.0781, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4655 2022-05-11 15:16:13,673 - mmdet - INFO - Epoch [32][3650/3992] lr: 1.000e-05, eta: 3 days, 20:06:44, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0291, loss_cls: 0.1626, acc: 93.8965, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4798 2022-05-11 15:16:38,947 - mmdet - INFO - Epoch [32][3700/3992] lr: 1.000e-05, eta: 3 days, 20:06:23, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0250, loss_cls: 0.1444, acc: 94.4746, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4343 2022-05-11 15:17:04,572 - mmdet - INFO - Epoch [32][3750/3992] lr: 1.000e-05, eta: 3 days, 20:06:03, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0261, loss_cls: 0.1646, acc: 94.0566, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4697 2022-05-11 15:17:29,898 - mmdet - INFO - Epoch [32][3800/3992] lr: 1.000e-05, eta: 3 days, 20:05:41, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0290, loss_cls: 0.1729, acc: 93.4336, loss_bbox: 0.2814, loss_mask: 0.0000, loss: 0.5034 2022-05-11 15:17:54,519 - mmdet - INFO - Epoch [32][3850/3992] lr: 1.000e-05, eta: 3 days, 20:05:16, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0262, loss_cls: 0.1581, acc: 94.4004, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4507 2022-05-11 15:18:19,626 - mmdet - INFO - Epoch [32][3900/3992] lr: 1.000e-05, eta: 3 days, 20:04:54, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0334, loss_cls: 0.1850, acc: 93.2949, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.5078 2022-05-11 15:18:45,256 - mmdet - INFO - Epoch [32][3950/3992] lr: 1.000e-05, eta: 3 days, 20:04:34, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0254, loss_cls: 0.1632, acc: 93.9727, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4718 2022-05-11 15:19:06,821 - mmdet - INFO - Saving checkpoint at 32 epochs 2022-05-11 15:24:51,499 - mmdet - INFO - Evaluating bbox... 2022-05-11 15:25:08,085 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.123 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.155 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.306 2022-05-11 15:25:08,089 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.096 | table | 0.250 | desk | 0.093 | | sofa_chair | 0.477 | pillow | 0.057 | box | 0.020 | | garbage_bin | 0.345 | cabinet | 0.046 | drawer | 0.052 | | shelf | 0.092 | kitchen_counter | 0.157 | kitchen_cabinet | 0.188 | | cpu | 0.023 | bench | 0.149 | file_cabinet | 0.095 | | whiteboard | 0.133 | lamp | 0.172 | endtable | 0.134 | | bookshelf | 0.221 | coffee_table | 0.194 | dresser | 0.177 | | paper | 0.011 | printer | 0.200 | monitor | 0.224 | | back_pack | 0.064 | night_stand | 0.298 | door | 0.081 | | picture | 0.049 | ottoman | 0.193 | stool | 0.223 | | outlet | 0.000 | towel | 0.070 | tray | 0.013 | | bag | 0.019 | stove | 0.101 | bathtub | 0.414 | | scanner | 0.184 | cubby | 0.014 | mirror | 0.020 | | bottle | 0.004 | rack | 0.010 | cup | 0.064 | | thermos | 0.002 | island | 0.076 | counter | 0.022 | | bowl | 0.050 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.190 | | cart | 0.097 | tv_stand | 0.103 | poster | 0.000 | | soap_dispenser | 0.013 | toy | nan | chair | 0.337 | | sofa | 0.413 | plant | 0.037 | bed | 0.604 | | dining_table | 0.004 | toilet | 0.540 | tv | 0.257 | | laptop | 0.108 | mouse | 0.023 | basket | 0.000 | | keyboard | 0.087 | telephone | 0.035 | microwave | 0.268 | | oven | 0.023 | paper_towel_dispenser | 0.210 | sink | 0.162 | | fridge | 0.155 | book | 0.009 | clock | 0.090 | | vase | 0.060 | fire_extinguisher | 0.013 | blinds | 0.018 | | podium | 0.216 | others | 0.043 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:08,092 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.200 | table | 0.466 | desk | 0.206 | | sofa_chair | 0.673 | pillow | 0.145 | box | 0.051 | | garbage_bin | 0.603 | cabinet | 0.088 | drawer | 0.085 | | shelf | 0.192 | kitchen_counter | 0.277 | kitchen_cabinet | 0.307 | | cpu | 0.081 | bench | 0.289 | file_cabinet | 0.136 | | whiteboard | 0.225 | lamp | 0.378 | endtable | 0.249 | | bookshelf | 0.415 | coffee_table | 0.377 | dresser | 0.277 | | paper | 0.032 | printer | 0.358 | monitor | 0.521 | | back_pack | 0.141 | night_stand | 0.523 | door | 0.118 | | picture | 0.090 | ottoman | 0.279 | stool | 0.443 | | outlet | 0.000 | towel | 0.098 | tray | 0.039 | | bag | 0.026 | stove | 0.210 | bathtub | 0.661 | | scanner | 0.285 | cubby | 0.024 | mirror | 0.038 | | bottle | 0.007 | rack | 0.015 | cup | 0.182 | | thermos | 0.004 | island | 0.115 | counter | 0.031 | | bowl | 0.090 | plate | 0.001 | organizer | 0.000 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.302 | | cart | 0.173 | tv_stand | 0.251 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.685 | | sofa | 0.613 | plant | 0.104 | bed | 0.886 | | dining_table | 0.008 | toilet | 0.852 | tv | 0.446 | | laptop | 0.232 | mouse | 0.080 | basket | 0.000 | | keyboard | 0.272 | telephone | 0.085 | microwave | 0.486 | | oven | 0.047 | paper_towel_dispenser | 0.362 | sink | 0.441 | | fridge | 0.292 | book | 0.024 | clock | 0.132 | | vase | 0.119 | fire_extinguisher | 0.051 | blinds | 0.043 | | podium | 0.296 | others | 0.094 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:08,096 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.056 | table | 0.239 | desk | 0.079 | | sofa_chair | 0.549 | pillow | 0.028 | box | 0.009 | | garbage_bin | 0.371 | cabinet | 0.041 | drawer | 0.057 | | shelf | 0.080 | kitchen_counter | 0.147 | kitchen_cabinet | 0.208 | | cpu | 0.008 | bench | 0.134 | file_cabinet | 0.135 | | whiteboard | 0.149 | lamp | 0.131 | endtable | 0.119 | | bookshelf | 0.186 | coffee_table | 0.142 | dresser | 0.196 | | paper | 0.003 | printer | 0.153 | monitor | 0.168 | | back_pack | 0.036 | night_stand | 0.305 | door | 0.104 | | picture | 0.051 | ottoman | 0.249 | stool | 0.210 | | outlet | 0.000 | towel | 0.088 | tray | 0.001 | | bag | 0.022 | stove | 0.075 | bathtub | 0.462 | | scanner | 0.285 | cubby | 0.017 | mirror | 0.012 | | bottle | 0.002 | rack | 0.014 | cup | 0.029 | | thermos | 0.000 | island | 0.086 | counter | 0.021 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.155 | | cart | 0.103 | tv_stand | 0.058 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.290 | | sofa | 0.464 | plant | 0.018 | bed | 0.694 | | dining_table | 0.001 | toilet | 0.604 | tv | 0.270 | | laptop | 0.096 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.045 | telephone | 0.013 | microwave | 0.220 | | oven | 0.017 | paper_towel_dispenser | 0.183 | sink | 0.079 | | fridge | 0.168 | book | 0.006 | clock | 0.132 | | vase | 0.041 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.277 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:08,096 - mmdet - INFO - Evaluating segm... 2022-05-11 15:25:27,641 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 15:25:27,645 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:27,649 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:27,652 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 15:25:27,968 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 15:25:27,968 - mmdet - INFO - Epoch(val) [32][2619] bbox_mAP: 0.1230, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1210, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1550, bbox_mAP_copypaste: 0.123 0.222 0.121 0.005 0.046 0.155, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 15:25:54,117 - mmdet - INFO - Epoch [33][50/3992] lr: 1.000e-05, eta: 3 days, 20:02:07, time: 0.523, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0270, loss_cls: 0.1863, acc: 93.3164, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.5067 2022-05-11 15:26:18,726 - mmdet - INFO - Epoch [33][100/3992] lr: 1.000e-05, eta: 3 days, 20:01:42, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0297, loss_cls: 0.1724, acc: 93.5215, loss_bbox: 0.2817, loss_mask: 0.0000, loss: 0.5006 2022-05-11 15:26:43,533 - mmdet - INFO - Epoch [33][150/3992] lr: 1.000e-05, eta: 3 days, 20:01:17, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0237, loss_cls: 0.1455, acc: 94.7441, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4149 2022-05-11 15:27:08,652 - mmdet - INFO - Epoch [33][200/3992] lr: 1.000e-05, eta: 3 days, 20:00:55, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0280, loss_cls: 0.1614, acc: 94.1328, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4675 2022-05-11 15:27:33,816 - mmdet - INFO - Epoch [33][250/3992] lr: 1.000e-05, eta: 3 days, 20:00:33, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0294, loss_cls: 0.1590, acc: 94.2910, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4724 2022-05-11 15:27:58,178 - mmdet - INFO - Epoch [33][300/3992] lr: 1.000e-05, eta: 3 days, 20:00:06, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0267, loss_cls: 0.1624, acc: 93.8242, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4674 2022-05-11 15:28:23,283 - mmdet - INFO - Epoch [33][350/3992] lr: 1.000e-05, eta: 3 days, 19:59:44, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0250, loss_cls: 0.1676, acc: 94.1348, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4553 2022-05-11 15:28:48,224 - mmdet - INFO - Epoch [33][400/3992] lr: 1.000e-05, eta: 3 days, 19:59:20, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0272, loss_cls: 0.1646, acc: 93.9160, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4615 2022-05-11 15:29:12,940 - mmdet - INFO - Epoch [33][450/3992] lr: 1.000e-05, eta: 3 days, 19:58:55, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0278, loss_cls: 0.1703, acc: 93.7891, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4846 2022-05-11 15:29:38,622 - mmdet - INFO - Epoch [33][500/3992] lr: 1.000e-05, eta: 3 days, 19:58:36, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0238, loss_cls: 0.1449, acc: 94.8027, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4145 2022-05-11 15:30:03,792 - mmdet - INFO - Epoch [33][550/3992] lr: 1.000e-05, eta: 3 days, 19:58:14, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0262, loss_cls: 0.1751, acc: 93.8965, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4778 2022-05-11 15:30:28,838 - mmdet - INFO - Epoch [33][600/3992] lr: 1.000e-05, eta: 3 days, 19:57:51, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0294, loss_cls: 0.1579, acc: 94.0039, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4637 2022-05-11 15:30:54,612 - mmdet - INFO - Epoch [33][650/3992] lr: 1.000e-05, eta: 3 days, 19:57:31, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0257, loss_cls: 0.1652, acc: 93.7812, loss_bbox: 0.2794, loss_mask: 0.0000, loss: 0.4833 2022-05-11 15:31:19,613 - mmdet - INFO - Epoch [33][700/3992] lr: 1.000e-05, eta: 3 days, 19:57:08, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0274, loss_cls: 0.1690, acc: 93.8086, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4806 2022-05-11 15:31:44,979 - mmdet - INFO - Epoch [33][750/3992] lr: 1.000e-05, eta: 3 days, 19:56:47, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0318, loss_cls: 0.1956, acc: 93.0273, loss_bbox: 0.3022, loss_mask: 0.0000, loss: 0.5496 2022-05-11 15:32:10,211 - mmdet - INFO - Epoch [33][800/3992] lr: 1.000e-05, eta: 3 days, 19:56:25, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0238, loss_cls: 0.1519, acc: 94.3672, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4293 2022-05-11 15:32:35,607 - mmdet - INFO - Epoch [33][850/3992] lr: 1.000e-05, eta: 3 days, 19:56:04, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0266, loss_cls: 0.1667, acc: 93.8926, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4788 2022-05-11 15:32:59,769 - mmdet - INFO - Epoch [33][900/3992] lr: 1.000e-05, eta: 3 days, 19:55:36, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0250, loss_cls: 0.1451, acc: 94.6074, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4364 2022-05-11 15:33:23,980 - mmdet - INFO - Epoch [33][950/3992] lr: 1.000e-05, eta: 3 days, 19:55:09, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0284, loss_cls: 0.1671, acc: 93.9258, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4783 2022-05-11 15:33:48,687 - mmdet - INFO - Epoch [33][1000/3992] lr: 1.000e-05, eta: 3 days, 19:54:44, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0229, loss_cls: 0.1534, acc: 94.1543, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4373 2022-05-11 15:34:13,410 - mmdet - INFO - Epoch [33][1050/3992] lr: 1.000e-05, eta: 3 days, 19:54:20, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0265, loss_cls: 0.1774, acc: 93.3848, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.5004 2022-05-11 15:34:38,790 - mmdet - INFO - Epoch [33][1100/3992] lr: 1.000e-05, eta: 3 days, 19:53:59, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0288, loss_cls: 0.1465, acc: 94.5742, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4310 2022-05-11 15:35:04,201 - mmdet - INFO - Epoch [33][1150/3992] lr: 1.000e-05, eta: 3 days, 19:53:38, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0326, loss_cls: 0.1724, acc: 93.4551, loss_bbox: 0.2899, loss_mask: 0.0000, loss: 0.5097 2022-05-11 15:35:29,717 - mmdet - INFO - Epoch [33][1200/3992] lr: 1.000e-05, eta: 3 days, 19:53:17, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0291, loss_cls: 0.1692, acc: 93.6562, loss_bbox: 0.2705, loss_mask: 0.0000, loss: 0.4862 2022-05-11 15:35:54,700 - mmdet - INFO - Epoch [33][1250/3992] lr: 1.000e-05, eta: 3 days, 19:52:54, time: 0.500, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0216, loss_cls: 0.1444, acc: 94.7090, loss_bbox: 0.2305, loss_mask: 0.0000, loss: 0.4113 2022-05-11 15:36:19,644 - mmdet - INFO - Epoch [33][1300/3992] lr: 1.000e-05, eta: 3 days, 19:52:30, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0303, loss_cls: 0.1797, acc: 93.5938, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4961 2022-05-11 15:36:42,903 - mmdet - INFO - Epoch [33][1350/3992] lr: 1.000e-05, eta: 3 days, 19:51:58, time: 0.465, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0271, loss_cls: 0.1599, acc: 94.1777, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4612 2022-05-11 15:37:07,112 - mmdet - INFO - Epoch [33][1400/3992] lr: 1.000e-05, eta: 3 days, 19:51:31, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0239, loss_cls: 0.1540, acc: 94.4883, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4307 2022-05-11 15:37:32,775 - mmdet - INFO - Epoch [33][1450/3992] lr: 1.000e-05, eta: 3 days, 19:51:11, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0236, loss_cls: 0.1437, acc: 94.6211, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4394 2022-05-11 15:37:59,046 - mmdet - INFO - Epoch [33][1500/3992] lr: 1.000e-05, eta: 3 days, 19:50:54, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0267, loss_cls: 0.1802, acc: 93.5566, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4871 2022-05-11 15:38:24,375 - mmdet - INFO - Epoch [33][1550/3992] lr: 1.000e-05, eta: 3 days, 19:50:33, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0274, loss_cls: 0.1587, acc: 94.2070, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4580 2022-05-11 15:38:50,440 - mmdet - INFO - Epoch [33][1600/3992] lr: 1.000e-05, eta: 3 days, 19:50:15, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0252, loss_cls: 0.1522, acc: 94.5801, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4251 2022-05-11 15:39:15,211 - mmdet - INFO - Epoch [33][1650/3992] lr: 1.000e-05, eta: 3 days, 19:49:51, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0258, loss_cls: 0.1571, acc: 94.0293, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4571 2022-05-11 15:39:39,657 - mmdet - INFO - Epoch [33][1700/3992] lr: 1.000e-05, eta: 3 days, 19:49:25, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0252, loss_cls: 0.1567, acc: 94.2617, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4396 2022-05-11 15:40:04,740 - mmdet - INFO - Epoch [33][1750/3992] lr: 1.000e-05, eta: 3 days, 19:49:02, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0286, loss_cls: 0.1660, acc: 94.1719, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4635 2022-05-11 15:40:30,150 - mmdet - INFO - Epoch [33][1800/3992] lr: 1.000e-05, eta: 3 days, 19:48:41, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0263, loss_cls: 0.1701, acc: 93.7266, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4783 2022-05-11 15:40:55,559 - mmdet - INFO - Epoch [33][1850/3992] lr: 1.000e-05, eta: 3 days, 19:48:20, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0255, loss_cls: 0.1494, acc: 94.2754, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4308 2022-05-11 15:41:19,880 - mmdet - INFO - Epoch [33][1900/3992] lr: 1.000e-05, eta: 3 days, 19:47:53, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0309, loss_cls: 0.1752, acc: 93.5879, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.5004 2022-05-11 15:41:44,672 - mmdet - INFO - Epoch [33][1950/3992] lr: 1.000e-05, eta: 3 days, 19:47:29, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0300, loss_cls: 0.1811, acc: 93.5703, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.5015 2022-05-11 15:42:10,166 - mmdet - INFO - Epoch [33][2000/3992] lr: 1.000e-05, eta: 3 days, 19:47:08, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0261, loss_cls: 0.1630, acc: 94.0234, loss_bbox: 0.2713, loss_mask: 0.0000, loss: 0.4729 2022-05-11 15:42:35,307 - mmdet - INFO - Epoch [33][2050/3992] lr: 1.000e-05, eta: 3 days, 19:46:46, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0249, loss_cls: 0.1557, acc: 94.2090, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4584 2022-05-11 15:42:59,580 - mmdet - INFO - Epoch [33][2100/3992] lr: 1.000e-05, eta: 3 days, 19:46:19, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0249, loss_cls: 0.1646, acc: 94.0547, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4563 2022-05-11 15:43:24,987 - mmdet - INFO - Epoch [33][2150/3992] lr: 1.000e-05, eta: 3 days, 19:45:58, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0241, loss_cls: 0.1533, acc: 94.4277, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4332 2022-05-11 15:43:50,801 - mmdet - INFO - Epoch [33][2200/3992] lr: 1.000e-05, eta: 3 days, 19:45:39, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0251, loss_cls: 0.1542, acc: 94.4844, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4386 2022-05-11 15:44:15,711 - mmdet - INFO - Epoch [33][2250/3992] lr: 1.000e-05, eta: 3 days, 19:45:15, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0283, loss_cls: 0.1577, acc: 94.0957, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4625 2022-05-11 15:44:40,360 - mmdet - INFO - Epoch [33][2300/3992] lr: 1.000e-05, eta: 3 days, 19:44:50, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0232, loss_cls: 0.1584, acc: 94.5000, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4378 2022-05-11 15:45:06,079 - mmdet - INFO - Epoch [33][2350/3992] lr: 1.000e-05, eta: 3 days, 19:44:30, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1510, acc: 94.4707, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4521 2022-05-11 15:45:31,408 - mmdet - INFO - Epoch [33][2400/3992] lr: 1.000e-05, eta: 3 days, 19:44:09, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0329, loss_cls: 0.1763, acc: 93.6660, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4975 2022-05-11 15:45:57,421 - mmdet - INFO - Epoch [33][2450/3992] lr: 1.000e-05, eta: 3 days, 19:43:51, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0270, loss_cls: 0.1773, acc: 93.7559, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4785 2022-05-11 15:46:22,543 - mmdet - INFO - Epoch [33][2500/3992] lr: 1.000e-05, eta: 3 days, 19:43:28, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0334, loss_cls: 0.1906, acc: 93.1836, loss_bbox: 0.2893, loss_mask: 0.0000, loss: 0.5342 2022-05-11 15:46:47,667 - mmdet - INFO - Epoch [33][2550/3992] lr: 1.000e-05, eta: 3 days, 19:43:06, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0260, loss_cls: 0.1639, acc: 94.1758, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4565 2022-05-11 15:47:12,230 - mmdet - INFO - Epoch [33][2600/3992] lr: 1.000e-05, eta: 3 days, 19:42:40, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0297, loss_cls: 0.1731, acc: 93.7109, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4846 2022-05-11 15:47:37,355 - mmdet - INFO - Epoch [33][2650/3992] lr: 1.000e-05, eta: 3 days, 19:42:18, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0264, loss_cls: 0.1771, acc: 93.5566, loss_bbox: 0.2699, loss_mask: 0.0000, loss: 0.4894 2022-05-11 15:48:03,081 - mmdet - INFO - Epoch [33][2700/3992] lr: 1.000e-05, eta: 3 days, 19:41:58, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0263, loss_cls: 0.1575, acc: 93.9297, loss_bbox: 0.2709, loss_mask: 0.0000, loss: 0.4660 2022-05-11 15:48:28,516 - mmdet - INFO - Epoch [33][2750/3992] lr: 1.000e-05, eta: 3 days, 19:41:37, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0280, loss_cls: 0.1580, acc: 94.2500, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4555 2022-05-11 15:48:53,020 - mmdet - INFO - Epoch [33][2800/3992] lr: 1.000e-05, eta: 3 days, 19:41:11, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0241, loss_cls: 0.1481, acc: 94.6562, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4270 2022-05-11 15:49:18,671 - mmdet - INFO - Epoch [33][2850/3992] lr: 1.000e-05, eta: 3 days, 19:40:51, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0244, loss_cls: 0.1604, acc: 94.0957, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4533 2022-05-11 15:49:44,465 - mmdet - INFO - Epoch [33][2900/3992] lr: 1.000e-05, eta: 3 days, 19:40:32, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0297, loss_cls: 0.1863, acc: 93.5352, loss_bbox: 0.2789, loss_mask: 0.0000, loss: 0.5100 2022-05-11 15:50:09,715 - mmdet - INFO - Epoch [33][2950/3992] lr: 1.000e-05, eta: 3 days, 19:40:10, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0270, loss_cls: 0.1732, acc: 93.7227, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4789 2022-05-11 15:50:34,212 - mmdet - INFO - Epoch [33][3000/3992] lr: 1.000e-05, eta: 3 days, 19:39:45, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0303, loss_cls: 0.1850, acc: 93.4961, loss_bbox: 0.2834, loss_mask: 0.0000, loss: 0.5185 2022-05-11 15:50:58,717 - mmdet - INFO - Epoch [33][3050/3992] lr: 1.000e-05, eta: 3 days, 19:39:19, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0222, loss_rpn_bbox: 0.0261, loss_cls: 0.1739, acc: 93.8594, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4916 2022-05-11 15:51:24,167 - mmdet - INFO - Epoch [33][3100/3992] lr: 1.000e-05, eta: 3 days, 19:38:58, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0310, loss_cls: 0.1778, acc: 93.6055, loss_bbox: 0.2918, loss_mask: 0.0000, loss: 0.5231 2022-05-11 15:51:49,243 - mmdet - INFO - Epoch [33][3150/3992] lr: 1.000e-05, eta: 3 days, 19:38:35, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0299, loss_cls: 0.1690, acc: 93.9375, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4839 2022-05-11 15:52:15,555 - mmdet - INFO - Epoch [33][3200/3992] lr: 1.000e-05, eta: 3 days, 19:38:18, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0292, loss_cls: 0.1735, acc: 93.5859, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.5034 2022-05-11 15:52:41,054 - mmdet - INFO - Epoch [33][3250/3992] lr: 1.000e-05, eta: 3 days, 19:37:58, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0322, loss_cls: 0.1678, acc: 93.8984, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4708 2022-05-11 15:53:06,120 - mmdet - INFO - Epoch [33][3300/3992] lr: 1.000e-05, eta: 3 days, 19:37:35, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0284, loss_cls: 0.1700, acc: 93.8477, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4786 2022-05-11 15:53:31,354 - mmdet - INFO - Epoch [33][3350/3992] lr: 1.000e-05, eta: 3 days, 19:37:13, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0260, loss_cls: 0.1712, acc: 93.7461, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4692 2022-05-11 15:53:56,329 - mmdet - INFO - Epoch [33][3400/3992] lr: 1.000e-05, eta: 3 days, 19:36:49, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0254, loss_cls: 0.1621, acc: 93.7793, loss_bbox: 0.2673, loss_mask: 0.0000, loss: 0.4696 2022-05-11 15:54:21,495 - mmdet - INFO - Epoch [33][3450/3992] lr: 1.000e-05, eta: 3 days, 19:36:27, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0296, loss_cls: 0.1715, acc: 93.7598, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4874 2022-05-11 15:54:46,108 - mmdet - INFO - Epoch [33][3500/3992] lr: 1.000e-05, eta: 3 days, 19:36:02, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0297, loss_cls: 0.1889, acc: 92.9941, loss_bbox: 0.2852, loss_mask: 0.0000, loss: 0.5182 2022-05-11 15:55:10,379 - mmdet - INFO - Epoch [33][3550/3992] lr: 1.000e-05, eta: 3 days, 19:35:35, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0289, loss_cls: 0.1826, acc: 93.4121, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.5019 2022-05-11 15:55:35,365 - mmdet - INFO - Epoch [33][3600/3992] lr: 1.000e-05, eta: 3 days, 19:35:11, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0242, loss_cls: 0.1609, acc: 94.1934, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4405 2022-05-11 15:56:00,712 - mmdet - INFO - Epoch [33][3650/3992] lr: 1.000e-05, eta: 3 days, 19:34:50, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0269, loss_cls: 0.1727, acc: 93.9219, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4679 2022-05-11 15:56:26,702 - mmdet - INFO - Epoch [33][3700/3992] lr: 1.000e-05, eta: 3 days, 19:34:32, time: 0.520, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0245, loss_cls: 0.1488, acc: 94.5098, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4328 2022-05-11 15:56:51,703 - mmdet - INFO - Epoch [33][3750/3992] lr: 1.000e-05, eta: 3 days, 19:34:08, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0237, loss_cls: 0.1594, acc: 94.3066, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4463 2022-05-11 15:57:17,275 - mmdet - INFO - Epoch [33][3800/3992] lr: 1.000e-05, eta: 3 days, 19:33:48, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0295, loss_cls: 0.1668, acc: 93.8320, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4821 2022-05-11 15:57:42,318 - mmdet - INFO - Epoch [33][3850/3992] lr: 1.000e-05, eta: 3 days, 19:33:25, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0279, loss_cls: 0.1706, acc: 93.6777, loss_bbox: 0.2775, loss_mask: 0.0000, loss: 0.4897 2022-05-11 15:58:08,185 - mmdet - INFO - Epoch [33][3900/3992] lr: 1.000e-05, eta: 3 days, 19:33:06, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0292, loss_cls: 0.1669, acc: 93.8691, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4799 2022-05-11 15:58:33,294 - mmdet - INFO - Epoch [33][3950/3992] lr: 1.000e-05, eta: 3 days, 19:32:43, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0229, loss_cls: 0.1521, acc: 94.2832, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4364 2022-05-11 15:58:54,654 - mmdet - INFO - Saving checkpoint at 33 epochs 2022-05-11 16:04:44,393 - mmdet - INFO - Evaluating bbox... 2022-05-11 16:05:02,123 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.017 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.111 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.309 2022-05-11 16:05:02,128 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.129 | table | 0.255 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.055 | box | 0.022 | | garbage_bin | 0.353 | cabinet | 0.037 | drawer | 0.057 | | shelf | 0.103 | kitchen_counter | 0.161 | kitchen_cabinet | 0.188 | | cpu | 0.031 | bench | 0.144 | file_cabinet | 0.073 | | whiteboard | 0.137 | lamp | 0.174 | endtable | 0.139 | | bookshelf | 0.234 | coffee_table | 0.195 | dresser | 0.169 | | paper | 0.009 | printer | 0.218 | monitor | 0.231 | | back_pack | 0.064 | night_stand | 0.305 | door | 0.086 | | picture | 0.052 | ottoman | 0.205 | stool | 0.218 | | outlet | 0.000 | towel | 0.050 | tray | 0.019 | | bag | 0.017 | stove | 0.097 | bathtub | 0.402 | | scanner | 0.219 | cubby | 0.026 | mirror | 0.027 | | bottle | 0.003 | rack | 0.020 | cup | 0.052 | | thermos | 0.002 | island | 0.077 | counter | 0.025 | | bowl | 0.060 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.205 | | cart | 0.127 | tv_stand | 0.096 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.335 | | sofa | 0.415 | plant | 0.037 | bed | 0.598 | | dining_table | 0.007 | toilet | 0.543 | tv | 0.262 | | laptop | 0.103 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.074 | telephone | 0.024 | microwave | 0.233 | | oven | 0.020 | paper_towel_dispenser | 0.277 | sink | 0.152 | | fridge | 0.168 | book | 0.009 | clock | 0.079 | | vase | 0.053 | fire_extinguisher | 0.012 | blinds | 0.012 | | podium | 0.204 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:02,131 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.225 | table | 0.460 | desk | 0.210 | | sofa_chair | 0.682 | pillow | 0.139 | box | 0.051 | | garbage_bin | 0.611 | cabinet | 0.074 | drawer | 0.088 | | shelf | 0.204 | kitchen_counter | 0.286 | kitchen_cabinet | 0.301 | | cpu | 0.087 | bench | 0.285 | file_cabinet | 0.111 | | whiteboard | 0.223 | lamp | 0.378 | endtable | 0.264 | | bookshelf | 0.424 | coffee_table | 0.375 | dresser | 0.261 | | paper | 0.032 | printer | 0.388 | monitor | 0.522 | | back_pack | 0.155 | night_stand | 0.524 | door | 0.123 | | picture | 0.089 | ottoman | 0.301 | stool | 0.433 | | outlet | 0.000 | towel | 0.079 | tray | 0.053 | | bag | 0.023 | stove | 0.186 | bathtub | 0.663 | | scanner | 0.313 | cubby | 0.040 | mirror | 0.060 | | bottle | 0.006 | rack | 0.031 | cup | 0.143 | | thermos | 0.004 | island | 0.120 | counter | 0.035 | | bowl | 0.088 | plate | 0.003 | organizer | 0.006 | | switch | 0.000 | pen | 0.023 | coffee_maker | 0.294 | | cart | 0.218 | tv_stand | 0.183 | poster | 0.002 | | soap_dispenser | 0.023 | toy | nan | chair | 0.682 | | sofa | 0.619 | plant | 0.095 | bed | 0.878 | | dining_table | 0.011 | toilet | 0.879 | tv | 0.469 | | laptop | 0.231 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.229 | telephone | 0.052 | microwave | 0.451 | | oven | 0.042 | paper_towel_dispenser | 0.446 | sink | 0.458 | | fridge | 0.317 | book | 0.025 | clock | 0.127 | | vase | 0.108 | fire_extinguisher | 0.040 | blinds | 0.032 | | podium | 0.281 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:02,134 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.255 | desk | 0.082 | | sofa_chair | 0.564 | pillow | 0.028 | box | 0.020 | | garbage_bin | 0.380 | cabinet | 0.032 | drawer | 0.065 | | shelf | 0.096 | kitchen_counter | 0.160 | kitchen_cabinet | 0.210 | | cpu | 0.006 | bench | 0.111 | file_cabinet | 0.109 | | whiteboard | 0.146 | lamp | 0.142 | endtable | 0.122 | | bookshelf | 0.214 | coffee_table | 0.154 | dresser | 0.198 | | paper | 0.002 | printer | 0.210 | monitor | 0.154 | | back_pack | 0.032 | night_stand | 0.329 | door | 0.116 | | picture | 0.058 | ottoman | 0.215 | stool | 0.176 | | outlet | 0.000 | towel | 0.061 | tray | 0.015 | | bag | 0.022 | stove | 0.077 | bathtub | 0.419 | | scanner | 0.239 | cubby | 0.032 | mirror | 0.016 | | bottle | 0.005 | rack | 0.025 | cup | 0.030 | | thermos | 0.004 | island | 0.079 | counter | 0.025 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.294 | | cart | 0.119 | tv_stand | 0.058 | poster | 0.000 | | soap_dispenser | 0.023 | toy | nan | chair | 0.291 | | sofa | 0.468 | plant | 0.012 | bed | 0.687 | | dining_table | 0.010 | toilet | 0.590 | tv | 0.266 | | laptop | 0.091 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.020 | telephone | 0.017 | microwave | 0.154 | | oven | 0.010 | paper_towel_dispenser | 0.287 | sink | 0.068 | | fridge | 0.198 | book | 0.006 | clock | 0.127 | | vase | 0.027 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.258 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:02,134 - mmdet - INFO - Evaluating segm... 2022-05-11 16:05:22,007 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 16:05:22,012 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:22,015 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:22,018 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:05:22,343 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 16:05:22,343 - mmdet - INFO - Epoch(val) [33][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.222 0.123 0.003 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 16:05:49,112 - mmdet - INFO - Epoch [34][50/3992] lr: 1.000e-06, eta: 3 days, 19:30:23, time: 0.535, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0239, loss_cls: 0.1462, acc: 94.8145, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4132 2022-05-11 16:06:13,394 - mmdet - INFO - Epoch [34][100/3992] lr: 1.000e-06, eta: 3 days, 19:29:56, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0273, loss_cls: 0.1652, acc: 93.7656, loss_bbox: 0.2772, loss_mask: 0.0000, loss: 0.4844 2022-05-11 16:06:38,699 - mmdet - INFO - Epoch [34][150/3992] lr: 1.000e-06, eta: 3 days, 19:29:35, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0246, loss_cls: 0.1479, acc: 94.4473, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4290 2022-05-11 16:07:04,374 - mmdet - INFO - Epoch [34][200/3992] lr: 1.000e-06, eta: 3 days, 19:29:15, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0303, loss_cls: 0.1676, acc: 93.9883, loss_bbox: 0.2782, loss_mask: 0.0000, loss: 0.4974 2022-05-11 16:07:29,872 - mmdet - INFO - Epoch [34][250/3992] lr: 1.000e-06, eta: 3 days, 19:28:54, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0280, loss_cls: 0.1594, acc: 94.1426, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4550 2022-05-11 16:07:55,187 - mmdet - INFO - Epoch [34][300/3992] lr: 1.000e-06, eta: 3 days, 19:28:32, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0248, loss_cls: 0.1609, acc: 94.2871, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4527 2022-05-11 16:08:20,529 - mmdet - INFO - Epoch [34][350/3992] lr: 1.000e-06, eta: 3 days, 19:28:11, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0243, loss_cls: 0.1470, acc: 94.6074, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4303 2022-05-11 16:08:45,750 - mmdet - INFO - Epoch [34][400/3992] lr: 1.000e-06, eta: 3 days, 19:27:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0282, loss_cls: 0.1709, acc: 93.7832, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4855 2022-05-11 16:09:10,767 - mmdet - INFO - Epoch [34][450/3992] lr: 1.000e-06, eta: 3 days, 19:27:26, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0260, loss_cls: 0.1356, acc: 94.9277, loss_bbox: 0.2160, loss_mask: 0.0000, loss: 0.3952 2022-05-11 16:09:35,294 - mmdet - INFO - Epoch [34][500/3992] lr: 1.000e-06, eta: 3 days, 19:27:00, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0254, loss_cls: 0.1542, acc: 94.1855, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4563 2022-05-11 16:10:00,884 - mmdet - INFO - Epoch [34][550/3992] lr: 1.000e-06, eta: 3 days, 19:26:40, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0266, loss_cls: 0.1476, acc: 94.3789, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4433 2022-05-11 16:10:26,057 - mmdet - INFO - Epoch [34][600/3992] lr: 1.000e-06, eta: 3 days, 19:26:17, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0296, loss_cls: 0.1773, acc: 93.5547, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4904 2022-05-11 16:10:50,095 - mmdet - INFO - Epoch [34][650/3992] lr: 1.000e-06, eta: 3 days, 19:25:49, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0276, loss_cls: 0.1632, acc: 94.0566, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4778 2022-05-11 16:11:15,025 - mmdet - INFO - Epoch [34][700/3992] lr: 1.000e-06, eta: 3 days, 19:25:26, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0280, loss_cls: 0.1423, acc: 94.8535, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4170 2022-05-11 16:11:39,726 - mmdet - INFO - Epoch [34][750/3992] lr: 1.000e-06, eta: 3 days, 19:25:01, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0288, loss_cls: 0.1548, acc: 94.4824, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4470 2022-05-11 16:12:04,870 - mmdet - INFO - Epoch [34][800/3992] lr: 1.000e-06, eta: 3 days, 19:24:38, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0293, loss_cls: 0.1659, acc: 94.1465, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4763 2022-05-11 16:12:30,153 - mmdet - INFO - Epoch [34][850/3992] lr: 1.000e-06, eta: 3 days, 19:24:16, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0261, loss_cls: 0.1419, acc: 94.5996, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4267 2022-05-11 16:12:55,355 - mmdet - INFO - Epoch [34][900/3992] lr: 1.000e-06, eta: 3 days, 19:23:54, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0320, loss_cls: 0.1893, acc: 93.1348, loss_bbox: 0.2958, loss_mask: 0.0000, loss: 0.5352 2022-05-11 16:13:21,185 - mmdet - INFO - Epoch [34][950/3992] lr: 1.000e-06, eta: 3 days, 19:23:35, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0245, loss_cls: 0.1450, acc: 94.7285, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4198 2022-05-11 16:13:47,202 - mmdet - INFO - Epoch [34][1000/3992] lr: 1.000e-06, eta: 3 days, 19:23:17, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0258, loss_cls: 0.1424, acc: 94.6152, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4213 2022-05-11 16:14:12,391 - mmdet - INFO - Epoch [34][1050/3992] lr: 1.000e-06, eta: 3 days, 19:22:55, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0268, loss_cls: 0.1714, acc: 93.7500, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4822 2022-05-11 16:14:37,284 - mmdet - INFO - Epoch [34][1100/3992] lr: 1.000e-06, eta: 3 days, 19:22:31, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0284, loss_cls: 0.1631, acc: 94.2559, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4635 2022-05-11 16:15:01,779 - mmdet - INFO - Epoch [34][1150/3992] lr: 1.000e-06, eta: 3 days, 19:22:05, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0258, loss_cls: 0.1506, acc: 94.4297, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4431 2022-05-11 16:15:27,345 - mmdet - INFO - Epoch [34][1200/3992] lr: 1.000e-06, eta: 3 days, 19:21:45, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0274, loss_cls: 0.1592, acc: 94.1348, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4847 2022-05-11 16:15:52,379 - mmdet - INFO - Epoch [34][1250/3992] lr: 1.000e-06, eta: 3 days, 19:21:21, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0295, loss_cls: 0.1667, acc: 93.9766, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4688 2022-05-11 16:16:17,410 - mmdet - INFO - Epoch [34][1300/3992] lr: 1.000e-06, eta: 3 days, 19:20:58, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0276, loss_cls: 0.1611, acc: 94.2441, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4560 2022-05-11 16:16:43,677 - mmdet - INFO - Epoch [34][1350/3992] lr: 1.000e-06, eta: 3 days, 19:20:41, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0266, loss_cls: 0.1510, acc: 94.4375, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4362 2022-05-11 16:17:09,807 - mmdet - INFO - Epoch [34][1400/3992] lr: 1.000e-06, eta: 3 days, 19:20:24, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0279, loss_cls: 0.1631, acc: 93.8496, loss_bbox: 0.2853, loss_mask: 0.0000, loss: 0.4923 2022-05-11 16:17:34,697 - mmdet - INFO - Epoch [34][1450/3992] lr: 1.000e-06, eta: 3 days, 19:20:00, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0286, loss_cls: 0.1586, acc: 94.0488, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4662 2022-05-11 16:18:00,363 - mmdet - INFO - Epoch [34][1500/3992] lr: 1.000e-06, eta: 3 days, 19:19:40, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0267, loss_cls: 0.1675, acc: 93.8555, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4724 2022-05-11 16:18:25,681 - mmdet - INFO - Epoch [34][1550/3992] lr: 1.000e-06, eta: 3 days, 19:19:18, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0227, loss_cls: 0.1423, acc: 94.7461, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4117 2022-05-11 16:18:50,280 - mmdet - INFO - Epoch [34][1600/3992] lr: 1.000e-06, eta: 3 days, 19:18:53, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0287, loss_cls: 0.1688, acc: 93.5703, loss_bbox: 0.2815, loss_mask: 0.0000, loss: 0.4932 2022-05-11 16:19:15,950 - mmdet - INFO - Epoch [34][1650/3992] lr: 1.000e-06, eta: 3 days, 19:18:33, time: 0.513, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0297, loss_cls: 0.1807, acc: 93.2500, loss_bbox: 0.2907, loss_mask: 0.0000, loss: 0.5157 2022-05-11 16:19:40,204 - mmdet - INFO - Epoch [34][1700/3992] lr: 1.000e-06, eta: 3 days, 19:18:06, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0255, loss_cls: 0.1597, acc: 94.0195, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4614 2022-05-11 16:20:06,687 - mmdet - INFO - Epoch [34][1750/3992] lr: 1.000e-06, eta: 3 days, 19:17:50, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0228, loss_cls: 0.1508, acc: 94.5664, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4312 2022-05-11 16:20:33,180 - mmdet - INFO - Epoch [34][1800/3992] lr: 1.000e-06, eta: 3 days, 19:17:34, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0292, loss_cls: 0.1632, acc: 93.9297, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4780 2022-05-11 16:20:58,587 - mmdet - INFO - Epoch [34][1850/3992] lr: 1.000e-06, eta: 3 days, 19:17:13, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0286, loss_cls: 0.1723, acc: 93.5742, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.4938 2022-05-11 16:21:23,530 - mmdet - INFO - Epoch [34][1900/3992] lr: 1.000e-06, eta: 3 days, 19:16:49, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0288, loss_cls: 0.1610, acc: 94.1465, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4657 2022-05-11 16:21:48,219 - mmdet - INFO - Epoch [34][1950/3992] lr: 1.000e-06, eta: 3 days, 19:16:24, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0259, loss_cls: 0.1645, acc: 93.8887, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4666 2022-05-11 16:22:15,102 - mmdet - INFO - Epoch [34][2000/3992] lr: 1.000e-06, eta: 3 days, 19:16:11, time: 0.538, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0292, loss_cls: 0.1604, acc: 94.1777, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4548 2022-05-11 16:22:39,463 - mmdet - INFO - Epoch [34][2050/3992] lr: 1.000e-06, eta: 3 days, 19:15:44, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0284, loss_cls: 0.1659, acc: 94.0898, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4715 2022-05-11 16:23:03,896 - mmdet - INFO - Epoch [34][2100/3992] lr: 1.000e-06, eta: 3 days, 19:15:18, time: 0.489, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0276, loss_cls: 0.1580, acc: 94.3320, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4403 2022-05-11 16:23:29,823 - mmdet - INFO - Epoch [34][2150/3992] lr: 1.000e-06, eta: 3 days, 19:14:59, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0261, loss_cls: 0.1450, acc: 94.4941, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4200 2022-05-11 16:23:53,789 - mmdet - INFO - Epoch [34][2200/3992] lr: 1.000e-06, eta: 3 days, 19:14:31, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0288, loss_cls: 0.1585, acc: 93.9395, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4581 2022-05-11 16:24:18,020 - mmdet - INFO - Epoch [34][2250/3992] lr: 1.000e-06, eta: 3 days, 19:14:04, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0249, loss_cls: 0.1415, acc: 94.6699, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4211 2022-05-11 16:24:42,386 - mmdet - INFO - Epoch [34][2300/3992] lr: 1.000e-06, eta: 3 days, 19:13:37, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0308, loss_cls: 0.1700, acc: 93.8105, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4863 2022-05-11 16:25:08,180 - mmdet - INFO - Epoch [34][2350/3992] lr: 1.000e-06, eta: 3 days, 19:13:18, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0251, loss_cls: 0.1604, acc: 94.1426, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4467 2022-05-11 16:25:33,377 - mmdet - INFO - Epoch [34][2400/3992] lr: 1.000e-06, eta: 3 days, 19:12:55, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0242, loss_cls: 0.1520, acc: 94.4395, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4325 2022-05-11 16:25:58,656 - mmdet - INFO - Epoch [34][2450/3992] lr: 1.000e-06, eta: 3 days, 19:12:33, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0311, loss_cls: 0.1697, acc: 93.9102, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.4951 2022-05-11 16:26:23,616 - mmdet - INFO - Epoch [34][2500/3992] lr: 1.000e-06, eta: 3 days, 19:12:10, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0248, loss_cls: 0.1537, acc: 94.2168, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4425 2022-05-11 16:26:48,758 - mmdet - INFO - Epoch [34][2550/3992] lr: 1.000e-06, eta: 3 days, 19:11:47, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0278, loss_cls: 0.1864, acc: 93.3633, loss_bbox: 0.2884, loss_mask: 0.0000, loss: 0.5207 2022-05-11 16:27:13,976 - mmdet - INFO - Epoch [34][2600/3992] lr: 1.000e-06, eta: 3 days, 19:11:25, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0282, loss_cls: 0.1632, acc: 94.1641, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4730 2022-05-11 16:27:38,502 - mmdet - INFO - Epoch [34][2650/3992] lr: 1.000e-06, eta: 3 days, 19:10:59, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0289, loss_cls: 0.1669, acc: 94.0488, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4775 2022-05-11 16:28:04,284 - mmdet - INFO - Epoch [34][2700/3992] lr: 1.000e-06, eta: 3 days, 19:10:40, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0284, loss_cls: 0.1700, acc: 93.7227, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4850 2022-05-11 16:28:28,637 - mmdet - INFO - Epoch [34][2750/3992] lr: 1.000e-06, eta: 3 days, 19:10:13, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0265, loss_cls: 0.1598, acc: 94.3730, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4519 2022-05-11 16:28:53,670 - mmdet - INFO - Epoch [34][2800/3992] lr: 1.000e-06, eta: 3 days, 19:09:50, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0243, loss_cls: 0.1554, acc: 94.4062, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4250 2022-05-11 16:29:18,864 - mmdet - INFO - Epoch [34][2850/3992] lr: 1.000e-06, eta: 3 days, 19:09:28, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0308, loss_cls: 0.1642, acc: 94.1289, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4708 2022-05-11 16:29:43,680 - mmdet - INFO - Epoch [34][2900/3992] lr: 1.000e-06, eta: 3 days, 19:09:04, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0236, loss_cls: 0.1478, acc: 94.3926, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4351 2022-05-11 16:30:08,505 - mmdet - INFO - Epoch [34][2950/3992] lr: 1.000e-06, eta: 3 days, 19:08:39, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0254, loss_cls: 0.1535, acc: 94.3203, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4447 2022-05-11 16:30:34,303 - mmdet - INFO - Epoch [34][3000/3992] lr: 1.000e-06, eta: 3 days, 19:08:20, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0295, loss_cls: 0.1796, acc: 93.4141, loss_bbox: 0.2804, loss_mask: 0.0000, loss: 0.5107 2022-05-11 16:31:00,053 - mmdet - INFO - Epoch [34][3050/3992] lr: 1.000e-06, eta: 3 days, 19:08:00, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0224, loss_cls: 0.1446, acc: 94.6641, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4179 2022-05-11 16:31:25,487 - mmdet - INFO - Epoch [34][3100/3992] lr: 1.000e-06, eta: 3 days, 19:07:39, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0309, loss_cls: 0.1824, acc: 93.0801, loss_bbox: 0.2906, loss_mask: 0.0000, loss: 0.5210 2022-05-11 16:31:50,249 - mmdet - INFO - Epoch [34][3150/3992] lr: 1.000e-06, eta: 3 days, 19:07:15, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0265, loss_cls: 0.1565, acc: 94.4180, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4453 2022-05-11 16:32:15,806 - mmdet - INFO - Epoch [34][3200/3992] lr: 1.000e-06, eta: 3 days, 19:06:54, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0305, loss_cls: 0.1730, acc: 93.8613, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4807 2022-05-11 16:32:41,393 - mmdet - INFO - Epoch [34][3250/3992] lr: 1.000e-06, eta: 3 days, 19:06:34, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0293, loss_cls: 0.1445, acc: 94.9062, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4205 2022-05-11 16:33:07,021 - mmdet - INFO - Epoch [34][3300/3992] lr: 1.000e-06, eta: 3 days, 19:06:13, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0256, loss_cls: 0.1462, acc: 94.6074, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4256 2022-05-11 16:33:31,953 - mmdet - INFO - Epoch [34][3350/3992] lr: 1.000e-06, eta: 3 days, 19:05:50, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0234, loss_cls: 0.1613, acc: 94.3770, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4531 2022-05-11 16:33:58,252 - mmdet - INFO - Epoch [34][3400/3992] lr: 1.000e-06, eta: 3 days, 19:05:33, time: 0.526, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0287, loss_cls: 0.1675, acc: 93.7695, loss_bbox: 0.2767, loss_mask: 0.0000, loss: 0.4883 2022-05-11 16:34:23,657 - mmdet - INFO - Epoch [34][3450/3992] lr: 1.000e-06, eta: 3 days, 19:05:11, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0252, loss_cls: 0.1647, acc: 94.2344, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4533 2022-05-11 16:34:48,269 - mmdet - INFO - Epoch [34][3500/3992] lr: 1.000e-06, eta: 3 days, 19:04:46, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0276, loss_cls: 0.1537, acc: 94.2266, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4490 2022-05-11 16:35:13,675 - mmdet - INFO - Epoch [34][3550/3992] lr: 1.000e-06, eta: 3 days, 19:04:25, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0264, loss_cls: 0.1607, acc: 93.9199, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4642 2022-05-11 16:35:37,936 - mmdet - INFO - Epoch [34][3600/3992] lr: 1.000e-06, eta: 3 days, 19:03:58, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0310, loss_cls: 0.1703, acc: 93.9609, loss_bbox: 0.2594, loss_mask: 0.0000, loss: 0.4803 2022-05-11 16:36:02,564 - mmdet - INFO - Epoch [34][3650/3992] lr: 1.000e-06, eta: 3 days, 19:03:33, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0274, loss_cls: 0.1699, acc: 94.0000, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4816 2022-05-11 16:36:28,136 - mmdet - INFO - Epoch [34][3700/3992] lr: 1.000e-06, eta: 3 days, 19:03:12, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0235, loss_cls: 0.1692, acc: 93.8594, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4673 2022-05-11 16:36:53,095 - mmdet - INFO - Epoch [34][3750/3992] lr: 1.000e-06, eta: 3 days, 19:02:48, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0317, loss_cls: 0.1635, acc: 94.1523, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4678 2022-05-11 16:37:18,410 - mmdet - INFO - Epoch [34][3800/3992] lr: 1.000e-06, eta: 3 days, 19:02:27, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0300, loss_cls: 0.1624, acc: 94.1230, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4789 2022-05-11 16:37:43,682 - mmdet - INFO - Epoch [34][3850/3992] lr: 1.000e-06, eta: 3 days, 19:02:05, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0260, loss_cls: 0.1653, acc: 94.0527, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4599 2022-05-11 16:38:09,231 - mmdet - INFO - Epoch [34][3900/3992] lr: 1.000e-06, eta: 3 days, 19:01:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0244, loss_cls: 0.1407, acc: 94.8066, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4108 2022-05-11 16:38:34,327 - mmdet - INFO - Epoch [34][3950/3992] lr: 1.000e-06, eta: 3 days, 19:01:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0256, loss_cls: 0.1684, acc: 94.0879, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4762 2022-05-11 16:38:55,535 - mmdet - INFO - Saving checkpoint at 34 epochs 2022-05-11 16:44:41,766 - mmdet - INFO - Evaluating bbox... 2022-05-11 16:44:58,302 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.303 2022-05-11 16:44:58,306 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.258 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.348 | cabinet | 0.040 | drawer | 0.054 | | shelf | 0.106 | kitchen_counter | 0.155 | kitchen_cabinet | 0.183 | | cpu | 0.023 | bench | 0.145 | file_cabinet | 0.070 | | whiteboard | 0.140 | lamp | 0.174 | endtable | 0.142 | | bookshelf | 0.230 | coffee_table | 0.198 | dresser | 0.173 | | paper | 0.009 | printer | 0.221 | monitor | 0.233 | | back_pack | 0.071 | night_stand | 0.304 | door | 0.091 | | picture | 0.051 | ottoman | 0.197 | stool | 0.224 | | outlet | 0.000 | towel | 0.048 | tray | 0.022 | | bag | 0.017 | stove | 0.101 | bathtub | 0.431 | | scanner | 0.240 | cubby | 0.027 | mirror | 0.023 | | bottle | 0.003 | rack | 0.016 | cup | 0.059 | | thermos | 0.010 | island | 0.085 | counter | 0.025 | | bowl | 0.057 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.199 | | cart | 0.120 | tv_stand | 0.096 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.339 | | sofa | 0.415 | plant | 0.036 | bed | 0.604 | | dining_table | 0.005 | toilet | 0.543 | tv | 0.251 | | laptop | 0.107 | mouse | 0.040 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.025 | microwave | 0.236 | | oven | 0.021 | paper_towel_dispenser | 0.256 | sink | 0.155 | | fridge | 0.170 | book | 0.009 | clock | 0.097 | | vase | 0.051 | fire_extinguisher | 0.009 | blinds | 0.015 | | podium | 0.201 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:44:58,310 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.211 | table | 0.463 | desk | 0.210 | | sofa_chair | 0.677 | pillow | 0.145 | box | 0.051 | | garbage_bin | 0.609 | cabinet | 0.086 | drawer | 0.086 | | shelf | 0.211 | kitchen_counter | 0.271 | kitchen_cabinet | 0.296 | | cpu | 0.070 | bench | 0.283 | file_cabinet | 0.108 | | whiteboard | 0.228 | lamp | 0.380 | endtable | 0.266 | | bookshelf | 0.415 | coffee_table | 0.375 | dresser | 0.268 | | paper | 0.029 | printer | 0.390 | monitor | 0.537 | | back_pack | 0.152 | night_stand | 0.520 | door | 0.133 | | picture | 0.088 | ottoman | 0.289 | stool | 0.436 | | outlet | 0.000 | towel | 0.082 | tray | 0.053 | | bag | 0.023 | stove | 0.188 | bathtub | 0.665 | | scanner | 0.315 | cubby | 0.041 | mirror | 0.065 | | bottle | 0.005 | rack | 0.024 | cup | 0.163 | | thermos | 0.082 | island | 0.126 | counter | 0.033 | | bowl | 0.095 | plate | 0.003 | organizer | 0.007 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.304 | | cart | 0.200 | tv_stand | 0.186 | poster | 0.002 | | soap_dispenser | 0.027 | toy | nan | chair | 0.687 | | sofa | 0.613 | plant | 0.095 | bed | 0.880 | | dining_table | 0.010 | toilet | 0.887 | tv | 0.453 | | laptop | 0.240 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.225 | telephone | 0.061 | microwave | 0.456 | | oven | 0.045 | paper_towel_dispenser | 0.446 | sink | 0.454 | | fridge | 0.321 | book | 0.025 | clock | 0.159 | | vase | 0.102 | fire_extinguisher | 0.029 | blinds | 0.040 | | podium | 0.271 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:44:58,313 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.080 | table | 0.263 | desk | 0.082 | | sofa_chair | 0.559 | pillow | 0.029 | box | 0.018 | | garbage_bin | 0.375 | cabinet | 0.032 | drawer | 0.062 | | shelf | 0.102 | kitchen_counter | 0.152 | kitchen_cabinet | 0.203 | | cpu | 0.005 | bench | 0.106 | file_cabinet | 0.106 | | whiteboard | 0.147 | lamp | 0.142 | endtable | 0.118 | | bookshelf | 0.222 | coffee_table | 0.148 | dresser | 0.182 | | paper | 0.001 | printer | 0.209 | monitor | 0.153 | | back_pack | 0.050 | night_stand | 0.330 | door | 0.122 | | picture | 0.061 | ottoman | 0.252 | stool | 0.217 | | outlet | 0.000 | towel | 0.051 | tray | 0.021 | | bag | 0.022 | stove | 0.104 | bathtub | 0.486 | | scanner | 0.315 | cubby | 0.034 | mirror | 0.011 | | bottle | 0.004 | rack | 0.020 | cup | 0.035 | | thermos | 0.004 | island | 0.089 | counter | 0.027 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.171 | | cart | 0.132 | tv_stand | 0.058 | poster | 0.000 | | soap_dispenser | 0.027 | toy | nan | chair | 0.295 | | sofa | 0.471 | plant | 0.015 | bed | 0.700 | | dining_table | 0.001 | toilet | 0.580 | tv | 0.261 | | laptop | 0.092 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.009 | microwave | 0.173 | | oven | 0.017 | paper_towel_dispenser | 0.287 | sink | 0.069 | | fridge | 0.198 | book | 0.006 | clock | 0.133 | | vase | 0.020 | fire_extinguisher | 0.000 | blinds | 0.012 | | podium | 0.271 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:44:58,313 - mmdet - INFO - Evaluating segm... 2022-05-11 16:45:16,565 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 16:45:16,569 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:45:16,572 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:45:16,575 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 16:45:16,907 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 16:45:16,907 - mmdet - INFO - Epoch(val) [34][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.126 0.224 0.125 0.004 0.045 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 16:45:44,112 - mmdet - INFO - Epoch [35][50/3992] lr: 1.000e-06, eta: 3 days, 18:59:06, time: 0.544, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0286, loss_cls: 0.1717, acc: 93.6445, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.4929 2022-05-11 16:46:09,285 - mmdet - INFO - Epoch [35][100/3992] lr: 1.000e-06, eta: 3 days, 18:58:44, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0338, loss_cls: 0.1784, acc: 93.4277, loss_bbox: 0.2931, loss_mask: 0.0000, loss: 0.5231 2022-05-11 16:46:34,579 - mmdet - INFO - Epoch [35][150/3992] lr: 1.000e-06, eta: 3 days, 18:58:22, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0251, loss_cls: 0.1451, acc: 94.6992, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4165 2022-05-11 16:46:59,841 - mmdet - INFO - Epoch [35][200/3992] lr: 1.000e-06, eta: 3 days, 18:58:00, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0276, loss_cls: 0.1744, acc: 93.8027, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4956 2022-05-11 16:47:25,426 - mmdet - INFO - Epoch [35][250/3992] lr: 1.000e-06, eta: 3 days, 18:57:39, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0279, loss_cls: 0.1637, acc: 93.9102, loss_bbox: 0.2764, loss_mask: 0.0000, loss: 0.4813 2022-05-11 16:47:50,645 - mmdet - INFO - Epoch [35][300/3992] lr: 1.000e-06, eta: 3 days, 18:57:17, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0266, loss_cls: 0.1576, acc: 94.1270, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4524 2022-05-11 16:48:14,700 - mmdet - INFO - Epoch [35][350/3992] lr: 1.000e-06, eta: 3 days, 18:56:49, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0307, loss_cls: 0.1563, acc: 94.5195, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4534 2022-05-11 16:48:40,107 - mmdet - INFO - Epoch [35][400/3992] lr: 1.000e-06, eta: 3 days, 18:56:28, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0277, loss_cls: 0.1795, acc: 93.6660, loss_bbox: 0.2792, loss_mask: 0.0000, loss: 0.4982 2022-05-11 16:49:04,664 - mmdet - INFO - Epoch [35][450/3992] lr: 1.000e-06, eta: 3 days, 18:56:02, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0264, loss_cls: 0.1603, acc: 94.1406, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4642 2022-05-11 16:49:30,119 - mmdet - INFO - Epoch [35][500/3992] lr: 1.000e-06, eta: 3 days, 18:55:41, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0284, loss_cls: 0.1719, acc: 93.7656, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4803 2022-05-11 16:49:54,646 - mmdet - INFO - Epoch [35][550/3992] lr: 1.000e-06, eta: 3 days, 18:55:15, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0242, loss_cls: 0.1410, acc: 94.8008, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.4065 2022-05-11 16:50:20,283 - mmdet - INFO - Epoch [35][600/3992] lr: 1.000e-06, eta: 3 days, 18:54:55, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0293, loss_cls: 0.1748, acc: 93.7227, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4916 2022-05-11 16:50:46,407 - mmdet - INFO - Epoch [35][650/3992] lr: 1.000e-06, eta: 3 days, 18:54:37, time: 0.522, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0260, loss_cls: 0.1601, acc: 94.1777, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4529 2022-05-11 16:51:11,333 - mmdet - INFO - Epoch [35][700/3992] lr: 1.000e-06, eta: 3 days, 18:54:14, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0257, loss_cls: 0.1452, acc: 94.6426, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4244 2022-05-11 16:51:35,817 - mmdet - INFO - Epoch [35][750/3992] lr: 1.000e-06, eta: 3 days, 18:53:48, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0245, loss_cls: 0.1509, acc: 94.4570, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4237 2022-05-11 16:52:01,088 - mmdet - INFO - Epoch [35][800/3992] lr: 1.000e-06, eta: 3 days, 18:53:26, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0283, loss_cls: 0.1831, acc: 93.3730, loss_bbox: 0.2872, loss_mask: 0.0000, loss: 0.5209 2022-05-11 16:52:24,674 - mmdet - INFO - Epoch [35][850/3992] lr: 1.000e-06, eta: 3 days, 18:52:56, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0286, loss_cls: 0.1614, acc: 94.1328, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4728 2022-05-11 16:52:51,620 - mmdet - INFO - Epoch [35][900/3992] lr: 1.000e-06, eta: 3 days, 18:52:42, time: 0.539, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0302, loss_cls: 0.1650, acc: 93.8809, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4811 2022-05-11 16:53:15,958 - mmdet - INFO - Epoch [35][950/3992] lr: 1.000e-06, eta: 3 days, 18:52:15, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0280, loss_cls: 0.1642, acc: 93.8672, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.4751 2022-05-11 16:53:40,208 - mmdet - INFO - Epoch [35][1000/3992] lr: 1.000e-06, eta: 3 days, 18:51:48, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0276, loss_cls: 0.1570, acc: 94.0742, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4534 2022-05-11 16:54:05,710 - mmdet - INFO - Epoch [35][1050/3992] lr: 1.000e-06, eta: 3 days, 18:51:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0238, loss_cls: 0.1474, acc: 94.6191, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4322 2022-05-11 16:54:31,200 - mmdet - INFO - Epoch [35][1100/3992] lr: 1.000e-06, eta: 3 days, 18:51:06, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0268, loss_cls: 0.1591, acc: 94.0156, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4605 2022-05-11 16:54:55,570 - mmdet - INFO - Epoch [35][1150/3992] lr: 1.000e-06, eta: 3 days, 18:50:40, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0266, loss_cls: 0.1657, acc: 94.1992, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4595 2022-05-11 16:55:20,395 - mmdet - INFO - Epoch [35][1200/3992] lr: 1.000e-06, eta: 3 days, 18:50:16, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0273, loss_cls: 0.1720, acc: 93.4766, loss_bbox: 0.2882, loss_mask: 0.0000, loss: 0.5007 2022-05-11 16:55:46,174 - mmdet - INFO - Epoch [35][1250/3992] lr: 1.000e-06, eta: 3 days, 18:49:56, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0277, loss_cls: 0.1657, acc: 93.9551, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4638 2022-05-11 16:56:11,222 - mmdet - INFO - Epoch [35][1300/3992] lr: 1.000e-06, eta: 3 days, 18:49:33, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0281, loss_cls: 0.1688, acc: 93.8086, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4831 2022-05-11 16:56:36,369 - mmdet - INFO - Epoch [35][1350/3992] lr: 1.000e-06, eta: 3 days, 18:49:10, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0280, loss_cls: 0.1589, acc: 94.0352, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4626 2022-05-11 16:57:01,173 - mmdet - INFO - Epoch [35][1400/3992] lr: 1.000e-06, eta: 3 days, 18:48:46, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0243, loss_cls: 0.1384, acc: 94.9453, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4086 2022-05-11 16:57:26,956 - mmdet - INFO - Epoch [35][1450/3992] lr: 1.000e-06, eta: 3 days, 18:48:26, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0311, loss_cls: 0.1797, acc: 93.4121, loss_bbox: 0.2810, loss_mask: 0.0000, loss: 0.5084 2022-05-11 16:57:52,696 - mmdet - INFO - Epoch [35][1500/3992] lr: 1.000e-06, eta: 3 days, 18:48:06, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0289, loss_cls: 0.1579, acc: 94.1973, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4526 2022-05-11 16:58:18,172 - mmdet - INFO - Epoch [35][1550/3992] lr: 1.000e-06, eta: 3 days, 18:47:45, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0273, loss_cls: 0.1645, acc: 93.9590, loss_bbox: 0.2673, loss_mask: 0.0000, loss: 0.4745 2022-05-11 16:58:43,702 - mmdet - INFO - Epoch [35][1600/3992] lr: 1.000e-06, eta: 3 days, 18:47:24, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0255, loss_cls: 0.1702, acc: 93.6855, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4756 2022-05-11 16:59:08,955 - mmdet - INFO - Epoch [35][1650/3992] lr: 1.000e-06, eta: 3 days, 18:47:02, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0270, loss_cls: 0.1553, acc: 94.1367, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4497 2022-05-11 16:59:32,394 - mmdet - INFO - Epoch [35][1700/3992] lr: 1.000e-06, eta: 3 days, 18:46:31, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0286, loss_cls: 0.1636, acc: 94.0684, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4579 2022-05-11 16:59:57,424 - mmdet - INFO - Epoch [35][1750/3992] lr: 1.000e-06, eta: 3 days, 18:46:08, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0299, loss_cls: 0.1651, acc: 93.6934, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4775 2022-05-11 17:00:21,144 - mmdet - INFO - Epoch [35][1800/3992] lr: 1.000e-06, eta: 3 days, 18:45:39, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0289, loss_cls: 0.1681, acc: 93.7617, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.4895 2022-05-11 17:00:46,907 - mmdet - INFO - Epoch [35][1850/3992] lr: 1.000e-06, eta: 3 days, 18:45:19, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0263, loss_cls: 0.1549, acc: 94.4160, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4360 2022-05-11 17:01:11,756 - mmdet - INFO - Epoch [35][1900/3992] lr: 1.000e-06, eta: 3 days, 18:44:55, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0277, loss_cls: 0.1723, acc: 93.7441, loss_bbox: 0.2767, loss_mask: 0.0000, loss: 0.4906 2022-05-11 17:01:36,685 - mmdet - INFO - Epoch [35][1950/3992] lr: 1.000e-06, eta: 3 days, 18:44:31, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0297, loss_cls: 0.1512, acc: 94.4199, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4463 2022-05-11 17:02:01,873 - mmdet - INFO - Epoch [35][2000/3992] lr: 1.000e-06, eta: 3 days, 18:44:09, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0255, loss_cls: 0.1641, acc: 93.9316, loss_bbox: 0.2747, loss_mask: 0.0000, loss: 0.4805 2022-05-11 17:02:26,893 - mmdet - INFO - Epoch [35][2050/3992] lr: 1.000e-06, eta: 3 days, 18:43:45, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0287, loss_cls: 0.1724, acc: 93.6582, loss_bbox: 0.2854, loss_mask: 0.0000, loss: 0.5024 2022-05-11 17:02:51,889 - mmdet - INFO - Epoch [35][2100/3992] lr: 1.000e-06, eta: 3 days, 18:43:22, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0287, loss_cls: 0.1711, acc: 93.9512, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4745 2022-05-11 17:03:16,937 - mmdet - INFO - Epoch [35][2150/3992] lr: 1.000e-06, eta: 3 days, 18:42:59, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0269, loss_cls: 0.1621, acc: 94.0859, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4724 2022-05-11 17:03:42,700 - mmdet - INFO - Epoch [35][2200/3992] lr: 1.000e-06, eta: 3 days, 18:42:39, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0295, loss_cls: 0.1600, acc: 94.0918, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4673 2022-05-11 17:04:07,650 - mmdet - INFO - Epoch [35][2250/3992] lr: 1.000e-06, eta: 3 days, 18:42:15, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0232, loss_cls: 0.1301, acc: 95.2559, loss_bbox: 0.2116, loss_mask: 0.0000, loss: 0.3778 2022-05-11 17:04:32,237 - mmdet - INFO - Epoch [35][2300/3992] lr: 1.000e-06, eta: 3 days, 18:41:50, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0270, loss_cls: 0.1628, acc: 94.0723, loss_bbox: 0.2684, loss_mask: 0.0000, loss: 0.4723 2022-05-11 17:04:57,521 - mmdet - INFO - Epoch [35][2350/3992] lr: 1.000e-06, eta: 3 days, 18:41:28, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0292, loss_cls: 0.1740, acc: 93.6543, loss_bbox: 0.2854, loss_mask: 0.0000, loss: 0.5086 2022-05-11 17:05:22,986 - mmdet - INFO - Epoch [35][2400/3992] lr: 1.000e-06, eta: 3 days, 18:41:07, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0214, loss_cls: 0.1456, acc: 94.7812, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4146 2022-05-11 17:05:46,802 - mmdet - INFO - Epoch [35][2450/3992] lr: 1.000e-06, eta: 3 days, 18:40:38, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0239, loss_cls: 0.1566, acc: 94.0039, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4543 2022-05-11 17:06:12,320 - mmdet - INFO - Epoch [35][2500/3992] lr: 1.000e-06, eta: 3 days, 18:40:17, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0243, loss_cls: 0.1681, acc: 94.0977, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4583 2022-05-11 17:06:37,673 - mmdet - INFO - Epoch [35][2550/3992] lr: 1.000e-06, eta: 3 days, 18:39:55, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0237, loss_cls: 0.1452, acc: 94.6367, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4290 2022-05-11 17:07:03,568 - mmdet - INFO - Epoch [35][2600/3992] lr: 1.000e-06, eta: 3 days, 18:39:36, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0255, loss_cls: 0.1614, acc: 94.2188, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4482 2022-05-11 17:07:28,178 - mmdet - INFO - Epoch [35][2650/3992] lr: 1.000e-06, eta: 3 days, 18:39:11, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0313, loss_cls: 0.1835, acc: 93.1719, loss_bbox: 0.2877, loss_mask: 0.0000, loss: 0.5186 2022-05-11 17:07:52,446 - mmdet - INFO - Epoch [35][2700/3992] lr: 1.000e-06, eta: 3 days, 18:38:44, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0247, loss_cls: 0.1445, acc: 94.6836, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4249 2022-05-11 17:08:17,134 - mmdet - INFO - Epoch [35][2750/3992] lr: 1.000e-06, eta: 3 days, 18:38:19, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0340, loss_cls: 0.1685, acc: 93.7363, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.4958 2022-05-11 17:08:42,772 - mmdet - INFO - Epoch [35][2800/3992] lr: 1.000e-06, eta: 3 days, 18:37:59, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0254, loss_cls: 0.1478, acc: 94.5684, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4329 2022-05-11 17:09:07,764 - mmdet - INFO - Epoch [35][2850/3992] lr: 1.000e-06, eta: 3 days, 18:37:35, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0264, loss_cls: 0.1593, acc: 94.1172, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4445 2022-05-11 17:09:33,615 - mmdet - INFO - Epoch [35][2900/3992] lr: 1.000e-06, eta: 3 days, 18:37:16, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0272, loss_cls: 0.1665, acc: 93.7773, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.4865 2022-05-11 17:09:58,003 - mmdet - INFO - Epoch [35][2950/3992] lr: 1.000e-06, eta: 3 days, 18:36:50, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0246, loss_cls: 0.1420, acc: 94.9238, loss_bbox: 0.2200, loss_mask: 0.0000, loss: 0.4005 2022-05-11 17:10:22,650 - mmdet - INFO - Epoch [35][3000/3992] lr: 1.000e-06, eta: 3 days, 18:36:24, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0230, loss_cls: 0.1446, acc: 94.5176, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4301 2022-05-11 17:10:47,147 - mmdet - INFO - Epoch [35][3050/3992] lr: 1.000e-06, eta: 3 days, 18:35:59, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0272, loss_cls: 0.1652, acc: 94.0273, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4556 2022-05-11 17:11:11,987 - mmdet - INFO - Epoch [35][3100/3992] lr: 1.000e-06, eta: 3 days, 18:35:34, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0262, loss_cls: 0.1647, acc: 93.9824, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4712 2022-05-11 17:11:36,589 - mmdet - INFO - Epoch [35][3150/3992] lr: 1.000e-06, eta: 3 days, 18:35:09, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0231, loss_cls: 0.1409, acc: 94.7109, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.4031 2022-05-11 17:12:01,506 - mmdet - INFO - Epoch [35][3200/3992] lr: 1.000e-06, eta: 3 days, 18:34:45, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0255, loss_cls: 0.1495, acc: 94.6113, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4278 2022-05-11 17:12:26,413 - mmdet - INFO - Epoch [35][3250/3992] lr: 1.000e-06, eta: 3 days, 18:34:22, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0289, loss_cls: 0.1498, acc: 94.4961, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4449 2022-05-11 17:12:50,824 - mmdet - INFO - Epoch [35][3300/3992] lr: 1.000e-06, eta: 3 days, 18:33:55, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0251, loss_cls: 0.1494, acc: 94.4531, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4359 2022-05-11 17:13:17,382 - mmdet - INFO - Epoch [35][3350/3992] lr: 1.000e-06, eta: 3 days, 18:33:39, time: 0.531, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0290, loss_cls: 0.1685, acc: 93.6582, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4775 2022-05-11 17:13:42,642 - mmdet - INFO - Epoch [35][3400/3992] lr: 1.000e-06, eta: 3 days, 18:33:17, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0234, loss_cls: 0.1577, acc: 94.4160, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4280 2022-05-11 17:14:07,477 - mmdet - INFO - Epoch [35][3450/3992] lr: 1.000e-06, eta: 3 days, 18:32:53, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0308, loss_cls: 0.1707, acc: 93.8066, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.5024 2022-05-11 17:14:32,563 - mmdet - INFO - Epoch [35][3500/3992] lr: 1.000e-06, eta: 3 days, 18:32:30, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0268, loss_cls: 0.1569, acc: 94.3652, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4481 2022-05-11 17:14:57,352 - mmdet - INFO - Epoch [35][3550/3992] lr: 1.000e-06, eta: 3 days, 18:32:05, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0253, loss_cls: 0.1468, acc: 94.4160, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4348 2022-05-11 17:15:23,274 - mmdet - INFO - Epoch [35][3600/3992] lr: 1.000e-06, eta: 3 days, 18:31:46, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0260, loss_cls: 0.1623, acc: 94.0898, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4672 2022-05-11 17:15:48,277 - mmdet - INFO - Epoch [35][3650/3992] lr: 1.000e-06, eta: 3 days, 18:31:23, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0267, loss_cls: 0.1527, acc: 94.4785, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4351 2022-05-11 17:16:13,467 - mmdet - INFO - Epoch [35][3700/3992] lr: 1.000e-06, eta: 3 days, 18:31:00, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0287, loss_cls: 0.1683, acc: 93.8340, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4725 2022-05-11 17:16:38,547 - mmdet - INFO - Epoch [35][3750/3992] lr: 1.000e-06, eta: 3 days, 18:30:37, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0232, loss_cls: 0.1576, acc: 94.3164, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4499 2022-05-11 17:17:03,511 - mmdet - INFO - Epoch [35][3800/3992] lr: 1.000e-06, eta: 3 days, 18:30:14, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0264, loss_cls: 0.1482, acc: 94.5938, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4247 2022-05-11 17:17:29,005 - mmdet - INFO - Epoch [35][3850/3992] lr: 1.000e-06, eta: 3 days, 18:29:53, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0232, loss_cls: 0.1503, acc: 94.4453, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4299 2022-05-11 17:17:55,213 - mmdet - INFO - Epoch [35][3900/3992] lr: 1.000e-06, eta: 3 days, 18:29:35, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0261, loss_cls: 0.1604, acc: 94.2793, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4546 2022-05-11 17:18:20,069 - mmdet - INFO - Epoch [35][3950/3992] lr: 1.000e-06, eta: 3 days, 18:29:11, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0257, loss_cls: 0.1533, acc: 94.4453, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4390 2022-05-11 17:18:40,691 - mmdet - INFO - Saving checkpoint at 35 epochs 2022-05-11 17:24:24,131 - mmdet - INFO - Evaluating bbox... 2022-05-11 17:24:41,483 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-11 17:24:41,487 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.256 | desk | 0.097 | | sofa_chair | 0.481 | pillow | 0.055 | box | 0.022 | | garbage_bin | 0.349 | cabinet | 0.040 | drawer | 0.053 | | shelf | 0.103 | kitchen_counter | 0.154 | kitchen_cabinet | 0.188 | | cpu | 0.022 | bench | 0.150 | file_cabinet | 0.078 | | whiteboard | 0.141 | lamp | 0.172 | endtable | 0.144 | | bookshelf | 0.230 | coffee_table | 0.204 | dresser | 0.173 | | paper | 0.008 | printer | 0.232 | monitor | 0.227 | | back_pack | 0.069 | night_stand | 0.303 | door | 0.092 | | picture | 0.049 | ottoman | 0.199 | stool | 0.219 | | outlet | 0.000 | towel | 0.064 | tray | 0.022 | | bag | 0.018 | stove | 0.097 | bathtub | 0.435 | | scanner | 0.219 | cubby | 0.021 | mirror | 0.023 | | bottle | 0.004 | rack | 0.014 | cup | 0.064 | | thermos | 0.010 | island | 0.078 | counter | 0.020 | | bowl | 0.056 | plate | 0.000 | organizer | 0.002 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.215 | | cart | 0.130 | tv_stand | 0.101 | poster | 0.000 | | soap_dispenser | 0.013 | toy | nan | chair | 0.341 | | sofa | 0.412 | plant | 0.033 | bed | 0.600 | | dining_table | 0.004 | toilet | 0.539 | tv | 0.258 | | laptop | 0.111 | mouse | 0.040 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.026 | microwave | 0.247 | | oven | 0.018 | paper_towel_dispenser | 0.238 | sink | 0.155 | | fridge | 0.173 | book | 0.009 | clock | 0.082 | | vase | 0.040 | fire_extinguisher | 0.005 | blinds | 0.010 | | podium | 0.198 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:24:41,491 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.196 | table | 0.459 | desk | 0.210 | | sofa_chair | 0.677 | pillow | 0.144 | box | 0.052 | | garbage_bin | 0.615 | cabinet | 0.087 | drawer | 0.086 | | shelf | 0.210 | kitchen_counter | 0.274 | kitchen_cabinet | 0.297 | | cpu | 0.067 | bench | 0.288 | file_cabinet | 0.117 | | whiteboard | 0.228 | lamp | 0.382 | endtable | 0.266 | | bookshelf | 0.418 | coffee_table | 0.377 | dresser | 0.270 | | paper | 0.021 | printer | 0.404 | monitor | 0.529 | | back_pack | 0.157 | night_stand | 0.521 | door | 0.133 | | picture | 0.085 | ottoman | 0.286 | stool | 0.434 | | outlet | 0.000 | towel | 0.102 | tray | 0.053 | | bag | 0.024 | stove | 0.188 | bathtub | 0.663 | | scanner | 0.314 | cubby | 0.033 | mirror | 0.051 | | bottle | 0.006 | rack | 0.022 | cup | 0.160 | | thermos | 0.081 | island | 0.121 | counter | 0.027 | | bowl | 0.089 | plate | 0.002 | organizer | 0.008 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.308 | | cart | 0.201 | tv_stand | 0.187 | poster | 0.001 | | soap_dispenser | 0.018 | toy | nan | chair | 0.687 | | sofa | 0.609 | plant | 0.088 | bed | 0.879 | | dining_table | 0.008 | toilet | 0.854 | tv | 0.466 | | laptop | 0.234 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.230 | telephone | 0.062 | microwave | 0.459 | | oven | 0.042 | paper_towel_dispenser | 0.406 | sink | 0.449 | | fridge | 0.321 | book | 0.024 | clock | 0.138 | | vase | 0.086 | fire_extinguisher | 0.016 | blinds | 0.032 | | podium | 0.274 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:24:41,495 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.075 | table | 0.255 | desk | 0.084 | | sofa_chair | 0.550 | pillow | 0.029 | box | 0.018 | | garbage_bin | 0.377 | cabinet | 0.036 | drawer | 0.053 | | shelf | 0.094 | kitchen_counter | 0.151 | kitchen_cabinet | 0.212 | | cpu | 0.003 | bench | 0.110 | file_cabinet | 0.108 | | whiteboard | 0.144 | lamp | 0.138 | endtable | 0.136 | | bookshelf | 0.213 | coffee_table | 0.166 | dresser | 0.200 | | paper | 0.001 | printer | 0.207 | monitor | 0.145 | | back_pack | 0.045 | night_stand | 0.317 | door | 0.120 | | picture | 0.056 | ottoman | 0.252 | stool | 0.199 | | outlet | 0.000 | towel | 0.075 | tray | 0.021 | | bag | 0.023 | stove | 0.078 | bathtub | 0.482 | | scanner | 0.314 | cubby | 0.026 | mirror | 0.012 | | bottle | 0.005 | rack | 0.018 | cup | 0.037 | | thermos | 0.004 | island | 0.086 | counter | 0.020 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.308 | | cart | 0.137 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.302 | | sofa | 0.460 | plant | 0.022 | bed | 0.694 | | dining_table | 0.001 | toilet | 0.576 | tv | 0.271 | | laptop | 0.091 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.009 | microwave | 0.164 | | oven | 0.017 | paper_towel_dispenser | 0.274 | sink | 0.055 | | fridge | 0.141 | book | 0.005 | clock | 0.112 | | vase | 0.021 | fire_extinguisher | 0.000 | blinds | 0.003 | | podium | 0.274 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:24:41,495 - mmdet - INFO - Evaluating segm... 2022-05-11 17:25:00,593 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 17:25:00,597 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:25:00,600 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:25:00,603 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 17:25:00,924 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 17:25:00,924 - mmdet - INFO - Epoch(val) [35][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.222 0.125 0.004 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 17:25:27,402 - mmdet - INFO - Epoch [36][50/3992] lr: 1.000e-06, eta: 3 days, 18:26:56, time: 0.529, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0292, loss_cls: 0.1625, acc: 93.9395, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4706 2022-05-11 17:25:51,165 - mmdet - INFO - Epoch [36][100/3992] lr: 1.000e-06, eta: 3 days, 18:26:27, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0214, loss_cls: 0.1396, acc: 94.7676, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4054 2022-05-11 17:26:15,776 - mmdet - INFO - Epoch [36][150/3992] lr: 1.000e-06, eta: 3 days, 18:26:01, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0261, loss_cls: 0.1680, acc: 93.7148, loss_bbox: 0.2720, loss_mask: 0.0000, loss: 0.4817 2022-05-11 17:26:41,160 - mmdet - INFO - Epoch [36][200/3992] lr: 1.000e-06, eta: 3 days, 18:25:40, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0301, loss_cls: 0.1787, acc: 93.4180, loss_bbox: 0.2777, loss_mask: 0.0000, loss: 0.5017 2022-05-11 17:27:07,317 - mmdet - INFO - Epoch [36][250/3992] lr: 1.000e-06, eta: 3 days, 18:25:22, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0290, loss_cls: 0.1660, acc: 93.6934, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4800 2022-05-11 17:27:32,381 - mmdet - INFO - Epoch [36][300/3992] lr: 1.000e-06, eta: 3 days, 18:24:59, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0242, loss_cls: 0.1511, acc: 94.4824, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4346 2022-05-11 17:27:57,188 - mmdet - INFO - Epoch [36][350/3992] lr: 1.000e-06, eta: 3 days, 18:24:34, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0286, loss_cls: 0.1562, acc: 94.1680, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4637 2022-05-11 17:28:21,927 - mmdet - INFO - Epoch [36][400/3992] lr: 1.000e-06, eta: 3 days, 18:24:10, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0251, loss_cls: 0.1493, acc: 94.7480, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.4234 2022-05-11 17:28:47,519 - mmdet - INFO - Epoch [36][450/3992] lr: 1.000e-06, eta: 3 days, 18:23:49, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0248, loss_cls: 0.1521, acc: 94.4512, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4361 2022-05-11 17:29:12,309 - mmdet - INFO - Epoch [36][500/3992] lr: 1.000e-06, eta: 3 days, 18:23:25, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0225, loss_cls: 0.1412, acc: 94.5977, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4266 2022-05-11 17:29:37,270 - mmdet - INFO - Epoch [36][550/3992] lr: 1.000e-06, eta: 3 days, 18:23:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0270, loss_cls: 0.1676, acc: 93.7559, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4781 2022-05-11 17:30:01,930 - mmdet - INFO - Epoch [36][600/3992] lr: 1.000e-06, eta: 3 days, 18:22:36, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0241, loss_cls: 0.1423, acc: 94.6250, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4188 2022-05-11 17:30:26,883 - mmdet - INFO - Epoch [36][650/3992] lr: 1.000e-06, eta: 3 days, 18:22:12, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0265, loss_cls: 0.1608, acc: 94.2754, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4556 2022-05-11 17:30:51,837 - mmdet - INFO - Epoch [36][700/3992] lr: 1.000e-06, eta: 3 days, 18:21:49, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0270, loss_cls: 0.1705, acc: 93.8730, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4750 2022-05-11 17:31:18,128 - mmdet - INFO - Epoch [36][750/3992] lr: 1.000e-06, eta: 3 days, 18:21:31, time: 0.526, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0357, loss_cls: 0.1518, acc: 94.2676, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4667 2022-05-11 17:31:42,931 - mmdet - INFO - Epoch [36][800/3992] lr: 1.000e-06, eta: 3 days, 18:21:07, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0230, loss_cls: 0.1426, acc: 94.8516, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4178 2022-05-11 17:32:06,567 - mmdet - INFO - Epoch [36][850/3992] lr: 1.000e-06, eta: 3 days, 18:20:37, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0221, loss_cls: 0.1384, acc: 94.8301, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4140 2022-05-11 17:32:30,967 - mmdet - INFO - Epoch [36][900/3992] lr: 1.000e-06, eta: 3 days, 18:20:11, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0245, loss_cls: 0.1410, acc: 94.8438, loss_bbox: 0.2241, loss_mask: 0.0000, loss: 0.4013 2022-05-11 17:32:56,443 - mmdet - INFO - Epoch [36][950/3992] lr: 1.000e-06, eta: 3 days, 18:19:50, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0290, loss_cls: 0.1666, acc: 93.7988, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4754 2022-05-11 17:33:21,827 - mmdet - INFO - Epoch [36][1000/3992] lr: 1.000e-06, eta: 3 days, 18:19:28, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0280, loss_cls: 0.1594, acc: 93.9551, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4632 2022-05-11 17:33:46,316 - mmdet - INFO - Epoch [36][1050/3992] lr: 1.000e-06, eta: 3 days, 18:19:02, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0248, loss_cls: 0.1506, acc: 94.4219, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4372 2022-05-11 17:34:11,363 - mmdet - INFO - Epoch [36][1100/3992] lr: 1.000e-06, eta: 3 days, 18:18:39, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0258, loss_cls: 0.1647, acc: 94.0566, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4665 2022-05-11 17:34:35,908 - mmdet - INFO - Epoch [36][1150/3992] lr: 1.000e-06, eta: 3 days, 18:18:14, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0207, loss_cls: 0.1358, acc: 95.1504, loss_bbox: 0.2106, loss_mask: 0.0000, loss: 0.3786 2022-05-11 17:35:01,880 - mmdet - INFO - Epoch [36][1200/3992] lr: 1.000e-06, eta: 3 days, 18:17:55, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0289, loss_cls: 0.1635, acc: 93.9980, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.4776 2022-05-11 17:35:26,869 - mmdet - INFO - Epoch [36][1250/3992] lr: 1.000e-06, eta: 3 days, 18:17:31, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0256, loss_cls: 0.1547, acc: 94.3770, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4452 2022-05-11 17:35:52,567 - mmdet - INFO - Epoch [36][1300/3992] lr: 1.000e-06, eta: 3 days, 18:17:11, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0256, loss_cls: 0.1577, acc: 94.1738, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4572 2022-05-11 17:36:18,013 - mmdet - INFO - Epoch [36][1350/3992] lr: 1.000e-06, eta: 3 days, 18:16:50, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0233, loss_cls: 0.1621, acc: 93.7988, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4551 2022-05-11 17:36:42,641 - mmdet - INFO - Epoch [36][1400/3992] lr: 1.000e-06, eta: 3 days, 18:16:25, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0265, loss_cls: 0.1555, acc: 94.1035, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4494 2022-05-11 17:37:08,305 - mmdet - INFO - Epoch [36][1450/3992] lr: 1.000e-06, eta: 3 days, 18:16:04, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0258, loss_cls: 0.1635, acc: 94.2285, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4512 2022-05-11 17:37:32,652 - mmdet - INFO - Epoch [36][1500/3992] lr: 1.000e-06, eta: 3 days, 18:15:38, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0301, loss_cls: 0.1743, acc: 93.6641, loss_bbox: 0.2839, loss_mask: 0.0000, loss: 0.5111 2022-05-11 17:37:57,339 - mmdet - INFO - Epoch [36][1550/3992] lr: 1.000e-06, eta: 3 days, 18:15:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0257, loss_cls: 0.1489, acc: 94.6113, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4282 2022-05-11 17:38:22,326 - mmdet - INFO - Epoch [36][1600/3992] lr: 1.000e-06, eta: 3 days, 18:14:49, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0214, loss_cls: 0.1424, acc: 94.6113, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4114 2022-05-11 17:38:46,947 - mmdet - INFO - Epoch [36][1650/3992] lr: 1.000e-06, eta: 3 days, 18:14:24, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0229, loss_cls: 0.1520, acc: 94.3789, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4342 2022-05-11 17:39:11,754 - mmdet - INFO - Epoch [36][1700/3992] lr: 1.000e-06, eta: 3 days, 18:14:00, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0227, loss_cls: 0.1321, acc: 95.1797, loss_bbox: 0.2095, loss_mask: 0.0000, loss: 0.3763 2022-05-11 17:39:36,925 - mmdet - INFO - Epoch [36][1750/3992] lr: 1.000e-06, eta: 3 days, 18:13:37, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0261, loss_cls: 0.1505, acc: 94.3906, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4256 2022-05-11 17:40:01,858 - mmdet - INFO - Epoch [36][1800/3992] lr: 1.000e-06, eta: 3 days, 18:13:14, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0262, loss_cls: 0.1469, acc: 94.4492, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4335 2022-05-11 17:40:26,664 - mmdet - INFO - Epoch [36][1850/3992] lr: 1.000e-06, eta: 3 days, 18:12:49, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0272, loss_cls: 0.1683, acc: 93.9297, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4660 2022-05-11 17:40:51,963 - mmdet - INFO - Epoch [36][1900/3992] lr: 1.000e-06, eta: 3 days, 18:12:27, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0294, loss_cls: 0.1572, acc: 93.8652, loss_bbox: 0.2715, loss_mask: 0.0000, loss: 0.4734 2022-05-11 17:41:16,674 - mmdet - INFO - Epoch [36][1950/3992] lr: 1.000e-06, eta: 3 days, 18:12:02, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0306, loss_cls: 0.1734, acc: 93.8105, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4937 2022-05-11 17:41:42,044 - mmdet - INFO - Epoch [36][2000/3992] lr: 1.000e-06, eta: 3 days, 18:11:41, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0270, loss_cls: 0.1579, acc: 94.2012, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4510 2022-05-11 17:42:07,021 - mmdet - INFO - Epoch [36][2050/3992] lr: 1.000e-06, eta: 3 days, 18:11:17, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0273, loss_cls: 0.1722, acc: 93.6738, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4805 2022-05-11 17:42:32,838 - mmdet - INFO - Epoch [36][2100/3992] lr: 1.000e-06, eta: 3 days, 18:10:57, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0279, loss_cls: 0.1590, acc: 93.9980, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4663 2022-05-11 17:42:57,940 - mmdet - INFO - Epoch [36][2150/3992] lr: 1.000e-06, eta: 3 days, 18:10:35, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0273, loss_cls: 0.1663, acc: 93.7520, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4773 2022-05-11 17:43:23,001 - mmdet - INFO - Epoch [36][2200/3992] lr: 1.000e-06, eta: 3 days, 18:10:11, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0260, loss_cls: 0.1602, acc: 94.3555, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4535 2022-05-11 17:43:47,107 - mmdet - INFO - Epoch [36][2250/3992] lr: 1.000e-06, eta: 3 days, 18:09:44, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0235, loss_cls: 0.1595, acc: 94.2441, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4410 2022-05-11 17:44:12,184 - mmdet - INFO - Epoch [36][2300/3992] lr: 1.000e-06, eta: 3 days, 18:09:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0293, loss_cls: 0.1702, acc: 93.7344, loss_bbox: 0.2686, loss_mask: 0.0000, loss: 0.4834 2022-05-11 17:44:36,456 - mmdet - INFO - Epoch [36][2350/3992] lr: 1.000e-06, eta: 3 days, 18:08:54, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0272, loss_cls: 0.1657, acc: 93.8105, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4697 2022-05-11 17:45:01,552 - mmdet - INFO - Epoch [36][2400/3992] lr: 1.000e-06, eta: 3 days, 18:08:31, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0267, loss_cls: 0.1548, acc: 94.4727, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4520 2022-05-11 17:45:25,814 - mmdet - INFO - Epoch [36][2450/3992] lr: 1.000e-06, eta: 3 days, 18:08:04, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0304, loss_cls: 0.1757, acc: 93.6309, loss_bbox: 0.2860, loss_mask: 0.0000, loss: 0.5089 2022-05-11 17:45:51,142 - mmdet - INFO - Epoch [36][2500/3992] lr: 1.000e-06, eta: 3 days, 18:07:42, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0255, loss_cls: 0.1378, acc: 94.7383, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4074 2022-05-11 17:46:16,323 - mmdet - INFO - Epoch [36][2550/3992] lr: 1.000e-06, eta: 3 days, 18:07:19, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0262, loss_cls: 0.1530, acc: 94.3457, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4461 2022-05-11 17:46:41,688 - mmdet - INFO - Epoch [36][2600/3992] lr: 1.000e-06, eta: 3 days, 18:06:58, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0337, loss_cls: 0.1829, acc: 93.7793, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.5097 2022-05-11 17:47:07,053 - mmdet - INFO - Epoch [36][2650/3992] lr: 1.000e-06, eta: 3 days, 18:06:36, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0259, loss_cls: 0.1627, acc: 94.0215, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4796 2022-05-11 17:47:32,794 - mmdet - INFO - Epoch [36][2700/3992] lr: 1.000e-06, eta: 3 days, 18:06:16, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0318, loss_cls: 0.1763, acc: 93.4668, loss_bbox: 0.2904, loss_mask: 0.0000, loss: 0.5170 2022-05-11 17:47:57,860 - mmdet - INFO - Epoch [36][2750/3992] lr: 1.000e-06, eta: 3 days, 18:05:53, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1467, acc: 94.4863, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4332 2022-05-11 17:48:23,464 - mmdet - INFO - Epoch [36][2800/3992] lr: 1.000e-06, eta: 3 days, 18:05:32, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0290, loss_cls: 0.1633, acc: 94.1406, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4685 2022-05-11 17:48:49,488 - mmdet - INFO - Epoch [36][2850/3992] lr: 1.000e-06, eta: 3 days, 18:05:13, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0266, loss_cls: 0.1599, acc: 94.0723, loss_bbox: 0.2659, loss_mask: 0.0000, loss: 0.4644 2022-05-11 17:49:14,927 - mmdet - INFO - Epoch [36][2900/3992] lr: 1.000e-06, eta: 3 days, 18:04:52, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0250, loss_cls: 0.1400, acc: 94.8027, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4190 2022-05-11 17:49:39,566 - mmdet - INFO - Epoch [36][2950/3992] lr: 1.000e-06, eta: 3 days, 18:04:27, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0250, loss_cls: 0.1646, acc: 94.1367, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4585 2022-05-11 17:50:05,409 - mmdet - INFO - Epoch [36][3000/3992] lr: 1.000e-06, eta: 3 days, 18:04:07, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0255, loss_cls: 0.1591, acc: 94.1816, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4559 2022-05-11 17:50:30,589 - mmdet - INFO - Epoch [36][3050/3992] lr: 1.000e-06, eta: 3 days, 18:03:44, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0268, loss_cls: 0.1706, acc: 93.5059, loss_bbox: 0.2742, loss_mask: 0.0000, loss: 0.4860 2022-05-11 17:50:54,900 - mmdet - INFO - Epoch [36][3100/3992] lr: 1.000e-06, eta: 3 days, 18:03:18, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0240, loss_cls: 0.1528, acc: 94.5684, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4319 2022-05-11 17:51:20,371 - mmdet - INFO - Epoch [36][3150/3992] lr: 1.000e-06, eta: 3 days, 18:02:57, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0293, loss_cls: 0.1626, acc: 94.1172, loss_bbox: 0.2712, loss_mask: 0.0000, loss: 0.4827 2022-05-11 17:51:44,459 - mmdet - INFO - Epoch [36][3200/3992] lr: 1.000e-06, eta: 3 days, 18:02:29, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0264, loss_cls: 0.1611, acc: 94.1523, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4650 2022-05-11 17:52:09,400 - mmdet - INFO - Epoch [36][3250/3992] lr: 1.000e-06, eta: 3 days, 18:02:05, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0284, loss_cls: 0.1511, acc: 94.3652, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4514 2022-05-11 17:52:34,722 - mmdet - INFO - Epoch [36][3300/3992] lr: 1.000e-06, eta: 3 days, 18:01:43, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0307, loss_cls: 0.1878, acc: 93.2168, loss_bbox: 0.2991, loss_mask: 0.0000, loss: 0.5352 2022-05-11 17:52:58,391 - mmdet - INFO - Epoch [36][3350/3992] lr: 1.000e-06, eta: 3 days, 18:01:14, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0257, loss_cls: 0.1607, acc: 94.1562, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4565 2022-05-11 17:53:23,172 - mmdet - INFO - Epoch [36][3400/3992] lr: 1.000e-06, eta: 3 days, 18:00:49, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0270, loss_cls: 0.1728, acc: 93.4648, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.4945 2022-05-11 17:53:47,943 - mmdet - INFO - Epoch [36][3450/3992] lr: 1.000e-06, eta: 3 days, 18:00:25, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0251, loss_cls: 0.1452, acc: 94.4824, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4197 2022-05-11 17:54:12,828 - mmdet - INFO - Epoch [36][3500/3992] lr: 1.000e-06, eta: 3 days, 18:00:01, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0301, loss_cls: 0.1623, acc: 94.0664, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4614 2022-05-11 17:54:37,601 - mmdet - INFO - Epoch [36][3550/3992] lr: 1.000e-06, eta: 3 days, 17:59:36, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0264, loss_cls: 0.1556, acc: 94.5000, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4432 2022-05-11 17:55:01,757 - mmdet - INFO - Epoch [36][3600/3992] lr: 1.000e-06, eta: 3 days, 17:59:09, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0228, loss_cls: 0.1405, acc: 94.9062, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.4018 2022-05-11 17:55:26,672 - mmdet - INFO - Epoch [36][3650/3992] lr: 1.000e-06, eta: 3 days, 17:58:45, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0284, loss_cls: 0.1516, acc: 94.2441, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4437 2022-05-11 17:55:52,111 - mmdet - INFO - Epoch [36][3700/3992] lr: 1.000e-06, eta: 3 days, 17:58:23, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0270, loss_cls: 0.1614, acc: 94.0117, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4674 2022-05-11 17:56:16,682 - mmdet - INFO - Epoch [36][3750/3992] lr: 1.000e-06, eta: 3 days, 17:57:58, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0258, loss_cls: 0.1492, acc: 94.5879, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4295 2022-05-11 17:56:41,561 - mmdet - INFO - Epoch [36][3800/3992] lr: 1.000e-06, eta: 3 days, 17:57:34, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0249, loss_cls: 0.1677, acc: 94.0625, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4799 2022-05-11 17:57:07,130 - mmdet - INFO - Epoch [36][3850/3992] lr: 1.000e-06, eta: 3 days, 17:57:13, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0284, loss_cls: 0.1755, acc: 93.7832, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4969 2022-05-11 17:57:32,321 - mmdet - INFO - Epoch [36][3900/3992] lr: 1.000e-06, eta: 3 days, 17:56:50, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0291, loss_cls: 0.1705, acc: 93.9805, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4734 2022-05-11 17:57:57,964 - mmdet - INFO - Epoch [36][3950/3992] lr: 1.000e-06, eta: 3 days, 17:56:30, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0275, loss_cls: 0.1724, acc: 93.7500, loss_bbox: 0.2842, loss_mask: 0.0000, loss: 0.5037 2022-05-11 17:58:18,456 - mmdet - INFO - Saving checkpoint at 36 epochs 2022-05-11 18:04:03,597 - mmdet - INFO - Evaluating bbox... 2022-05-11 18:04:20,554 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.258 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.112 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-11 18:04:20,557 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.100 | table | 0.258 | desk | 0.097 | | sofa_chair | 0.482 | pillow | 0.058 | box | 0.023 | | garbage_bin | 0.355 | cabinet | 0.042 | drawer | 0.056 | | shelf | 0.099 | kitchen_counter | 0.155 | kitchen_cabinet | 0.192 | | cpu | 0.021 | bench | 0.150 | file_cabinet | 0.072 | | whiteboard | 0.143 | lamp | 0.173 | endtable | 0.145 | | bookshelf | 0.232 | coffee_table | 0.204 | dresser | 0.174 | | paper | 0.008 | printer | 0.221 | monitor | 0.224 | | back_pack | 0.075 | night_stand | 0.304 | door | 0.093 | | picture | 0.049 | ottoman | 0.202 | stool | 0.225 | | outlet | 0.000 | towel | 0.060 | tray | 0.019 | | bag | 0.017 | stove | 0.097 | bathtub | 0.418 | | scanner | 0.222 | cubby | 0.019 | mirror | 0.022 | | bottle | 0.004 | rack | 0.014 | cup | 0.064 | | thermos | 0.010 | island | 0.073 | counter | 0.021 | | bowl | 0.056 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.214 | | cart | 0.127 | tv_stand | 0.116 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.340 | | sofa | 0.415 | plant | 0.035 | bed | 0.601 | | dining_table | 0.008 | toilet | 0.537 | tv | 0.255 | | laptop | 0.114 | mouse | 0.039 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.022 | microwave | 0.247 | | oven | 0.019 | paper_towel_dispenser | 0.285 | sink | 0.160 | | fridge | 0.168 | book | 0.009 | clock | 0.086 | | vase | 0.047 | fire_extinguisher | 0.005 | blinds | 0.015 | | podium | 0.208 | others | 0.043 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:20,560 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.195 | table | 0.460 | desk | 0.207 | | sofa_chair | 0.675 | pillow | 0.149 | box | 0.053 | | garbage_bin | 0.616 | cabinet | 0.087 | drawer | 0.088 | | shelf | 0.206 | kitchen_counter | 0.266 | kitchen_cabinet | 0.322 | | cpu | 0.067 | bench | 0.282 | file_cabinet | 0.107 | | whiteboard | 0.227 | lamp | 0.383 | endtable | 0.269 | | bookshelf | 0.414 | coffee_table | 0.375 | dresser | 0.272 | | paper | 0.023 | printer | 0.384 | monitor | 0.532 | | back_pack | 0.173 | night_stand | 0.527 | door | 0.133 | | picture | 0.085 | ottoman | 0.293 | stool | 0.439 | | outlet | 0.000 | towel | 0.095 | tray | 0.042 | | bag | 0.023 | stove | 0.190 | bathtub | 0.683 | | scanner | 0.313 | cubby | 0.028 | mirror | 0.048 | | bottle | 0.007 | rack | 0.021 | cup | 0.154 | | thermos | 0.081 | island | 0.111 | counter | 0.029 | | bowl | 0.089 | plate | 0.000 | organizer | 0.003 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.315 | | cart | 0.204 | tv_stand | 0.255 | poster | 0.002 | | soap_dispenser | 0.024 | toy | nan | chair | 0.686 | | sofa | 0.619 | plant | 0.089 | bed | 0.881 | | dining_table | 0.014 | toilet | 0.852 | tv | 0.462 | | laptop | 0.244 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.233 | telephone | 0.059 | microwave | 0.460 | | oven | 0.037 | paper_towel_dispenser | 0.446 | sink | 0.448 | | fridge | 0.309 | book | 0.023 | clock | 0.143 | | vase | 0.090 | fire_extinguisher | 0.016 | blinds | 0.041 | | podium | 0.278 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:20,563 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.078 | table | 0.255 | desk | 0.081 | | sofa_chair | 0.562 | pillow | 0.033 | box | 0.018 | | garbage_bin | 0.382 | cabinet | 0.038 | drawer | 0.059 | | shelf | 0.084 | kitchen_counter | 0.153 | kitchen_cabinet | 0.219 | | cpu | 0.005 | bench | 0.128 | file_cabinet | 0.105 | | whiteboard | 0.150 | lamp | 0.134 | endtable | 0.135 | | bookshelf | 0.231 | coffee_table | 0.163 | dresser | 0.199 | | paper | 0.002 | printer | 0.204 | monitor | 0.148 | | back_pack | 0.048 | night_stand | 0.325 | door | 0.124 | | picture | 0.057 | ottoman | 0.237 | stool | 0.221 | | outlet | 0.000 | towel | 0.062 | tray | 0.022 | | bag | 0.021 | stove | 0.079 | bathtub | 0.410 | | scanner | 0.313 | cubby | 0.023 | mirror | 0.010 | | bottle | 0.005 | rack | 0.017 | cup | 0.034 | | thermos | 0.004 | island | 0.084 | counter | 0.021 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.293 | | cart | 0.109 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.024 | toy | nan | chair | 0.301 | | sofa | 0.467 | plant | 0.027 | bed | 0.694 | | dining_table | 0.010 | toilet | 0.574 | tv | 0.265 | | laptop | 0.095 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.008 | microwave | 0.176 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.070 | | fridge | 0.144 | book | 0.006 | clock | 0.113 | | vase | 0.022 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.278 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:20,564 - mmdet - INFO - Evaluating segm... 2022-05-11 18:04:39,408 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 18:04:39,412 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:39,416 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:39,419 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:04:39,738 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 18:04:39,739 - mmdet - INFO - Epoch(val) [36][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.224 0.125 0.004 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 18:05:06,666 - mmdet - INFO - Epoch [37][50/3992] lr: 1.000e-06, eta: 3 days, 17:54:20, time: 0.538, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0251, loss_cls: 0.1480, acc: 94.5898, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4327 2022-05-11 18:05:30,855 - mmdet - INFO - Epoch [37][100/3992] lr: 1.000e-06, eta: 3 days, 17:53:53, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0259, loss_cls: 0.1500, acc: 94.4492, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4482 2022-05-11 18:05:55,845 - mmdet - INFO - Epoch [37][150/3992] lr: 1.000e-06, eta: 3 days, 17:53:29, time: 0.500, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0211, loss_cls: 0.1409, acc: 94.8242, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4089 2022-05-11 18:06:21,341 - mmdet - INFO - Epoch [37][200/3992] lr: 1.000e-06, eta: 3 days, 17:53:08, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0248, loss_cls: 0.1490, acc: 94.1562, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4383 2022-05-11 18:06:45,847 - mmdet - INFO - Epoch [37][250/3992] lr: 1.000e-06, eta: 3 days, 17:52:42, time: 0.490, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0250, loss_cls: 0.1493, acc: 94.7578, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4342 2022-05-11 18:07:11,816 - mmdet - INFO - Epoch [37][300/3992] lr: 1.000e-06, eta: 3 days, 17:52:23, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0271, loss_cls: 0.1522, acc: 94.5879, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4268 2022-05-11 18:07:37,533 - mmdet - INFO - Epoch [37][350/3992] lr: 1.000e-06, eta: 3 days, 17:52:03, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0250, loss_cls: 0.1616, acc: 94.0039, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4456 2022-05-11 18:08:03,250 - mmdet - INFO - Epoch [37][400/3992] lr: 1.000e-06, eta: 3 days, 17:51:43, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0251, loss_cls: 0.1389, acc: 94.7168, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4141 2022-05-11 18:08:28,604 - mmdet - INFO - Epoch [37][450/3992] lr: 1.000e-06, eta: 3 days, 17:51:21, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0249, loss_cls: 0.1451, acc: 94.4434, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.4109 2022-05-11 18:08:55,328 - mmdet - INFO - Epoch [37][500/3992] lr: 1.000e-06, eta: 3 days, 17:51:05, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0310, loss_cls: 0.1747, acc: 93.7227, loss_bbox: 0.2846, loss_mask: 0.0000, loss: 0.5086 2022-05-11 18:09:20,866 - mmdet - INFO - Epoch [37][550/3992] lr: 1.000e-06, eta: 3 days, 17:50:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0257, loss_cls: 0.1571, acc: 94.1621, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4545 2022-05-11 18:09:45,691 - mmdet - INFO - Epoch [37][600/3992] lr: 1.000e-06, eta: 3 days, 17:50:20, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0270, loss_cls: 0.1621, acc: 94.1777, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4541 2022-05-11 18:10:10,481 - mmdet - INFO - Epoch [37][650/3992] lr: 1.000e-06, eta: 3 days, 17:49:56, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0259, loss_cls: 0.1654, acc: 94.0000, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4648 2022-05-11 18:10:35,515 - mmdet - INFO - Epoch [37][700/3992] lr: 1.000e-06, eta: 3 days, 17:49:32, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0234, loss_cls: 0.1460, acc: 94.5547, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4121 2022-05-11 18:10:59,565 - mmdet - INFO - Epoch [37][750/3992] lr: 1.000e-06, eta: 3 days, 17:49:04, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0247, loss_cls: 0.1673, acc: 93.8574, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4713 2022-05-11 18:11:26,607 - mmdet - INFO - Epoch [37][800/3992] lr: 1.000e-06, eta: 3 days, 17:48:50, time: 0.541, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0323, loss_cls: 0.1864, acc: 93.2363, loss_bbox: 0.2896, loss_mask: 0.0000, loss: 0.5280 2022-05-11 18:11:52,850 - mmdet - INFO - Epoch [37][850/3992] lr: 1.000e-06, eta: 3 days, 17:48:32, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0295, loss_cls: 0.1730, acc: 93.5586, loss_bbox: 0.2754, loss_mask: 0.0000, loss: 0.4960 2022-05-11 18:12:17,812 - mmdet - INFO - Epoch [37][900/3992] lr: 1.000e-06, eta: 3 days, 17:48:09, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0285, loss_cls: 0.1584, acc: 93.9062, loss_bbox: 0.2816, loss_mask: 0.0000, loss: 0.4818 2022-05-11 18:12:43,167 - mmdet - INFO - Epoch [37][950/3992] lr: 1.000e-06, eta: 3 days, 17:47:47, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0338, loss_cls: 0.1728, acc: 93.5430, loss_bbox: 0.2883, loss_mask: 0.0000, loss: 0.5146 2022-05-11 18:13:08,189 - mmdet - INFO - Epoch [37][1000/3992] lr: 1.000e-06, eta: 3 days, 17:47:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0261, loss_cls: 0.1723, acc: 93.7246, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4753 2022-05-11 18:13:32,681 - mmdet - INFO - Epoch [37][1050/3992] lr: 1.000e-06, eta: 3 days, 17:46:58, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0260, loss_cls: 0.1698, acc: 94.0195, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4567 2022-05-11 18:13:58,544 - mmdet - INFO - Epoch [37][1100/3992] lr: 1.000e-06, eta: 3 days, 17:46:38, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0302, loss_cls: 0.1596, acc: 94.0977, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4825 2022-05-11 18:14:23,790 - mmdet - INFO - Epoch [37][1150/3992] lr: 1.000e-06, eta: 3 days, 17:46:16, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0337, loss_cls: 0.1746, acc: 93.5000, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4987 2022-05-11 18:14:47,421 - mmdet - INFO - Epoch [37][1200/3992] lr: 1.000e-06, eta: 3 days, 17:45:46, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0240, loss_cls: 0.1368, acc: 94.9043, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4132 2022-05-11 18:15:12,115 - mmdet - INFO - Epoch [37][1250/3992] lr: 1.000e-06, eta: 3 days, 17:45:21, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0285, loss_cls: 0.1629, acc: 93.9629, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4698 2022-05-11 18:15:37,632 - mmdet - INFO - Epoch [37][1300/3992] lr: 1.000e-06, eta: 3 days, 17:45:00, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0342, loss_cls: 0.1841, acc: 93.2051, loss_bbox: 0.2944, loss_mask: 0.0000, loss: 0.5305 2022-05-11 18:16:02,541 - mmdet - INFO - Epoch [37][1350/3992] lr: 1.000e-06, eta: 3 days, 17:44:36, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0251, loss_cls: 0.1368, acc: 94.7891, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.3949 2022-05-11 18:16:27,567 - mmdet - INFO - Epoch [37][1400/3992] lr: 1.000e-06, eta: 3 days, 17:44:13, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0247, loss_cls: 0.1503, acc: 94.5508, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4203 2022-05-11 18:16:52,439 - mmdet - INFO - Epoch [37][1450/3992] lr: 1.000e-06, eta: 3 days, 17:43:49, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0259, loss_cls: 0.1660, acc: 93.8125, loss_bbox: 0.2730, loss_mask: 0.0000, loss: 0.4803 2022-05-11 18:17:17,251 - mmdet - INFO - Epoch [37][1500/3992] lr: 1.000e-06, eta: 3 days, 17:43:24, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0272, loss_cls: 0.1813, acc: 93.4863, loss_bbox: 0.2864, loss_mask: 0.0000, loss: 0.5150 2022-05-11 18:17:41,739 - mmdet - INFO - Epoch [37][1550/3992] lr: 1.000e-06, eta: 3 days, 17:42:59, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0265, loss_cls: 0.1539, acc: 94.1270, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4556 2022-05-11 18:18:07,480 - mmdet - INFO - Epoch [37][1600/3992] lr: 1.000e-06, eta: 3 days, 17:42:38, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0241, loss_cls: 0.1427, acc: 94.6543, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4114 2022-05-11 18:18:33,014 - mmdet - INFO - Epoch [37][1650/3992] lr: 1.000e-06, eta: 3 days, 17:42:17, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0252, loss_cls: 0.1431, acc: 94.5508, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4202 2022-05-11 18:18:59,222 - mmdet - INFO - Epoch [37][1700/3992] lr: 1.000e-06, eta: 3 days, 17:41:59, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0321, loss_cls: 0.1815, acc: 93.2715, loss_bbox: 0.2868, loss_mask: 0.0000, loss: 0.5178 2022-05-11 18:19:25,122 - mmdet - INFO - Epoch [37][1750/3992] lr: 1.000e-06, eta: 3 days, 17:41:40, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0285, loss_cls: 0.1657, acc: 93.7266, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4774 2022-05-11 18:19:50,845 - mmdet - INFO - Epoch [37][1800/3992] lr: 1.000e-06, eta: 3 days, 17:41:20, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0303, loss_cls: 0.1816, acc: 93.5449, loss_bbox: 0.2781, loss_mask: 0.0000, loss: 0.5075 2022-05-11 18:20:15,765 - mmdet - INFO - Epoch [37][1850/3992] lr: 1.000e-06, eta: 3 days, 17:40:56, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0236, loss_cls: 0.1452, acc: 94.5684, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4250 2022-05-11 18:20:40,583 - mmdet - INFO - Epoch [37][1900/3992] lr: 1.000e-06, eta: 3 days, 17:40:31, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0285, loss_cls: 0.1734, acc: 93.9492, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4786 2022-05-11 18:21:06,779 - mmdet - INFO - Epoch [37][1950/3992] lr: 1.000e-06, eta: 3 days, 17:40:13, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0273, loss_cls: 0.1576, acc: 93.9785, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4624 2022-05-11 18:21:31,490 - mmdet - INFO - Epoch [37][2000/3992] lr: 1.000e-06, eta: 3 days, 17:39:48, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0233, loss_cls: 0.1381, acc: 95.0098, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4042 2022-05-11 18:21:56,212 - mmdet - INFO - Epoch [37][2050/3992] lr: 1.000e-06, eta: 3 days, 17:39:24, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0302, loss_cls: 0.1683, acc: 93.7051, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.4982 2022-05-11 18:22:21,729 - mmdet - INFO - Epoch [37][2100/3992] lr: 1.000e-06, eta: 3 days, 17:39:02, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0281, loss_cls: 0.1573, acc: 94.2305, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4577 2022-05-11 18:22:48,014 - mmdet - INFO - Epoch [37][2150/3992] lr: 1.000e-06, eta: 3 days, 17:38:45, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0311, loss_cls: 0.1635, acc: 93.8027, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.4831 2022-05-11 18:23:12,669 - mmdet - INFO - Epoch [37][2200/3992] lr: 1.000e-06, eta: 3 days, 17:38:20, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0311, loss_cls: 0.1615, acc: 94.1719, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4690 2022-05-11 18:23:37,453 - mmdet - INFO - Epoch [37][2250/3992] lr: 1.000e-06, eta: 3 days, 17:37:55, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0257, loss_cls: 0.1601, acc: 94.1309, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4500 2022-05-11 18:24:02,871 - mmdet - INFO - Epoch [37][2300/3992] lr: 1.000e-06, eta: 3 days, 17:37:34, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0272, loss_cls: 0.1659, acc: 94.1016, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4699 2022-05-11 18:24:28,364 - mmdet - INFO - Epoch [37][2350/3992] lr: 1.000e-06, eta: 3 days, 17:37:12, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0338, loss_cls: 0.1932, acc: 92.9746, loss_bbox: 0.2977, loss_mask: 0.0000, loss: 0.5460 2022-05-11 18:24:54,342 - mmdet - INFO - Epoch [37][2400/3992] lr: 1.000e-06, eta: 3 days, 17:36:53, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0256, loss_cls: 0.1457, acc: 94.6230, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4271 2022-05-11 18:25:19,725 - mmdet - INFO - Epoch [37][2450/3992] lr: 1.000e-06, eta: 3 days, 17:36:31, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0250, loss_cls: 0.1464, acc: 94.3828, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4400 2022-05-11 18:25:45,801 - mmdet - INFO - Epoch [37][2500/3992] lr: 1.000e-06, eta: 3 days, 17:36:13, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0270, loss_cls: 0.1627, acc: 93.8633, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4653 2022-05-11 18:26:10,760 - mmdet - INFO - Epoch [37][2550/3992] lr: 1.000e-06, eta: 3 days, 17:35:49, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0236, loss_cls: 0.1398, acc: 94.7871, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3994 2022-05-11 18:26:36,486 - mmdet - INFO - Epoch [37][2600/3992] lr: 1.000e-06, eta: 3 days, 17:35:29, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0299, loss_cls: 0.1494, acc: 94.3535, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4548 2022-05-11 18:27:01,379 - mmdet - INFO - Epoch [37][2650/3992] lr: 1.000e-06, eta: 3 days, 17:35:05, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0265, loss_cls: 0.1666, acc: 93.7832, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.4855 2022-05-11 18:27:25,807 - mmdet - INFO - Epoch [37][2700/3992] lr: 1.000e-06, eta: 3 days, 17:34:38, time: 0.489, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0228, loss_cls: 0.1342, acc: 95.0703, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3993 2022-05-11 18:27:51,127 - mmdet - INFO - Epoch [37][2750/3992] lr: 1.000e-06, eta: 3 days, 17:34:16, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0296, loss_cls: 0.1649, acc: 94.0293, loss_bbox: 0.2673, loss_mask: 0.0000, loss: 0.4795 2022-05-11 18:28:16,014 - mmdet - INFO - Epoch [37][2800/3992] lr: 1.000e-06, eta: 3 days, 17:33:52, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0247, loss_cls: 0.1480, acc: 94.3965, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4291 2022-05-11 18:28:42,045 - mmdet - INFO - Epoch [37][2850/3992] lr: 1.000e-06, eta: 3 days, 17:33:33, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0287, loss_cls: 0.1596, acc: 93.9375, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4644 2022-05-11 18:29:06,739 - mmdet - INFO - Epoch [37][2900/3992] lr: 1.000e-06, eta: 3 days, 17:33:08, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1568, acc: 94.2324, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4495 2022-05-11 18:29:32,612 - mmdet - INFO - Epoch [37][2950/3992] lr: 1.000e-06, eta: 3 days, 17:32:49, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0272, loss_cls: 0.1457, acc: 94.7520, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4290 2022-05-11 18:29:57,518 - mmdet - INFO - Epoch [37][3000/3992] lr: 1.000e-06, eta: 3 days, 17:32:25, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0247, loss_cls: 0.1574, acc: 93.9668, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4568 2022-05-11 18:30:23,147 - mmdet - INFO - Epoch [37][3050/3992] lr: 1.000e-06, eta: 3 days, 17:32:04, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0250, loss_cls: 0.1500, acc: 94.4805, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4341 2022-05-11 18:30:49,101 - mmdet - INFO - Epoch [37][3100/3992] lr: 1.000e-06, eta: 3 days, 17:31:45, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0278, loss_cls: 0.1791, acc: 93.4570, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5069 2022-05-11 18:31:14,671 - mmdet - INFO - Epoch [37][3150/3992] lr: 1.000e-06, eta: 3 days, 17:31:24, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0255, loss_cls: 0.1509, acc: 94.6152, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4362 2022-05-11 18:31:39,611 - mmdet - INFO - Epoch [37][3200/3992] lr: 1.000e-06, eta: 3 days, 17:31:00, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0266, loss_cls: 0.1745, acc: 93.6914, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4804 2022-05-11 18:32:04,868 - mmdet - INFO - Epoch [37][3250/3992] lr: 1.000e-06, eta: 3 days, 17:30:38, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0243, loss_cls: 0.1527, acc: 94.4668, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4283 2022-05-11 18:32:31,363 - mmdet - INFO - Epoch [37][3300/3992] lr: 1.000e-06, eta: 3 days, 17:30:21, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0310, loss_cls: 0.1809, acc: 93.3945, loss_bbox: 0.2850, loss_mask: 0.0000, loss: 0.5128 2022-05-11 18:32:56,781 - mmdet - INFO - Epoch [37][3350/3992] lr: 1.000e-06, eta: 3 days, 17:29:59, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0204, loss_cls: 0.1422, acc: 94.9355, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4021 2022-05-11 18:33:22,302 - mmdet - INFO - Epoch [37][3400/3992] lr: 1.000e-06, eta: 3 days, 17:29:38, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0240, loss_cls: 0.1499, acc: 94.7070, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4379 2022-05-11 18:33:46,162 - mmdet - INFO - Epoch [37][3450/3992] lr: 1.000e-06, eta: 3 days, 17:29:09, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0273, loss_cls: 0.1601, acc: 94.0098, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4657 2022-05-11 18:34:11,612 - mmdet - INFO - Epoch [37][3500/3992] lr: 1.000e-06, eta: 3 days, 17:28:47, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0265, loss_cls: 0.1618, acc: 94.3398, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4455 2022-05-11 18:34:36,454 - mmdet - INFO - Epoch [37][3550/3992] lr: 1.000e-06, eta: 3 days, 17:28:23, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0202, loss_cls: 0.1434, acc: 94.8867, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.4019 2022-05-11 18:35:00,374 - mmdet - INFO - Epoch [37][3600/3992] lr: 1.000e-06, eta: 3 days, 17:27:55, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0238, loss_cls: 0.1497, acc: 94.5371, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4341 2022-05-11 18:35:25,008 - mmdet - INFO - Epoch [37][3650/3992] lr: 1.000e-06, eta: 3 days, 17:27:30, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0243, loss_cls: 0.1598, acc: 94.1621, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4566 2022-05-11 18:35:50,246 - mmdet - INFO - Epoch [37][3700/3992] lr: 1.000e-06, eta: 3 days, 17:27:07, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0248, loss_cls: 0.1522, acc: 94.3359, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4338 2022-05-11 18:36:15,284 - mmdet - INFO - Epoch [37][3750/3992] lr: 1.000e-06, eta: 3 days, 17:26:44, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0269, loss_cls: 0.1559, acc: 94.2090, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4491 2022-05-11 18:36:39,879 - mmdet - INFO - Epoch [37][3800/3992] lr: 1.000e-06, eta: 3 days, 17:26:18, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0270, loss_cls: 0.1491, acc: 94.5078, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4456 2022-05-11 18:37:05,706 - mmdet - INFO - Epoch [37][3850/3992] lr: 1.000e-06, eta: 3 days, 17:25:59, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0295, loss_cls: 0.1565, acc: 94.3926, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4607 2022-05-11 18:37:30,904 - mmdet - INFO - Epoch [37][3900/3992] lr: 1.000e-06, eta: 3 days, 17:25:36, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0241, loss_cls: 0.1543, acc: 94.2285, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4332 2022-05-11 18:37:55,849 - mmdet - INFO - Epoch [37][3950/3992] lr: 1.000e-06, eta: 3 days, 17:25:12, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0237, loss_cls: 0.1576, acc: 94.3438, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4523 2022-05-11 18:38:17,743 - mmdet - INFO - Saving checkpoint at 37 epochs 2022-05-11 18:44:01,157 - mmdet - INFO - Evaluating bbox... 2022-05-11 18:44:17,490 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.047 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.111 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.303 2022-05-11 18:44:17,494 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.105 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.055 | box | 0.023 | | garbage_bin | 0.353 | cabinet | 0.042 | drawer | 0.058 | | shelf | 0.101 | kitchen_counter | 0.151 | kitchen_cabinet | 0.189 | | cpu | 0.024 | bench | 0.148 | file_cabinet | 0.074 | | whiteboard | 0.144 | lamp | 0.173 | endtable | 0.143 | | bookshelf | 0.233 | coffee_table | 0.199 | dresser | 0.172 | | paper | 0.009 | printer | 0.225 | monitor | 0.225 | | back_pack | 0.072 | night_stand | 0.299 | door | 0.089 | | picture | 0.051 | ottoman | 0.195 | stool | 0.219 | | outlet | 0.000 | towel | 0.064 | tray | 0.017 | | bag | 0.017 | stove | 0.100 | bathtub | 0.436 | | scanner | 0.231 | cubby | 0.020 | mirror | 0.022 | | bottle | 0.004 | rack | 0.014 | cup | 0.065 | | thermos | 0.017 | island | 0.077 | counter | 0.026 | | bowl | 0.057 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.198 | | cart | 0.117 | tv_stand | 0.110 | poster | 0.001 | | soap_dispenser | 0.015 | toy | nan | chair | 0.340 | | sofa | 0.416 | plant | 0.033 | bed | 0.602 | | dining_table | 0.007 | toilet | 0.533 | tv | 0.258 | | laptop | 0.112 | mouse | 0.042 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.024 | microwave | 0.244 | | oven | 0.018 | paper_towel_dispenser | 0.245 | sink | 0.162 | | fridge | 0.163 | book | 0.009 | clock | 0.105 | | vase | 0.046 | fire_extinguisher | 0.010 | blinds | 0.015 | | podium | 0.207 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:17,498 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.198 | table | 0.462 | desk | 0.206 | | sofa_chair | 0.675 | pillow | 0.142 | box | 0.054 | | garbage_bin | 0.619 | cabinet | 0.087 | drawer | 0.092 | | shelf | 0.207 | kitchen_counter | 0.249 | kitchen_cabinet | 0.318 | | cpu | 0.073 | bench | 0.289 | file_cabinet | 0.113 | | whiteboard | 0.231 | lamp | 0.378 | endtable | 0.267 | | bookshelf | 0.420 | coffee_table | 0.373 | dresser | 0.271 | | paper | 0.031 | printer | 0.386 | monitor | 0.527 | | back_pack | 0.164 | night_stand | 0.523 | door | 0.129 | | picture | 0.086 | ottoman | 0.286 | stool | 0.432 | | outlet | 0.000 | towel | 0.101 | tray | 0.039 | | bag | 0.023 | stove | 0.187 | bathtub | 0.678 | | scanner | 0.313 | cubby | 0.031 | mirror | 0.053 | | bottle | 0.007 | rack | 0.022 | cup | 0.165 | | thermos | 0.155 | island | 0.124 | counter | 0.034 | | bowl | 0.094 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.302 | | cart | 0.186 | tv_stand | 0.254 | poster | 0.002 | | soap_dispenser | 0.022 | toy | nan | chair | 0.686 | | sofa | 0.611 | plant | 0.092 | bed | 0.881 | | dining_table | 0.011 | toilet | 0.850 | tv | 0.459 | | laptop | 0.238 | mouse | 0.114 | basket | 0.000 | | keyboard | 0.236 | telephone | 0.063 | microwave | 0.459 | | oven | 0.038 | paper_towel_dispenser | 0.406 | sink | 0.463 | | fridge | 0.309 | book | 0.023 | clock | 0.158 | | vase | 0.086 | fire_extinguisher | 0.032 | blinds | 0.046 | | podium | 0.285 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:17,502 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.083 | table | 0.261 | desk | 0.084 | | sofa_chair | 0.562 | pillow | 0.030 | box | 0.019 | | garbage_bin | 0.388 | cabinet | 0.032 | drawer | 0.057 | | shelf | 0.091 | kitchen_counter | 0.151 | kitchen_cabinet | 0.217 | | cpu | 0.005 | bench | 0.107 | file_cabinet | 0.110 | | whiteboard | 0.145 | lamp | 0.133 | endtable | 0.128 | | bookshelf | 0.224 | coffee_table | 0.146 | dresser | 0.199 | | paper | 0.001 | printer | 0.206 | monitor | 0.142 | | back_pack | 0.053 | night_stand | 0.306 | door | 0.116 | | picture | 0.059 | ottoman | 0.244 | stool | 0.211 | | outlet | 0.000 | towel | 0.075 | tray | 0.021 | | bag | 0.021 | stove | 0.078 | bathtub | 0.490 | | scanner | 0.313 | cubby | 0.025 | mirror | 0.010 | | bottle | 0.005 | rack | 0.018 | cup | 0.034 | | thermos | 0.003 | island | 0.082 | counter | 0.026 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.170 | | cart | 0.098 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.301 | | sofa | 0.467 | plant | 0.012 | bed | 0.696 | | dining_table | 0.011 | toilet | 0.573 | tv | 0.268 | | laptop | 0.100 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.009 | microwave | 0.169 | | oven | 0.014 | paper_towel_dispenser | 0.274 | sink | 0.075 | | fridge | 0.138 | book | 0.006 | clock | 0.132 | | vase | 0.027 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.285 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:17,502 - mmdet - INFO - Evaluating segm... 2022-05-11 18:44:36,747 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 18:44:36,751 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:36,755 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:36,758 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 18:44:37,081 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 18:44:37,081 - mmdet - INFO - Epoch(val) [37][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0470, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.225 0.124 0.005 0.047 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 18:45:03,732 - mmdet - INFO - Epoch [38][50/3992] lr: 1.000e-06, eta: 3 days, 17:23:03, time: 0.533, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0235, loss_cls: 0.1470, acc: 94.7754, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.4132 2022-05-11 18:45:28,679 - mmdet - INFO - Epoch [38][100/3992] lr: 1.000e-06, eta: 3 days, 17:22:40, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0278, loss_cls: 0.1541, acc: 94.4102, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4469 2022-05-11 18:45:53,419 - mmdet - INFO - Epoch [38][150/3992] lr: 1.000e-06, eta: 3 days, 17:22:15, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0309, loss_cls: 0.1689, acc: 94.0371, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4799 2022-05-11 18:46:19,130 - mmdet - INFO - Epoch [38][200/3992] lr: 1.000e-06, eta: 3 days, 17:21:55, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1462, acc: 94.4414, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4365 2022-05-11 18:46:44,009 - mmdet - INFO - Epoch [38][250/3992] lr: 1.000e-06, eta: 3 days, 17:21:31, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0252, loss_cls: 0.1646, acc: 94.1211, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4637 2022-05-11 18:47:09,484 - mmdet - INFO - Epoch [38][300/3992] lr: 1.000e-06, eta: 3 days, 17:21:09, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0282, loss_cls: 0.1575, acc: 94.1016, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4500 2022-05-11 18:47:34,619 - mmdet - INFO - Epoch [38][350/3992] lr: 1.000e-06, eta: 3 days, 17:20:46, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0263, loss_cls: 0.1462, acc: 94.5000, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4490 2022-05-11 18:47:59,105 - mmdet - INFO - Epoch [38][400/3992] lr: 1.000e-06, eta: 3 days, 17:20:20, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0238, loss_cls: 0.1331, acc: 95.2070, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3894 2022-05-11 18:48:24,455 - mmdet - INFO - Epoch [38][450/3992] lr: 1.000e-06, eta: 3 days, 17:19:58, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0297, loss_cls: 0.1562, acc: 94.0273, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4624 2022-05-11 18:48:49,945 - mmdet - INFO - Epoch [38][500/3992] lr: 1.000e-06, eta: 3 days, 17:19:37, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0239, loss_cls: 0.1593, acc: 94.0605, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4437 2022-05-11 18:49:15,241 - mmdet - INFO - Epoch [38][550/3992] lr: 1.000e-06, eta: 3 days, 17:19:15, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0256, loss_cls: 0.1559, acc: 94.0723, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4653 2022-05-11 18:49:40,790 - mmdet - INFO - Epoch [38][600/3992] lr: 1.000e-06, eta: 3 days, 17:18:54, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0265, loss_cls: 0.1638, acc: 94.1699, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4573 2022-05-11 18:50:06,239 - mmdet - INFO - Epoch [38][650/3992] lr: 1.000e-06, eta: 3 days, 17:18:32, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0233, loss_cls: 0.1569, acc: 94.1504, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4468 2022-05-11 18:50:31,842 - mmdet - INFO - Epoch [38][700/3992] lr: 1.000e-06, eta: 3 days, 17:18:11, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0253, loss_cls: 0.1530, acc: 94.4355, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4421 2022-05-11 18:50:56,432 - mmdet - INFO - Epoch [38][750/3992] lr: 1.000e-06, eta: 3 days, 17:17:46, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0298, loss_cls: 0.1641, acc: 94.0039, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4617 2022-05-11 18:51:21,149 - mmdet - INFO - Epoch [38][800/3992] lr: 1.000e-06, eta: 3 days, 17:17:21, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0258, loss_cls: 0.1610, acc: 94.0664, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4657 2022-05-11 18:51:45,865 - mmdet - INFO - Epoch [38][850/3992] lr: 1.000e-06, eta: 3 days, 17:16:56, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0211, loss_cls: 0.1458, acc: 94.6875, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.4050 2022-05-11 18:52:10,316 - mmdet - INFO - Epoch [38][900/3992] lr: 1.000e-06, eta: 3 days, 17:16:30, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0252, loss_cls: 0.1616, acc: 94.1504, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4529 2022-05-11 18:52:35,433 - mmdet - INFO - Epoch [38][950/3992] lr: 1.000e-06, eta: 3 days, 17:16:07, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0296, loss_cls: 0.1605, acc: 93.8574, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4661 2022-05-11 18:53:00,115 - mmdet - INFO - Epoch [38][1000/3992] lr: 1.000e-06, eta: 3 days, 17:15:42, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0295, loss_cls: 0.1776, acc: 93.5254, loss_bbox: 0.2733, loss_mask: 0.0000, loss: 0.4970 2022-05-11 18:53:24,703 - mmdet - INFO - Epoch [38][1050/3992] lr: 1.000e-06, eta: 3 days, 17:15:17, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0282, loss_cls: 0.1652, acc: 93.9707, loss_bbox: 0.2721, loss_mask: 0.0000, loss: 0.4821 2022-05-11 18:53:49,543 - mmdet - INFO - Epoch [38][1100/3992] lr: 1.000e-06, eta: 3 days, 17:14:53, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0261, loss_cls: 0.1475, acc: 94.5625, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4310 2022-05-11 18:54:14,220 - mmdet - INFO - Epoch [38][1150/3992] lr: 1.000e-06, eta: 3 days, 17:14:28, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0281, loss_cls: 0.1582, acc: 94.0469, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4698 2022-05-11 18:54:39,667 - mmdet - INFO - Epoch [38][1200/3992] lr: 1.000e-06, eta: 3 days, 17:14:06, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0310, loss_cls: 0.1614, acc: 94.1309, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4655 2022-05-11 18:55:04,107 - mmdet - INFO - Epoch [38][1250/3992] lr: 1.000e-06, eta: 3 days, 17:13:40, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0265, loss_cls: 0.1475, acc: 94.6250, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4299 2022-05-11 18:55:28,313 - mmdet - INFO - Epoch [38][1300/3992] lr: 1.000e-06, eta: 3 days, 17:13:13, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0218, loss_cls: 0.1449, acc: 94.8516, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4121 2022-05-11 18:55:53,277 - mmdet - INFO - Epoch [38][1350/3992] lr: 1.000e-06, eta: 3 days, 17:12:49, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0278, loss_cls: 0.1688, acc: 93.9199, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4687 2022-05-11 18:56:18,930 - mmdet - INFO - Epoch [38][1400/3992] lr: 1.000e-06, eta: 3 days, 17:12:29, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0245, loss_cls: 0.1493, acc: 94.5391, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4244 2022-05-11 18:56:43,701 - mmdet - INFO - Epoch [38][1450/3992] lr: 1.000e-06, eta: 3 days, 17:12:04, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0267, loss_cls: 0.1595, acc: 94.1621, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4598 2022-05-11 18:57:09,170 - mmdet - INFO - Epoch [38][1500/3992] lr: 1.000e-06, eta: 3 days, 17:11:43, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0269, loss_cls: 0.1488, acc: 94.4590, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4467 2022-05-11 18:57:34,845 - mmdet - INFO - Epoch [38][1550/3992] lr: 1.000e-06, eta: 3 days, 17:11:22, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0259, loss_cls: 0.1464, acc: 94.5703, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4333 2022-05-11 18:58:00,104 - mmdet - INFO - Epoch [38][1600/3992] lr: 1.000e-06, eta: 3 days, 17:10:59, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0237, loss_cls: 0.1478, acc: 94.5547, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4228 2022-05-11 18:58:25,872 - mmdet - INFO - Epoch [38][1650/3992] lr: 1.000e-06, eta: 3 days, 17:10:39, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0252, loss_cls: 0.1665, acc: 93.9629, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4611 2022-05-11 18:58:50,680 - mmdet - INFO - Epoch [38][1700/3992] lr: 1.000e-06, eta: 3 days, 17:10:15, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0271, loss_cls: 0.1571, acc: 94.0625, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4598 2022-05-11 18:59:15,937 - mmdet - INFO - Epoch [38][1750/3992] lr: 1.000e-06, eta: 3 days, 17:09:52, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0286, loss_cls: 0.1574, acc: 93.9844, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4693 2022-05-11 18:59:40,209 - mmdet - INFO - Epoch [38][1800/3992] lr: 1.000e-06, eta: 3 days, 17:09:26, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0288, loss_cls: 0.1611, acc: 94.1289, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4742 2022-05-11 19:00:05,340 - mmdet - INFO - Epoch [38][1850/3992] lr: 1.000e-06, eta: 3 days, 17:09:03, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0299, loss_cls: 0.1773, acc: 93.6406, loss_bbox: 0.2827, loss_mask: 0.0000, loss: 0.5123 2022-05-11 19:00:30,735 - mmdet - INFO - Epoch [38][1900/3992] lr: 1.000e-06, eta: 3 days, 17:08:41, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0248, loss_cls: 0.1535, acc: 94.3945, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4402 2022-05-11 19:00:56,203 - mmdet - INFO - Epoch [38][1950/3992] lr: 1.000e-06, eta: 3 days, 17:08:19, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0260, loss_cls: 0.1625, acc: 94.2383, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4466 2022-05-11 19:01:21,334 - mmdet - INFO - Epoch [38][2000/3992] lr: 1.000e-06, eta: 3 days, 17:07:56, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0283, loss_cls: 0.1696, acc: 93.8184, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4819 2022-05-11 19:01:46,487 - mmdet - INFO - Epoch [38][2050/3992] lr: 1.000e-06, eta: 3 days, 17:07:33, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0338, loss_cls: 0.1743, acc: 93.7168, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.5031 2022-05-11 19:02:11,914 - mmdet - INFO - Epoch [38][2100/3992] lr: 1.000e-06, eta: 3 days, 17:07:12, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0275, loss_cls: 0.1566, acc: 94.2070, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4432 2022-05-11 19:02:36,461 - mmdet - INFO - Epoch [38][2150/3992] lr: 1.000e-06, eta: 3 days, 17:06:46, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0282, loss_cls: 0.1785, acc: 93.5723, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4911 2022-05-11 19:03:01,782 - mmdet - INFO - Epoch [38][2200/3992] lr: 1.000e-06, eta: 3 days, 17:06:24, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0233, loss_cls: 0.1506, acc: 94.2246, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4388 2022-05-11 19:03:27,217 - mmdet - INFO - Epoch [38][2250/3992] lr: 1.000e-06, eta: 3 days, 17:06:02, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0257, loss_cls: 0.1468, acc: 94.6602, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4280 2022-05-11 19:03:52,241 - mmdet - INFO - Epoch [38][2300/3992] lr: 1.000e-06, eta: 3 days, 17:05:39, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0278, loss_cls: 0.1475, acc: 94.3789, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4412 2022-05-11 19:04:17,761 - mmdet - INFO - Epoch [38][2350/3992] lr: 1.000e-06, eta: 3 days, 17:05:17, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0281, loss_cls: 0.1674, acc: 93.7871, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4756 2022-05-11 19:04:43,036 - mmdet - INFO - Epoch [38][2400/3992] lr: 1.000e-06, eta: 3 days, 17:04:55, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0252, loss_cls: 0.1541, acc: 94.1465, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4535 2022-05-11 19:05:08,796 - mmdet - INFO - Epoch [38][2450/3992] lr: 1.000e-06, eta: 3 days, 17:04:35, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0261, loss_cls: 0.1544, acc: 94.4805, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4498 2022-05-11 19:05:33,913 - mmdet - INFO - Epoch [38][2500/3992] lr: 1.000e-06, eta: 3 days, 17:04:12, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0237, loss_cls: 0.1667, acc: 93.9863, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4572 2022-05-11 19:05:58,257 - mmdet - INFO - Epoch [38][2550/3992] lr: 1.000e-06, eta: 3 days, 17:03:45, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1452, acc: 94.7168, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4299 2022-05-11 19:06:23,566 - mmdet - INFO - Epoch [38][2600/3992] lr: 1.000e-06, eta: 3 days, 17:03:23, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0313, loss_cls: 0.1771, acc: 93.4336, loss_bbox: 0.2841, loss_mask: 0.0000, loss: 0.5072 2022-05-11 19:06:48,516 - mmdet - INFO - Epoch [38][2650/3992] lr: 1.000e-06, eta: 3 days, 17:02:59, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0266, loss_cls: 0.1697, acc: 93.8262, loss_bbox: 0.2649, loss_mask: 0.0000, loss: 0.4773 2022-05-11 19:07:12,897 - mmdet - INFO - Epoch [38][2700/3992] lr: 1.000e-06, eta: 3 days, 17:02:33, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0344, loss_cls: 0.1700, acc: 93.8477, loss_bbox: 0.2699, loss_mask: 0.0000, loss: 0.4955 2022-05-11 19:07:38,264 - mmdet - INFO - Epoch [38][2750/3992] lr: 1.000e-06, eta: 3 days, 17:02:11, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0287, loss_cls: 0.1679, acc: 94.1074, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4735 2022-05-11 19:08:03,277 - mmdet - INFO - Epoch [38][2800/3992] lr: 1.000e-06, eta: 3 days, 17:01:47, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0301, loss_cls: 0.1654, acc: 93.7852, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4855 2022-05-11 19:08:28,010 - mmdet - INFO - Epoch [38][2850/3992] lr: 1.000e-06, eta: 3 days, 17:01:23, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0198, loss_cls: 0.1328, acc: 94.8770, loss_bbox: 0.2174, loss_mask: 0.0000, loss: 0.3795 2022-05-11 19:08:53,629 - mmdet - INFO - Epoch [38][2900/3992] lr: 1.000e-06, eta: 3 days, 17:01:02, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0236, loss_cls: 0.1527, acc: 94.1387, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4399 2022-05-11 19:09:17,555 - mmdet - INFO - Epoch [38][2950/3992] lr: 1.000e-06, eta: 3 days, 17:00:33, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0231, loss_cls: 0.1396, acc: 94.8906, loss_bbox: 0.2274, loss_mask: 0.0000, loss: 0.4050 2022-05-11 19:09:42,256 - mmdet - INFO - Epoch [38][3000/3992] lr: 1.000e-06, eta: 3 days, 17:00:09, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0236, loss_cls: 0.1542, acc: 94.4043, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4318 2022-05-11 19:10:06,593 - mmdet - INFO - Epoch [38][3050/3992] lr: 1.000e-06, eta: 3 days, 16:59:42, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0241, loss_cls: 0.1662, acc: 94.0547, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4541 2022-05-11 19:10:31,342 - mmdet - INFO - Epoch [38][3100/3992] lr: 1.000e-06, eta: 3 days, 16:59:17, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0262, loss_cls: 0.1622, acc: 93.8789, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4700 2022-05-11 19:10:56,414 - mmdet - INFO - Epoch [38][3150/3992] lr: 1.000e-06, eta: 3 days, 16:58:54, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0346, loss_cls: 0.1876, acc: 93.2168, loss_bbox: 0.2946, loss_mask: 0.0000, loss: 0.5339 2022-05-11 19:11:21,702 - mmdet - INFO - Epoch [38][3200/3992] lr: 1.000e-06, eta: 3 days, 16:58:32, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0262, loss_cls: 0.1626, acc: 94.1133, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4718 2022-05-11 19:11:45,513 - mmdet - INFO - Epoch [38][3250/3992] lr: 1.000e-06, eta: 3 days, 16:58:03, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0233, loss_cls: 0.1498, acc: 94.3242, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4307 2022-05-11 19:12:10,600 - mmdet - INFO - Epoch [38][3300/3992] lr: 1.000e-06, eta: 3 days, 16:57:40, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0269, loss_cls: 0.1560, acc: 94.4648, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4446 2022-05-11 19:12:35,064 - mmdet - INFO - Epoch [38][3350/3992] lr: 1.000e-06, eta: 3 days, 16:57:14, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0269, loss_cls: 0.1718, acc: 93.7754, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4732 2022-05-11 19:12:59,851 - mmdet - INFO - Epoch [38][3400/3992] lr: 1.000e-06, eta: 3 days, 16:56:49, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0266, loss_cls: 0.1519, acc: 94.4609, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4454 2022-05-11 19:13:25,243 - mmdet - INFO - Epoch [38][3450/3992] lr: 1.000e-06, eta: 3 days, 16:56:28, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0333, loss_cls: 0.1799, acc: 93.2207, loss_bbox: 0.2827, loss_mask: 0.0000, loss: 0.5198 2022-05-11 19:13:51,036 - mmdet - INFO - Epoch [38][3500/3992] lr: 1.000e-06, eta: 3 days, 16:56:07, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0315, loss_cls: 0.1795, acc: 93.5176, loss_bbox: 0.2827, loss_mask: 0.0000, loss: 0.5168 2022-05-11 19:14:14,853 - mmdet - INFO - Epoch [38][3550/3992] lr: 1.000e-06, eta: 3 days, 16:55:39, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0217, loss_cls: 0.1561, acc: 94.5762, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4361 2022-05-11 19:14:39,082 - mmdet - INFO - Epoch [38][3600/3992] lr: 1.000e-06, eta: 3 days, 16:55:12, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0281, loss_cls: 0.1554, acc: 94.2988, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4441 2022-05-11 19:15:04,856 - mmdet - INFO - Epoch [38][3650/3992] lr: 1.000e-06, eta: 3 days, 16:54:51, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0277, loss_cls: 0.1644, acc: 94.0996, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4685 2022-05-11 19:15:29,791 - mmdet - INFO - Epoch [38][3700/3992] lr: 1.000e-06, eta: 3 days, 16:54:28, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0249, loss_cls: 0.1558, acc: 94.3867, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4525 2022-05-11 19:15:54,934 - mmdet - INFO - Epoch [38][3750/3992] lr: 1.000e-06, eta: 3 days, 16:54:05, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0257, loss_cls: 0.1564, acc: 94.2070, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4615 2022-05-11 19:16:19,765 - mmdet - INFO - Epoch [38][3800/3992] lr: 1.000e-06, eta: 3 days, 16:53:40, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0274, loss_cls: 0.1561, acc: 94.2227, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4563 2022-05-11 19:16:44,982 - mmdet - INFO - Epoch [38][3850/3992] lr: 1.000e-06, eta: 3 days, 16:53:18, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0307, loss_cls: 0.1711, acc: 93.8262, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4937 2022-05-11 19:17:10,534 - mmdet - INFO - Epoch [38][3900/3992] lr: 1.000e-06, eta: 3 days, 16:52:56, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0265, loss_cls: 0.1711, acc: 93.6348, loss_bbox: 0.2733, loss_mask: 0.0000, loss: 0.4874 2022-05-11 19:17:35,625 - mmdet - INFO - Epoch [38][3950/3992] lr: 1.000e-06, eta: 3 days, 16:52:33, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0257, loss_cls: 0.1557, acc: 94.3066, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4527 2022-05-11 19:17:56,925 - mmdet - INFO - Saving checkpoint at 38 epochs 2022-05-11 19:23:42,626 - mmdet - INFO - Evaluating bbox... 2022-05-11 19:23:59,923 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.111 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-11 19:23:59,927 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.102 | table | 0.255 | desk | 0.097 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.354 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.099 | kitchen_counter | 0.147 | kitchen_cabinet | 0.190 | | cpu | 0.026 | bench | 0.155 | file_cabinet | 0.091 | | whiteboard | 0.141 | lamp | 0.175 | endtable | 0.141 | | bookshelf | 0.233 | coffee_table | 0.195 | dresser | 0.173 | | paper | 0.008 | printer | 0.226 | monitor | 0.229 | | back_pack | 0.075 | night_stand | 0.299 | door | 0.088 | | picture | 0.050 | ottoman | 0.192 | stool | 0.220 | | outlet | 0.000 | towel | 0.065 | tray | 0.022 | | bag | 0.017 | stove | 0.094 | bathtub | 0.432 | | scanner | 0.228 | cubby | 0.018 | mirror | 0.024 | | bottle | 0.004 | rack | 0.019 | cup | 0.064 | | thermos | 0.017 | island | 0.073 | counter | 0.025 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.194 | | cart | 0.102 | tv_stand | 0.124 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.342 | | sofa | 0.411 | plant | 0.036 | bed | 0.604 | | dining_table | 0.009 | toilet | 0.545 | tv | 0.260 | | laptop | 0.112 | mouse | 0.038 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.029 | microwave | 0.243 | | oven | 0.018 | paper_towel_dispenser | 0.245 | sink | 0.162 | | fridge | 0.172 | book | 0.009 | clock | 0.105 | | vase | 0.044 | fire_extinguisher | 0.004 | blinds | 0.015 | | podium | 0.201 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:23:59,931 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.199 | table | 0.457 | desk | 0.207 | | sofa_chair | 0.674 | pillow | 0.145 | box | 0.052 | | garbage_bin | 0.619 | cabinet | 0.087 | drawer | 0.093 | | shelf | 0.208 | kitchen_counter | 0.248 | kitchen_cabinet | 0.303 | | cpu | 0.064 | bench | 0.295 | file_cabinet | 0.132 | | whiteboard | 0.231 | lamp | 0.376 | endtable | 0.262 | | bookshelf | 0.422 | coffee_table | 0.376 | dresser | 0.269 | | paper | 0.022 | printer | 0.380 | monitor | 0.538 | | back_pack | 0.162 | night_stand | 0.524 | door | 0.127 | | picture | 0.088 | ottoman | 0.279 | stool | 0.430 | | outlet | 0.000 | towel | 0.102 | tray | 0.055 | | bag | 0.023 | stove | 0.184 | bathtub | 0.676 | | scanner | 0.313 | cubby | 0.030 | mirror | 0.051 | | bottle | 0.006 | rack | 0.029 | cup | 0.154 | | thermos | 0.154 | island | 0.112 | counter | 0.034 | | bowl | 0.086 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.296 | | cart | 0.172 | tv_stand | 0.256 | poster | 0.002 | | soap_dispenser | 0.021 | toy | nan | chair | 0.687 | | sofa | 0.612 | plant | 0.098 | bed | 0.887 | | dining_table | 0.014 | toilet | 0.859 | tv | 0.460 | | laptop | 0.237 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.238 | telephone | 0.074 | microwave | 0.453 | | oven | 0.037 | paper_towel_dispenser | 0.406 | sink | 0.466 | | fridge | 0.327 | book | 0.023 | clock | 0.158 | | vase | 0.087 | fire_extinguisher | 0.014 | blinds | 0.040 | | podium | 0.274 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:23:59,934 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.082 | table | 0.258 | desk | 0.082 | | sofa_chair | 0.554 | pillow | 0.034 | box | 0.018 | | garbage_bin | 0.383 | cabinet | 0.038 | drawer | 0.055 | | shelf | 0.083 | kitchen_counter | 0.149 | kitchen_cabinet | 0.221 | | cpu | 0.006 | bench | 0.113 | file_cabinet | 0.130 | | whiteboard | 0.145 | lamp | 0.138 | endtable | 0.124 | | bookshelf | 0.221 | coffee_table | 0.153 | dresser | 0.210 | | paper | 0.002 | printer | 0.205 | monitor | 0.160 | | back_pack | 0.055 | night_stand | 0.314 | door | 0.115 | | picture | 0.059 | ottoman | 0.228 | stool | 0.213 | | outlet | 0.000 | towel | 0.076 | tray | 0.021 | | bag | 0.020 | stove | 0.075 | bathtub | 0.461 | | scanner | 0.313 | cubby | 0.023 | mirror | 0.009 | | bottle | 0.005 | rack | 0.025 | cup | 0.034 | | thermos | 0.003 | island | 0.075 | counter | 0.027 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.166 | | cart | 0.078 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.021 | toy | nan | chair | 0.303 | | sofa | 0.464 | plant | 0.012 | bed | 0.702 | | dining_table | 0.010 | toilet | 0.601 | tv | 0.271 | | laptop | 0.093 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.025 | telephone | 0.009 | microwave | 0.177 | | oven | 0.014 | paper_towel_dispenser | 0.274 | sink | 0.052 | | fridge | 0.144 | book | 0.006 | clock | 0.132 | | vase | 0.026 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.274 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:23:59,934 - mmdet - INFO - Evaluating segm... 2022-05-11 19:24:19,440 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 19:24:19,444 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:24:19,448 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:24:19,452 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 19:24:19,780 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 19:24:19,781 - mmdet - INFO - Epoch(val) [38][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.126 0.224 0.124 0.004 0.046 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 19:24:46,210 - mmdet - INFO - Epoch [39][50/3992] lr: 1.000e-06, eta: 3 days, 16:50:26, time: 0.528, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0245, loss_cls: 0.1493, acc: 94.4395, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4354 2022-05-11 19:25:10,119 - mmdet - INFO - Epoch [39][100/3992] lr: 1.000e-06, eta: 3 days, 16:49:58, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0274, loss_cls: 0.1524, acc: 94.3926, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4475 2022-05-11 19:25:34,789 - mmdet - INFO - Epoch [39][150/3992] lr: 1.000e-06, eta: 3 days, 16:49:33, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0290, loss_cls: 0.1621, acc: 94.1406, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4736 2022-05-11 19:25:59,652 - mmdet - INFO - Epoch [39][200/3992] lr: 1.000e-06, eta: 3 days, 16:49:09, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0245, loss_cls: 0.1577, acc: 94.4297, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4364 2022-05-11 19:26:24,627 - mmdet - INFO - Epoch [39][250/3992] lr: 1.000e-06, eta: 3 days, 16:48:45, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0277, loss_cls: 0.1551, acc: 94.1211, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4491 2022-05-11 19:26:49,925 - mmdet - INFO - Epoch [39][300/3992] lr: 1.000e-06, eta: 3 days, 16:48:23, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0266, loss_cls: 0.1465, acc: 94.7168, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4240 2022-05-11 19:27:14,938 - mmdet - INFO - Epoch [39][350/3992] lr: 1.000e-06, eta: 3 days, 16:47:59, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0269, loss_cls: 0.1599, acc: 94.3086, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4584 2022-05-11 19:27:39,844 - mmdet - INFO - Epoch [39][400/3992] lr: 1.000e-06, eta: 3 days, 16:47:35, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0271, loss_cls: 0.1595, acc: 94.2500, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4616 2022-05-11 19:28:04,465 - mmdet - INFO - Epoch [39][450/3992] lr: 1.000e-06, eta: 3 days, 16:47:10, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0292, loss_cls: 0.1642, acc: 93.8965, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4766 2022-05-11 19:28:29,624 - mmdet - INFO - Epoch [39][500/3992] lr: 1.000e-06, eta: 3 days, 16:46:47, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0260, loss_cls: 0.1533, acc: 94.1641, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4518 2022-05-11 19:28:55,302 - mmdet - INFO - Epoch [39][550/3992] lr: 1.000e-06, eta: 3 days, 16:46:27, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0236, loss_cls: 0.1565, acc: 94.0977, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4309 2022-05-11 19:29:21,256 - mmdet - INFO - Epoch [39][600/3992] lr: 1.000e-06, eta: 3 days, 16:46:07, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0270, loss_cls: 0.1535, acc: 94.2793, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4597 2022-05-11 19:29:47,260 - mmdet - INFO - Epoch [39][650/3992] lr: 1.000e-06, eta: 3 days, 16:45:48, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0295, loss_cls: 0.1678, acc: 93.6523, loss_bbox: 0.2862, loss_mask: 0.0000, loss: 0.5022 2022-05-11 19:30:13,154 - mmdet - INFO - Epoch [39][700/3992] lr: 1.000e-06, eta: 3 days, 16:45:28, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0250, loss_cls: 0.1437, acc: 94.6797, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4266 2022-05-11 19:30:39,095 - mmdet - INFO - Epoch [39][750/3992] lr: 1.000e-06, eta: 3 days, 16:45:08, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0291, loss_cls: 0.1688, acc: 93.8457, loss_bbox: 0.2861, loss_mask: 0.0000, loss: 0.4988 2022-05-11 19:31:02,898 - mmdet - INFO - Epoch [39][800/3992] lr: 1.000e-06, eta: 3 days, 16:44:40, time: 0.476, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0238, loss_cls: 0.1419, acc: 94.7246, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4106 2022-05-11 19:31:28,092 - mmdet - INFO - Epoch [39][850/3992] lr: 1.000e-06, eta: 3 days, 16:44:17, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0277, loss_cls: 0.1574, acc: 94.3223, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4494 2022-05-11 19:31:52,715 - mmdet - INFO - Epoch [39][900/3992] lr: 1.000e-06, eta: 3 days, 16:43:52, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0266, loss_cls: 0.1507, acc: 94.5117, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4412 2022-05-11 19:32:16,709 - mmdet - INFO - Epoch [39][950/3992] lr: 1.000e-06, eta: 3 days, 16:43:24, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0261, loss_cls: 0.1568, acc: 94.3145, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4429 2022-05-11 19:32:41,458 - mmdet - INFO - Epoch [39][1000/3992] lr: 1.000e-06, eta: 3 days, 16:42:59, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0286, loss_cls: 0.1594, acc: 93.9297, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4747 2022-05-11 19:33:07,997 - mmdet - INFO - Epoch [39][1050/3992] lr: 1.000e-06, eta: 3 days, 16:42:42, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0284, loss_cls: 0.1727, acc: 93.7461, loss_bbox: 0.2785, loss_mask: 0.0000, loss: 0.4930 2022-05-11 19:33:33,657 - mmdet - INFO - Epoch [39][1100/3992] lr: 1.000e-06, eta: 3 days, 16:42:21, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0246, loss_cls: 0.1515, acc: 94.6328, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4301 2022-05-11 19:33:58,602 - mmdet - INFO - Epoch [39][1150/3992] lr: 1.000e-06, eta: 3 days, 16:41:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0294, loss_cls: 0.1729, acc: 93.7285, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4860 2022-05-11 19:34:25,116 - mmdet - INFO - Epoch [39][1200/3992] lr: 1.000e-06, eta: 3 days, 16:41:40, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0261, loss_cls: 0.1594, acc: 93.9609, loss_bbox: 0.2737, loss_mask: 0.0000, loss: 0.4746 2022-05-11 19:34:51,245 - mmdet - INFO - Epoch [39][1250/3992] lr: 1.000e-06, eta: 3 days, 16:41:21, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0246, loss_cls: 0.1448, acc: 94.4609, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4153 2022-05-11 19:35:16,731 - mmdet - INFO - Epoch [39][1300/3992] lr: 1.000e-06, eta: 3 days, 16:41:00, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0235, loss_cls: 0.1324, acc: 95.0723, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3933 2022-05-11 19:35:42,375 - mmdet - INFO - Epoch [39][1350/3992] lr: 1.000e-06, eta: 3 days, 16:40:39, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0293, loss_cls: 0.1733, acc: 93.6934, loss_bbox: 0.2733, loss_mask: 0.0000, loss: 0.4959 2022-05-11 19:36:07,223 - mmdet - INFO - Epoch [39][1400/3992] lr: 1.000e-06, eta: 3 days, 16:40:15, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0287, loss_cls: 0.1701, acc: 93.9648, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4739 2022-05-11 19:36:31,695 - mmdet - INFO - Epoch [39][1450/3992] lr: 1.000e-06, eta: 3 days, 16:39:49, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0253, loss_cls: 0.1639, acc: 94.0918, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4744 2022-05-11 19:36:56,931 - mmdet - INFO - Epoch [39][1500/3992] lr: 1.000e-06, eta: 3 days, 16:39:26, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0254, loss_cls: 0.1611, acc: 94.1582, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4513 2022-05-11 19:37:22,786 - mmdet - INFO - Epoch [39][1550/3992] lr: 1.000e-06, eta: 3 days, 16:39:06, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0258, loss_cls: 0.1464, acc: 94.7441, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.4135 2022-05-11 19:37:49,266 - mmdet - INFO - Epoch [39][1600/3992] lr: 1.000e-06, eta: 3 days, 16:38:49, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0248, loss_cls: 0.1467, acc: 94.5137, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4348 2022-05-11 19:38:14,082 - mmdet - INFO - Epoch [39][1650/3992] lr: 1.000e-06, eta: 3 days, 16:38:24, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0252, loss_cls: 0.1446, acc: 94.4785, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4338 2022-05-11 19:38:39,121 - mmdet - INFO - Epoch [39][1700/3992] lr: 1.000e-06, eta: 3 days, 16:38:01, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0212, loss_cls: 0.1331, acc: 95.1406, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.3980 2022-05-11 19:39:05,088 - mmdet - INFO - Epoch [39][1750/3992] lr: 1.000e-06, eta: 3 days, 16:37:41, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0324, loss_cls: 0.1790, acc: 93.3535, loss_bbox: 0.2906, loss_mask: 0.0000, loss: 0.5169 2022-05-11 19:39:30,257 - mmdet - INFO - Epoch [39][1800/3992] lr: 1.000e-06, eta: 3 days, 16:37:18, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0228, loss_cls: 0.1399, acc: 94.9297, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4162 2022-05-11 19:39:56,467 - mmdet - INFO - Epoch [39][1850/3992] lr: 1.000e-06, eta: 3 days, 16:37:00, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0250, loss_cls: 0.1494, acc: 94.4492, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4354 2022-05-11 19:40:20,828 - mmdet - INFO - Epoch [39][1900/3992] lr: 1.000e-06, eta: 3 days, 16:36:34, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0251, loss_cls: 0.1575, acc: 94.2832, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4415 2022-05-11 19:40:46,536 - mmdet - INFO - Epoch [39][1950/3992] lr: 1.000e-06, eta: 3 days, 16:36:13, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0288, loss_cls: 0.1560, acc: 94.0586, loss_bbox: 0.2649, loss_mask: 0.0000, loss: 0.4642 2022-05-11 19:41:11,387 - mmdet - INFO - Epoch [39][2000/3992] lr: 1.000e-06, eta: 3 days, 16:35:49, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0272, loss_cls: 0.1623, acc: 93.8281, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4626 2022-05-11 19:41:36,800 - mmdet - INFO - Epoch [39][2050/3992] lr: 1.000e-06, eta: 3 days, 16:35:27, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0302, loss_cls: 0.1627, acc: 94.2305, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4795 2022-05-11 19:42:00,590 - mmdet - INFO - Epoch [39][2100/3992] lr: 1.000e-06, eta: 3 days, 16:34:58, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1517, acc: 94.4121, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4437 2022-05-11 19:42:25,885 - mmdet - INFO - Epoch [39][2150/3992] lr: 1.000e-06, eta: 3 days, 16:34:36, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0240, loss_cls: 0.1385, acc: 94.8477, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4082 2022-05-11 19:42:50,798 - mmdet - INFO - Epoch [39][2200/3992] lr: 1.000e-06, eta: 3 days, 16:34:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0246, loss_cls: 0.1551, acc: 94.5703, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4345 2022-05-11 19:43:15,501 - mmdet - INFO - Epoch [39][2250/3992] lr: 1.000e-06, eta: 3 days, 16:33:47, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0304, loss_cls: 0.1764, acc: 93.8438, loss_bbox: 0.2634, loss_mask: 0.0000, loss: 0.4875 2022-05-11 19:43:40,020 - mmdet - INFO - Epoch [39][2300/3992] lr: 1.000e-06, eta: 3 days, 16:33:21, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0263, loss_cls: 0.1476, acc: 94.6914, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4317 2022-05-11 19:44:04,440 - mmdet - INFO - Epoch [39][2350/3992] lr: 1.000e-06, eta: 3 days, 16:32:55, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0275, loss_cls: 0.1651, acc: 93.7949, loss_bbox: 0.2684, loss_mask: 0.0000, loss: 0.4770 2022-05-11 19:44:30,208 - mmdet - INFO - Epoch [39][2400/3992] lr: 1.000e-06, eta: 3 days, 16:32:35, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0319, loss_cls: 0.1677, acc: 93.7090, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.4965 2022-05-11 19:44:55,038 - mmdet - INFO - Epoch [39][2450/3992] lr: 1.000e-06, eta: 3 days, 16:32:10, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0313, loss_cls: 0.1830, acc: 93.2793, loss_bbox: 0.2899, loss_mask: 0.0000, loss: 0.5200 2022-05-11 19:45:20,540 - mmdet - INFO - Epoch [39][2500/3992] lr: 1.000e-06, eta: 3 days, 16:31:49, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0253, loss_cls: 0.1445, acc: 94.4688, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4291 2022-05-11 19:45:45,874 - mmdet - INFO - Epoch [39][2550/3992] lr: 1.000e-06, eta: 3 days, 16:31:27, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0305, loss_cls: 0.1668, acc: 93.9453, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.4885 2022-05-11 19:46:10,918 - mmdet - INFO - Epoch [39][2600/3992] lr: 1.000e-06, eta: 3 days, 16:31:03, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0259, loss_cls: 0.1654, acc: 94.1543, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4633 2022-05-11 19:46:35,211 - mmdet - INFO - Epoch [39][2650/3992] lr: 1.000e-06, eta: 3 days, 16:30:37, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0236, loss_cls: 0.1387, acc: 94.9785, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3972 2022-05-11 19:47:00,948 - mmdet - INFO - Epoch [39][2700/3992] lr: 1.000e-06, eta: 3 days, 16:30:16, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0232, loss_cls: 0.1541, acc: 94.0234, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4425 2022-05-11 19:47:26,048 - mmdet - INFO - Epoch [39][2750/3992] lr: 1.000e-06, eta: 3 days, 16:29:53, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0271, loss_cls: 0.1609, acc: 94.2344, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4594 2022-05-11 19:47:51,755 - mmdet - INFO - Epoch [39][2800/3992] lr: 1.000e-06, eta: 3 days, 16:29:32, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0250, loss_cls: 0.1563, acc: 94.2051, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4423 2022-05-11 19:48:15,948 - mmdet - INFO - Epoch [39][2850/3992] lr: 1.000e-06, eta: 3 days, 16:29:05, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0272, loss_cls: 0.1488, acc: 94.4160, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4357 2022-05-11 19:48:40,817 - mmdet - INFO - Epoch [39][2900/3992] lr: 1.000e-06, eta: 3 days, 16:28:41, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0261, loss_cls: 0.1589, acc: 94.0996, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4612 2022-05-11 19:49:05,844 - mmdet - INFO - Epoch [39][2950/3992] lr: 1.000e-06, eta: 3 days, 16:28:17, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0265, loss_cls: 0.1695, acc: 93.9707, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4773 2022-05-11 19:49:30,847 - mmdet - INFO - Epoch [39][3000/3992] lr: 1.000e-06, eta: 3 days, 16:27:54, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0292, loss_cls: 0.1745, acc: 93.7246, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4929 2022-05-11 19:49:57,048 - mmdet - INFO - Epoch [39][3050/3992] lr: 1.000e-06, eta: 3 days, 16:27:35, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0311, loss_cls: 0.1730, acc: 93.5840, loss_bbox: 0.2752, loss_mask: 0.0000, loss: 0.4990 2022-05-11 19:50:20,823 - mmdet - INFO - Epoch [39][3100/3992] lr: 1.000e-06, eta: 3 days, 16:27:06, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0272, loss_cls: 0.1657, acc: 94.1992, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4698 2022-05-11 19:50:45,834 - mmdet - INFO - Epoch [39][3150/3992] lr: 1.000e-06, eta: 3 days, 16:26:43, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0246, loss_cls: 0.1452, acc: 94.6309, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4164 2022-05-11 19:51:11,010 - mmdet - INFO - Epoch [39][3200/3992] lr: 1.000e-06, eta: 3 days, 16:26:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0277, loss_cls: 0.1443, acc: 94.6602, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4367 2022-05-11 19:51:36,413 - mmdet - INFO - Epoch [39][3250/3992] lr: 1.000e-06, eta: 3 days, 16:25:58, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0276, loss_cls: 0.1579, acc: 94.2578, loss_bbox: 0.2690, loss_mask: 0.0000, loss: 0.4690 2022-05-11 19:52:01,856 - mmdet - INFO - Epoch [39][3300/3992] lr: 1.000e-06, eta: 3 days, 16:25:36, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0311, loss_cls: 0.1786, acc: 93.6797, loss_bbox: 0.2773, loss_mask: 0.0000, loss: 0.5019 2022-05-11 19:52:26,730 - mmdet - INFO - Epoch [39][3350/3992] lr: 1.000e-06, eta: 3 days, 16:25:12, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0242, loss_cls: 0.1539, acc: 94.5137, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4341 2022-05-11 19:52:52,680 - mmdet - INFO - Epoch [39][3400/3992] lr: 1.000e-06, eta: 3 days, 16:24:52, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0301, loss_cls: 0.1651, acc: 93.8516, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4763 2022-05-11 19:53:17,208 - mmdet - INFO - Epoch [39][3450/3992] lr: 1.000e-06, eta: 3 days, 16:24:26, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0240, loss_cls: 0.1463, acc: 94.7441, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4137 2022-05-11 19:53:41,443 - mmdet - INFO - Epoch [39][3500/3992] lr: 1.000e-06, eta: 3 days, 16:24:00, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0244, loss_cls: 0.1491, acc: 94.6816, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4257 2022-05-11 19:54:06,819 - mmdet - INFO - Epoch [39][3550/3992] lr: 1.000e-06, eta: 3 days, 16:23:38, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0220, loss_cls: 0.1570, acc: 94.2598, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4436 2022-05-11 19:54:31,331 - mmdet - INFO - Epoch [39][3600/3992] lr: 1.000e-06, eta: 3 days, 16:23:12, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0267, loss_cls: 0.1491, acc: 94.5332, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4387 2022-05-11 19:54:55,813 - mmdet - INFO - Epoch [39][3650/3992] lr: 1.000e-06, eta: 3 days, 16:22:46, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0237, loss_cls: 0.1408, acc: 94.7461, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4151 2022-05-11 19:55:21,766 - mmdet - INFO - Epoch [39][3700/3992] lr: 1.000e-06, eta: 3 days, 16:22:26, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0306, loss_cls: 0.1761, acc: 93.6055, loss_bbox: 0.2892, loss_mask: 0.0000, loss: 0.5121 2022-05-11 19:55:46,381 - mmdet - INFO - Epoch [39][3750/3992] lr: 1.000e-06, eta: 3 days, 16:22:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0242, loss_cls: 0.1512, acc: 94.3750, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4333 2022-05-11 19:56:10,639 - mmdet - INFO - Epoch [39][3800/3992] lr: 1.000e-06, eta: 3 days, 16:21:34, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1683, acc: 93.9863, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4677 2022-05-11 19:56:35,886 - mmdet - INFO - Epoch [39][3850/3992] lr: 1.000e-06, eta: 3 days, 16:21:12, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0260, loss_cls: 0.1424, acc: 94.7324, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4302 2022-05-11 19:57:00,800 - mmdet - INFO - Epoch [39][3900/3992] lr: 1.000e-06, eta: 3 days, 16:20:48, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0238, loss_cls: 0.1484, acc: 94.3730, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4361 2022-05-11 19:57:26,258 - mmdet - INFO - Epoch [39][3950/3992] lr: 1.000e-06, eta: 3 days, 16:20:26, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0313, loss_cls: 0.1744, acc: 93.6113, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4911 2022-05-11 19:57:46,952 - mmdet - INFO - Saving checkpoint at 39 epochs 2022-05-11 20:03:27,948 - mmdet - INFO - Evaluating bbox... 2022-05-11 20:03:44,193 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.126 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-11 20:03:44,197 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.259 | desk | 0.098 | | sofa_chair | 0.483 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.352 | cabinet | 0.041 | drawer | 0.056 | | shelf | 0.100 | kitchen_counter | 0.152 | kitchen_cabinet | 0.190 | | cpu | 0.025 | bench | 0.158 | file_cabinet | 0.089 | | whiteboard | 0.140 | lamp | 0.175 | endtable | 0.142 | | bookshelf | 0.232 | coffee_table | 0.197 | dresser | 0.172 | | paper | 0.008 | printer | 0.221 | monitor | 0.230 | | back_pack | 0.076 | night_stand | 0.299 | door | 0.092 | | picture | 0.046 | ottoman | 0.200 | stool | 0.220 | | outlet | 0.000 | towel | 0.065 | tray | 0.018 | | bag | 0.017 | stove | 0.102 | bathtub | 0.421 | | scanner | 0.236 | cubby | 0.016 | mirror | 0.022 | | bottle | 0.004 | rack | 0.019 | cup | 0.065 | | thermos | 0.002 | island | 0.086 | counter | 0.026 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.219 | | cart | 0.121 | tv_stand | 0.110 | poster | 0.000 | | soap_dispenser | 0.009 | toy | nan | chair | 0.338 | | sofa | 0.414 | plant | 0.034 | bed | 0.604 | | dining_table | 0.008 | toilet | 0.539 | tv | 0.262 | | laptop | 0.107 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.023 | microwave | 0.246 | | oven | 0.021 | paper_towel_dispenser | 0.265 | sink | 0.164 | | fridge | 0.168 | book | 0.009 | clock | 0.093 | | vase | 0.044 | fire_extinguisher | 0.005 | blinds | 0.014 | | podium | 0.203 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:03:44,200 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.460 | desk | 0.210 | | sofa_chair | 0.681 | pillow | 0.149 | box | 0.051 | | garbage_bin | 0.619 | cabinet | 0.087 | drawer | 0.089 | | shelf | 0.204 | kitchen_counter | 0.255 | kitchen_cabinet | 0.320 | | cpu | 0.064 | bench | 0.293 | file_cabinet | 0.131 | | whiteboard | 0.231 | lamp | 0.382 | endtable | 0.261 | | bookshelf | 0.423 | coffee_table | 0.370 | dresser | 0.268 | | paper | 0.024 | printer | 0.376 | monitor | 0.529 | | back_pack | 0.176 | night_stand | 0.524 | door | 0.129 | | picture | 0.082 | ottoman | 0.292 | stool | 0.433 | | outlet | 0.000 | towel | 0.100 | tray | 0.041 | | bag | 0.024 | stove | 0.188 | bathtub | 0.676 | | scanner | 0.316 | cubby | 0.025 | mirror | 0.047 | | bottle | 0.007 | rack | 0.029 | cup | 0.158 | | thermos | 0.003 | island | 0.132 | counter | 0.034 | | bowl | 0.088 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.313 | | cart | 0.198 | tv_stand | 0.251 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.683 | | sofa | 0.612 | plant | 0.095 | bed | 0.882 | | dining_table | 0.012 | toilet | 0.860 | tv | 0.469 | | laptop | 0.239 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.231 | telephone | 0.061 | microwave | 0.470 | | oven | 0.039 | paper_towel_dispenser | 0.406 | sink | 0.459 | | fridge | 0.316 | book | 0.023 | clock | 0.136 | | vase | 0.090 | fire_extinguisher | 0.016 | blinds | 0.039 | | podium | 0.277 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:03:44,204 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.088 | table | 0.261 | desk | 0.082 | | sofa_chair | 0.559 | pillow | 0.035 | box | 0.020 | | garbage_bin | 0.397 | cabinet | 0.031 | drawer | 0.056 | | shelf | 0.090 | kitchen_counter | 0.148 | kitchen_cabinet | 0.215 | | cpu | 0.007 | bench | 0.119 | file_cabinet | 0.129 | | whiteboard | 0.153 | lamp | 0.146 | endtable | 0.121 | | bookshelf | 0.214 | coffee_table | 0.146 | dresser | 0.197 | | paper | 0.003 | printer | 0.211 | monitor | 0.156 | | back_pack | 0.059 | night_stand | 0.320 | door | 0.118 | | picture | 0.048 | ottoman | 0.249 | stool | 0.212 | | outlet | 0.000 | towel | 0.077 | tray | 0.021 | | bag | 0.020 | stove | 0.103 | bathtub | 0.485 | | scanner | 0.316 | cubby | 0.021 | mirror | 0.010 | | bottle | 0.006 | rack | 0.025 | cup | 0.038 | | thermos | 0.003 | island | 0.089 | counter | 0.029 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.313 | | cart | 0.101 | tv_stand | 0.076 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.302 | | sofa | 0.457 | plant | 0.012 | bed | 0.703 | | dining_table | 0.011 | toilet | 0.570 | tv | 0.275 | | laptop | 0.104 | mouse | 0.010 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.009 | microwave | 0.184 | | oven | 0.014 | paper_towel_dispenser | 0.274 | sink | 0.060 | | fridge | 0.137 | book | 0.005 | clock | 0.136 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.244 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:03:44,204 - mmdet - INFO - Evaluating segm... 2022-05-11 20:04:03,010 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 20:04:03,014 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:04:03,017 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:04:03,020 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:04:03,352 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 20:04:03,352 - mmdet - INFO - Epoch(val) [39][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1260, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.223 0.126 0.004 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 20:04:31,071 - mmdet - INFO - Epoch [40][50/3992] lr: 1.000e-06, eta: 3 days, 16:18:27, time: 0.554, data_time: 0.062, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0286, loss_cls: 0.1642, acc: 94.1172, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4745 2022-05-11 20:04:54,942 - mmdet - INFO - Epoch [40][100/3992] lr: 1.000e-06, eta: 3 days, 16:17:59, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0277, loss_cls: 0.1615, acc: 94.0078, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4630 2022-05-11 20:05:19,694 - mmdet - INFO - Epoch [40][150/3992] lr: 1.000e-06, eta: 3 days, 16:17:34, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0266, loss_cls: 0.1588, acc: 94.0918, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.4752 2022-05-11 20:05:45,275 - mmdet - INFO - Epoch [40][200/3992] lr: 1.000e-06, eta: 3 days, 16:17:13, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0279, loss_cls: 0.1577, acc: 94.0664, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4613 2022-05-11 20:06:10,105 - mmdet - INFO - Epoch [40][250/3992] lr: 1.000e-06, eta: 3 days, 16:16:48, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0276, loss_cls: 0.1484, acc: 94.5430, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4373 2022-05-11 20:06:34,378 - mmdet - INFO - Epoch [40][300/3992] lr: 1.000e-06, eta: 3 days, 16:16:22, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0257, loss_cls: 0.1588, acc: 94.1172, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4599 2022-05-11 20:06:59,928 - mmdet - INFO - Epoch [40][350/3992] lr: 1.000e-06, eta: 3 days, 16:16:00, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0301, loss_cls: 0.1768, acc: 93.4082, loss_bbox: 0.2802, loss_mask: 0.0000, loss: 0.5017 2022-05-11 20:07:24,874 - mmdet - INFO - Epoch [40][400/3992] lr: 1.000e-06, eta: 3 days, 16:15:36, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0356, loss_cls: 0.1813, acc: 93.2930, loss_bbox: 0.2909, loss_mask: 0.0000, loss: 0.5293 2022-05-11 20:07:49,409 - mmdet - INFO - Epoch [40][450/3992] lr: 1.000e-06, eta: 3 days, 16:15:11, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0276, loss_cls: 0.1550, acc: 94.2148, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4449 2022-05-11 20:08:14,616 - mmdet - INFO - Epoch [40][500/3992] lr: 1.000e-06, eta: 3 days, 16:14:48, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0270, loss_cls: 0.1619, acc: 94.0078, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4605 2022-05-11 20:08:39,879 - mmdet - INFO - Epoch [40][550/3992] lr: 1.000e-06, eta: 3 days, 16:14:26, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0262, loss_cls: 0.1491, acc: 94.3066, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4547 2022-05-11 20:09:04,836 - mmdet - INFO - Epoch [40][600/3992] lr: 1.000e-06, eta: 3 days, 16:14:02, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0305, loss_cls: 0.1677, acc: 93.6895, loss_bbox: 0.2788, loss_mask: 0.0000, loss: 0.4953 2022-05-11 20:09:30,570 - mmdet - INFO - Epoch [40][650/3992] lr: 1.000e-06, eta: 3 days, 16:13:41, time: 0.515, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0309, loss_cls: 0.1771, acc: 93.5918, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4999 2022-05-11 20:09:55,816 - mmdet - INFO - Epoch [40][700/3992] lr: 1.000e-06, eta: 3 days, 16:13:18, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0290, loss_cls: 0.1591, acc: 94.1836, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4593 2022-05-11 20:10:20,213 - mmdet - INFO - Epoch [40][750/3992] lr: 1.000e-06, eta: 3 days, 16:12:52, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1537, acc: 94.3184, loss_bbox: 0.2686, loss_mask: 0.0000, loss: 0.4637 2022-05-11 20:10:45,173 - mmdet - INFO - Epoch [40][800/3992] lr: 1.000e-06, eta: 3 days, 16:12:29, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0270, loss_cls: 0.1506, acc: 94.3809, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4543 2022-05-11 20:11:11,996 - mmdet - INFO - Epoch [40][850/3992] lr: 1.000e-06, eta: 3 days, 16:12:12, time: 0.536, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0231, loss_cls: 0.1355, acc: 94.9902, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3986 2022-05-11 20:11:37,569 - mmdet - INFO - Epoch [40][900/3992] lr: 1.000e-06, eta: 3 days, 16:11:51, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0298, loss_cls: 0.1785, acc: 93.4844, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.5043 2022-05-11 20:12:03,371 - mmdet - INFO - Epoch [40][950/3992] lr: 1.000e-06, eta: 3 days, 16:11:31, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0261, loss_cls: 0.1609, acc: 94.0957, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4553 2022-05-11 20:12:27,544 - mmdet - INFO - Epoch [40][1000/3992] lr: 1.000e-06, eta: 3 days, 16:11:04, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0224, loss_cls: 0.1401, acc: 94.7891, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4134 2022-05-11 20:12:52,757 - mmdet - INFO - Epoch [40][1050/3992] lr: 1.000e-06, eta: 3 days, 16:10:41, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0254, loss_cls: 0.1404, acc: 94.5371, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4120 2022-05-11 20:13:17,337 - mmdet - INFO - Epoch [40][1100/3992] lr: 1.000e-06, eta: 3 days, 16:10:16, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0288, loss_cls: 0.1571, acc: 94.4746, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4421 2022-05-11 20:13:42,130 - mmdet - INFO - Epoch [40][1150/3992] lr: 1.000e-06, eta: 3 days, 16:09:51, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0234, loss_cls: 0.1466, acc: 94.4512, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4338 2022-05-11 20:14:07,355 - mmdet - INFO - Epoch [40][1200/3992] lr: 1.000e-06, eta: 3 days, 16:09:28, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0257, loss_cls: 0.1638, acc: 94.0293, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4572 2022-05-11 20:14:33,524 - mmdet - INFO - Epoch [40][1250/3992] lr: 1.000e-06, eta: 3 days, 16:09:09, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0274, loss_cls: 0.1575, acc: 94.0684, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4579 2022-05-11 20:14:59,884 - mmdet - INFO - Epoch [40][1300/3992] lr: 1.000e-06, eta: 3 days, 16:08:51, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0275, loss_cls: 0.1588, acc: 94.1562, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4583 2022-05-11 20:15:24,586 - mmdet - INFO - Epoch [40][1350/3992] lr: 1.000e-06, eta: 3 days, 16:08:26, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0237, loss_cls: 0.1474, acc: 94.4629, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4291 2022-05-11 20:15:49,735 - mmdet - INFO - Epoch [40][1400/3992] lr: 1.000e-06, eta: 3 days, 16:08:03, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0230, loss_cls: 0.1458, acc: 94.5078, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4187 2022-05-11 20:16:15,053 - mmdet - INFO - Epoch [40][1450/3992] lr: 1.000e-06, eta: 3 days, 16:07:41, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0256, loss_cls: 0.1548, acc: 94.4199, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4392 2022-05-11 20:16:41,073 - mmdet - INFO - Epoch [40][1500/3992] lr: 1.000e-06, eta: 3 days, 16:07:21, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0315, loss_cls: 0.1600, acc: 93.9883, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4819 2022-05-11 20:17:06,194 - mmdet - INFO - Epoch [40][1550/3992] lr: 1.000e-06, eta: 3 days, 16:06:58, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0247, loss_cls: 0.1506, acc: 94.2891, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4420 2022-05-11 20:17:31,608 - mmdet - INFO - Epoch [40][1600/3992] lr: 1.000e-06, eta: 3 days, 16:06:36, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0273, loss_cls: 0.1701, acc: 93.7793, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4844 2022-05-11 20:17:57,185 - mmdet - INFO - Epoch [40][1650/3992] lr: 1.000e-06, eta: 3 days, 16:06:15, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0228, loss_cls: 0.1467, acc: 94.6934, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4218 2022-05-11 20:18:21,594 - mmdet - INFO - Epoch [40][1700/3992] lr: 1.000e-06, eta: 3 days, 16:05:49, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0282, loss_cls: 0.1621, acc: 94.3672, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4593 2022-05-11 20:18:46,174 - mmdet - INFO - Epoch [40][1750/3992] lr: 1.000e-06, eta: 3 days, 16:05:24, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0231, loss_cls: 0.1416, acc: 94.7715, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4226 2022-05-11 20:19:11,035 - mmdet - INFO - Epoch [40][1800/3992] lr: 1.000e-06, eta: 3 days, 16:04:59, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0284, loss_cls: 0.1552, acc: 94.1895, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4427 2022-05-11 20:19:35,652 - mmdet - INFO - Epoch [40][1850/3992] lr: 1.000e-06, eta: 3 days, 16:04:34, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0210, loss_cls: 0.1374, acc: 95.0039, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3926 2022-05-11 20:20:01,498 - mmdet - INFO - Epoch [40][1900/3992] lr: 1.000e-06, eta: 3 days, 16:04:14, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0246, loss_cls: 0.1483, acc: 94.5195, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4261 2022-05-11 20:20:26,752 - mmdet - INFO - Epoch [40][1950/3992] lr: 1.000e-06, eta: 3 days, 16:03:51, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0273, loss_cls: 0.1594, acc: 94.1992, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4500 2022-05-11 20:20:51,826 - mmdet - INFO - Epoch [40][2000/3992] lr: 1.000e-06, eta: 3 days, 16:03:28, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0255, loss_cls: 0.1528, acc: 94.1523, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4463 2022-05-11 20:21:17,027 - mmdet - INFO - Epoch [40][2050/3992] lr: 1.000e-06, eta: 3 days, 16:03:05, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0235, loss_cls: 0.1496, acc: 94.5469, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4357 2022-05-11 20:21:42,415 - mmdet - INFO - Epoch [40][2100/3992] lr: 1.000e-06, eta: 3 days, 16:02:43, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0228, loss_cls: 0.1285, acc: 94.9883, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3829 2022-05-11 20:22:06,781 - mmdet - INFO - Epoch [40][2150/3992] lr: 1.000e-06, eta: 3 days, 16:02:17, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0219, loss_cls: 0.1412, acc: 94.7031, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4142 2022-05-11 20:22:32,690 - mmdet - INFO - Epoch [40][2200/3992] lr: 1.000e-06, eta: 3 days, 16:01:57, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0269, loss_cls: 0.1531, acc: 94.1367, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4522 2022-05-11 20:22:58,672 - mmdet - INFO - Epoch [40][2250/3992] lr: 1.000e-06, eta: 3 days, 16:01:37, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0279, loss_cls: 0.1572, acc: 94.1523, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4662 2022-05-11 20:23:24,206 - mmdet - INFO - Epoch [40][2300/3992] lr: 1.000e-06, eta: 3 days, 16:01:15, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0294, loss_cls: 0.1610, acc: 94.0859, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4687 2022-05-11 20:23:48,515 - mmdet - INFO - Epoch [40][2350/3992] lr: 1.000e-06, eta: 3 days, 16:00:49, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0216, loss_cls: 0.1346, acc: 95.0859, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4007 2022-05-11 20:24:14,028 - mmdet - INFO - Epoch [40][2400/3992] lr: 1.000e-06, eta: 3 days, 16:00:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0309, loss_cls: 0.1539, acc: 94.1152, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4752 2022-05-11 20:24:39,576 - mmdet - INFO - Epoch [40][2450/3992] lr: 1.000e-06, eta: 3 days, 16:00:06, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0229, loss_cls: 0.1409, acc: 95.0664, loss_bbox: 0.2153, loss_mask: 0.0000, loss: 0.3919 2022-05-11 20:25:05,129 - mmdet - INFO - Epoch [40][2500/3992] lr: 1.000e-06, eta: 3 days, 15:59:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0266, loss_cls: 0.1593, acc: 94.0312, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4547 2022-05-11 20:25:30,464 - mmdet - INFO - Epoch [40][2550/3992] lr: 1.000e-06, eta: 3 days, 15:59:22, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0241, loss_cls: 0.1431, acc: 94.7656, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4118 2022-05-11 20:25:55,078 - mmdet - INFO - Epoch [40][2600/3992] lr: 1.000e-06, eta: 3 days, 15:58:57, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0294, loss_cls: 0.1669, acc: 93.9609, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4759 2022-05-11 20:26:20,000 - mmdet - INFO - Epoch [40][2650/3992] lr: 1.000e-06, eta: 3 days, 15:58:33, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0223, loss_cls: 0.1384, acc: 94.7344, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4075 2022-05-11 20:26:45,526 - mmdet - INFO - Epoch [40][2700/3992] lr: 1.000e-06, eta: 3 days, 15:58:11, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0264, loss_cls: 0.1745, acc: 94.0254, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4801 2022-05-11 20:27:11,740 - mmdet - INFO - Epoch [40][2750/3992] lr: 1.000e-06, eta: 3 days, 15:57:52, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0249, loss_cls: 0.1506, acc: 94.4551, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4364 2022-05-11 20:27:37,902 - mmdet - INFO - Epoch [40][2800/3992] lr: 1.000e-06, eta: 3 days, 15:57:33, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0249, loss_cls: 0.1498, acc: 94.2402, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4413 2022-05-11 20:28:02,820 - mmdet - INFO - Epoch [40][2850/3992] lr: 1.000e-06, eta: 3 days, 15:57:09, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0264, loss_cls: 0.1532, acc: 94.4492, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4346 2022-05-11 20:28:27,178 - mmdet - INFO - Epoch [40][2900/3992] lr: 1.000e-06, eta: 3 days, 15:56:43, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0289, loss_cls: 0.1673, acc: 93.9785, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4744 2022-05-11 20:28:53,173 - mmdet - INFO - Epoch [40][2950/3992] lr: 1.000e-06, eta: 3 days, 15:56:23, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0262, loss_cls: 0.1503, acc: 94.6328, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4308 2022-05-11 20:29:18,611 - mmdet - INFO - Epoch [40][3000/3992] lr: 1.000e-06, eta: 3 days, 15:56:01, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0282, loss_cls: 0.1679, acc: 93.6230, loss_bbox: 0.2828, loss_mask: 0.0000, loss: 0.4930 2022-05-11 20:29:42,564 - mmdet - INFO - Epoch [40][3050/3992] lr: 1.000e-06, eta: 3 days, 15:55:34, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0286, loss_cls: 0.1655, acc: 93.9668, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4768 2022-05-11 20:30:07,469 - mmdet - INFO - Epoch [40][3100/3992] lr: 1.000e-06, eta: 3 days, 15:55:09, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0249, loss_cls: 0.1501, acc: 94.4297, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4331 2022-05-11 20:30:33,395 - mmdet - INFO - Epoch [40][3150/3992] lr: 1.000e-06, eta: 3 days, 15:54:49, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0248, loss_cls: 0.1613, acc: 94.2031, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4558 2022-05-11 20:30:57,888 - mmdet - INFO - Epoch [40][3200/3992] lr: 1.000e-06, eta: 3 days, 15:54:24, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0281, loss_cls: 0.1635, acc: 93.9590, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4713 2022-05-11 20:31:22,646 - mmdet - INFO - Epoch [40][3250/3992] lr: 1.000e-06, eta: 3 days, 15:53:59, time: 0.495, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0228, loss_cls: 0.1393, acc: 94.8184, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3925 2022-05-11 20:31:47,718 - mmdet - INFO - Epoch [40][3300/3992] lr: 1.000e-06, eta: 3 days, 15:53:36, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0306, loss_cls: 0.1639, acc: 93.9316, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4702 2022-05-11 20:32:13,359 - mmdet - INFO - Epoch [40][3350/3992] lr: 1.000e-06, eta: 3 days, 15:53:14, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0242, loss_cls: 0.1435, acc: 94.8008, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4221 2022-05-11 20:32:38,205 - mmdet - INFO - Epoch [40][3400/3992] lr: 1.000e-06, eta: 3 days, 15:52:50, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0299, loss_cls: 0.1817, acc: 93.3691, loss_bbox: 0.3008, loss_mask: 0.0000, loss: 0.5257 2022-05-11 20:33:03,248 - mmdet - INFO - Epoch [40][3450/3992] lr: 1.000e-06, eta: 3 days, 15:52:27, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0255, loss_cls: 0.1603, acc: 94.1328, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4600 2022-05-11 20:33:28,603 - mmdet - INFO - Epoch [40][3500/3992] lr: 1.000e-06, eta: 3 days, 15:52:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0294, loss_cls: 0.1604, acc: 93.9766, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4567 2022-05-11 20:33:53,865 - mmdet - INFO - Epoch [40][3550/3992] lr: 1.000e-06, eta: 3 days, 15:51:42, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0315, loss_cls: 0.1821, acc: 93.4668, loss_bbox: 0.2972, loss_mask: 0.0000, loss: 0.5326 2022-05-11 20:34:18,212 - mmdet - INFO - Epoch [40][3600/3992] lr: 1.000e-06, eta: 3 days, 15:51:15, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0248, loss_rpn_bbox: 0.0288, loss_cls: 0.1725, acc: 93.8438, loss_bbox: 0.2772, loss_mask: 0.0000, loss: 0.5033 2022-05-11 20:34:43,701 - mmdet - INFO - Epoch [40][3650/3992] lr: 1.000e-06, eta: 3 days, 15:50:54, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0267, loss_cls: 0.1535, acc: 94.1797, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4547 2022-05-11 20:35:09,886 - mmdet - INFO - Epoch [40][3700/3992] lr: 1.000e-06, eta: 3 days, 15:50:35, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0263, loss_cls: 0.1488, acc: 94.5312, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4436 2022-05-11 20:35:34,140 - mmdet - INFO - Epoch [40][3750/3992] lr: 1.000e-06, eta: 3 days, 15:50:08, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0245, loss_cls: 0.1437, acc: 94.8203, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.4139 2022-05-11 20:35:59,715 - mmdet - INFO - Epoch [40][3800/3992] lr: 1.000e-06, eta: 3 days, 15:49:46, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0308, loss_cls: 0.1708, acc: 93.7598, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4817 2022-05-11 20:36:24,489 - mmdet - INFO - Epoch [40][3850/3992] lr: 1.000e-06, eta: 3 days, 15:49:22, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0280, loss_cls: 0.1542, acc: 94.2852, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4560 2022-05-11 20:36:49,330 - mmdet - INFO - Epoch [40][3900/3992] lr: 1.000e-06, eta: 3 days, 15:48:57, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0239, loss_cls: 0.1565, acc: 94.4336, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4438 2022-05-11 20:37:14,460 - mmdet - INFO - Epoch [40][3950/3992] lr: 1.000e-06, eta: 3 days, 15:48:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0247, loss_cls: 0.1436, acc: 94.5332, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4317 2022-05-11 20:37:35,991 - mmdet - INFO - Saving checkpoint at 40 epochs 2022-05-11 20:43:18,636 - mmdet - INFO - Evaluating bbox... 2022-05-11 20:43:35,521 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-11 20:43:35,526 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.259 | desk | 0.097 | | sofa_chair | 0.480 | pillow | 0.059 | box | 0.023 | | garbage_bin | 0.352 | cabinet | 0.038 | drawer | 0.059 | | shelf | 0.102 | kitchen_counter | 0.156 | kitchen_cabinet | 0.191 | | cpu | 0.024 | bench | 0.158 | file_cabinet | 0.082 | | whiteboard | 0.145 | lamp | 0.174 | endtable | 0.138 | | bookshelf | 0.236 | coffee_table | 0.197 | dresser | 0.167 | | paper | 0.008 | printer | 0.229 | monitor | 0.230 | | back_pack | 0.078 | night_stand | 0.299 | door | 0.089 | | picture | 0.048 | ottoman | 0.200 | stool | 0.223 | | outlet | 0.000 | towel | 0.064 | tray | 0.017 | | bag | 0.019 | stove | 0.103 | bathtub | 0.435 | | scanner | 0.230 | cubby | 0.017 | mirror | 0.021 | | bottle | 0.004 | rack | 0.014 | cup | 0.066 | | thermos | 0.010 | island | 0.075 | counter | 0.026 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.193 | | cart | 0.122 | tv_stand | 0.113 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.341 | | sofa | 0.415 | plant | 0.036 | bed | 0.605 | | dining_table | 0.009 | toilet | 0.539 | tv | 0.256 | | laptop | 0.109 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.024 | microwave | 0.239 | | oven | 0.016 | paper_towel_dispenser | 0.245 | sink | 0.162 | | fridge | 0.174 | book | 0.008 | clock | 0.091 | | vase | 0.042 | fire_extinguisher | 0.005 | blinds | 0.014 | | podium | 0.191 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:35,529 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.202 | table | 0.462 | desk | 0.212 | | sofa_chair | 0.675 | pillow | 0.153 | box | 0.051 | | garbage_bin | 0.620 | cabinet | 0.080 | drawer | 0.093 | | shelf | 0.210 | kitchen_counter | 0.264 | kitchen_cabinet | 0.308 | | cpu | 0.061 | bench | 0.295 | file_cabinet | 0.116 | | whiteboard | 0.235 | lamp | 0.380 | endtable | 0.260 | | bookshelf | 0.423 | coffee_table | 0.370 | dresser | 0.264 | | paper | 0.024 | printer | 0.372 | monitor | 0.533 | | back_pack | 0.168 | night_stand | 0.521 | door | 0.128 | | picture | 0.087 | ottoman | 0.291 | stool | 0.438 | | outlet | 0.000 | towel | 0.099 | tray | 0.040 | | bag | 0.026 | stove | 0.189 | bathtub | 0.669 | | scanner | 0.313 | cubby | 0.030 | mirror | 0.049 | | bottle | 0.006 | rack | 0.022 | cup | 0.155 | | thermos | 0.080 | island | 0.112 | counter | 0.035 | | bowl | 0.096 | plate | 0.003 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.294 | | cart | 0.196 | tv_stand | 0.263 | poster | 0.001 | | soap_dispenser | 0.018 | toy | nan | chair | 0.683 | | sofa | 0.609 | plant | 0.096 | bed | 0.883 | | dining_table | 0.015 | toilet | 0.881 | tv | 0.454 | | laptop | 0.235 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.240 | telephone | 0.065 | microwave | 0.463 | | oven | 0.030 | paper_towel_dispenser | 0.406 | sink | 0.459 | | fridge | 0.321 | book | 0.022 | clock | 0.140 | | vase | 0.081 | fire_extinguisher | 0.016 | blinds | 0.040 | | podium | 0.261 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:35,533 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.082 | table | 0.256 | desk | 0.081 | | sofa_chair | 0.553 | pillow | 0.036 | box | 0.018 | | garbage_bin | 0.391 | cabinet | 0.031 | drawer | 0.058 | | shelf | 0.089 | kitchen_counter | 0.150 | kitchen_cabinet | 0.229 | | cpu | 0.005 | bench | 0.126 | file_cabinet | 0.114 | | whiteboard | 0.154 | lamp | 0.134 | endtable | 0.115 | | bookshelf | 0.231 | coffee_table | 0.148 | dresser | 0.194 | | paper | 0.004 | printer | 0.247 | monitor | 0.164 | | back_pack | 0.061 | night_stand | 0.312 | door | 0.117 | | picture | 0.052 | ottoman | 0.236 | stool | 0.214 | | outlet | 0.000 | towel | 0.076 | tray | 0.021 | | bag | 0.021 | stove | 0.103 | bathtub | 0.461 | | scanner | 0.313 | cubby | 0.022 | mirror | 0.011 | | bottle | 0.005 | rack | 0.019 | cup | 0.046 | | thermos | 0.003 | island | 0.075 | counter | 0.028 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.121 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.304 | | sofa | 0.458 | plant | 0.016 | bed | 0.702 | | dining_table | 0.012 | toilet | 0.573 | tv | 0.265 | | laptop | 0.095 | mouse | 0.010 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.008 | microwave | 0.174 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.070 | | fridge | 0.147 | book | 0.005 | clock | 0.113 | | vase | 0.024 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.232 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:35,533 - mmdet - INFO - Evaluating segm... 2022-05-11 20:43:54,725 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 20:43:54,729 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:54,732 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:54,735 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 20:43:55,051 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 20:43:55,051 - mmdet - INFO - Epoch(val) [40][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.223 0.124 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 20:44:21,556 - mmdet - INFO - Epoch [41][50/3992] lr: 1.000e-06, eta: 3 days, 15:46:33, time: 0.530, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0285, loss_cls: 0.1477, acc: 94.3359, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4407 2022-05-11 20:44:44,552 - mmdet - INFO - Epoch [41][100/3992] lr: 1.000e-06, eta: 3 days, 15:46:01, time: 0.460, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0241, loss_cls: 0.1596, acc: 94.0352, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4628 2022-05-11 20:45:10,411 - mmdet - INFO - Epoch [41][150/3992] lr: 1.000e-06, eta: 3 days, 15:45:41, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0258, loss_cls: 0.1585, acc: 94.3965, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4453 2022-05-11 20:45:36,283 - mmdet - INFO - Epoch [41][200/3992] lr: 1.000e-06, eta: 3 days, 15:45:20, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0329, loss_cls: 0.1593, acc: 94.0625, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4775 2022-05-11 20:46:01,745 - mmdet - INFO - Epoch [41][250/3992] lr: 1.000e-06, eta: 3 days, 15:44:59, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0278, loss_cls: 0.1504, acc: 94.4062, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4462 2022-05-11 20:46:26,482 - mmdet - INFO - Epoch [41][300/3992] lr: 1.000e-06, eta: 3 days, 15:44:34, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0290, loss_cls: 0.1629, acc: 94.1836, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4719 2022-05-11 20:46:52,937 - mmdet - INFO - Epoch [41][350/3992] lr: 1.000e-06, eta: 3 days, 15:44:16, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0317, loss_cls: 0.1764, acc: 93.6094, loss_bbox: 0.2838, loss_mask: 0.0000, loss: 0.5059 2022-05-11 20:47:17,483 - mmdet - INFO - Epoch [41][400/3992] lr: 1.000e-06, eta: 3 days, 15:43:50, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0296, loss_cls: 0.1579, acc: 94.1348, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4612 2022-05-11 20:47:43,005 - mmdet - INFO - Epoch [41][450/3992] lr: 1.000e-06, eta: 3 days, 15:43:29, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0256, loss_cls: 0.1419, acc: 94.6758, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4166 2022-05-11 20:48:07,549 - mmdet - INFO - Epoch [41][500/3992] lr: 1.000e-06, eta: 3 days, 15:43:03, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0284, loss_cls: 0.1694, acc: 93.8887, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4743 2022-05-11 20:48:32,510 - mmdet - INFO - Epoch [41][550/3992] lr: 1.000e-06, eta: 3 days, 15:42:39, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0244, loss_cls: 0.1644, acc: 94.0586, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4571 2022-05-11 20:48:57,627 - mmdet - INFO - Epoch [41][600/3992] lr: 1.000e-06, eta: 3 days, 15:42:16, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0272, loss_cls: 0.1569, acc: 94.1191, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4631 2022-05-11 20:49:21,689 - mmdet - INFO - Epoch [41][650/3992] lr: 1.000e-06, eta: 3 days, 15:41:49, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0288, loss_cls: 0.1854, acc: 93.3340, loss_bbox: 0.2923, loss_mask: 0.0000, loss: 0.5244 2022-05-11 20:49:47,944 - mmdet - INFO - Epoch [41][700/3992] lr: 1.000e-06, eta: 3 days, 15:41:30, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0289, loss_cls: 0.1719, acc: 93.5781, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4846 2022-05-11 20:50:13,131 - mmdet - INFO - Epoch [41][750/3992] lr: 1.000e-06, eta: 3 days, 15:41:07, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0272, loss_cls: 0.1541, acc: 94.4180, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4528 2022-05-11 20:50:38,330 - mmdet - INFO - Epoch [41][800/3992] lr: 1.000e-06, eta: 3 days, 15:40:44, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0264, loss_cls: 0.1589, acc: 94.2969, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4561 2022-05-11 20:51:02,927 - mmdet - INFO - Epoch [41][850/3992] lr: 1.000e-06, eta: 3 days, 15:40:19, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0246, loss_cls: 0.1398, acc: 94.9844, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.4034 2022-05-11 20:51:27,751 - mmdet - INFO - Epoch [41][900/3992] lr: 1.000e-06, eta: 3 days, 15:39:54, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0243, loss_cls: 0.1365, acc: 94.9629, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.3973 2022-05-11 20:51:52,775 - mmdet - INFO - Epoch [41][950/3992] lr: 1.000e-06, eta: 3 days, 15:39:31, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0254, loss_cls: 0.1508, acc: 94.5684, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4400 2022-05-11 20:52:17,045 - mmdet - INFO - Epoch [41][1000/3992] lr: 1.000e-06, eta: 3 days, 15:39:04, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0285, loss_cls: 0.1535, acc: 94.2227, loss_bbox: 0.2738, loss_mask: 0.0000, loss: 0.4719 2022-05-11 20:52:41,602 - mmdet - INFO - Epoch [41][1050/3992] lr: 1.000e-06, eta: 3 days, 15:38:39, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0262, loss_cls: 0.1525, acc: 94.2383, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4487 2022-05-11 20:53:06,880 - mmdet - INFO - Epoch [41][1100/3992] lr: 1.000e-06, eta: 3 days, 15:38:16, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0235, loss_cls: 0.1410, acc: 94.4395, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.4051 2022-05-11 20:53:31,965 - mmdet - INFO - Epoch [41][1150/3992] lr: 1.000e-06, eta: 3 days, 15:37:53, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0243, loss_cls: 0.1614, acc: 94.2129, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4642 2022-05-11 20:53:56,585 - mmdet - INFO - Epoch [41][1200/3992] lr: 1.000e-06, eta: 3 days, 15:37:28, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0234, loss_cls: 0.1346, acc: 94.9980, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.3956 2022-05-11 20:54:22,378 - mmdet - INFO - Epoch [41][1250/3992] lr: 1.000e-06, eta: 3 days, 15:37:07, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0272, loss_cls: 0.1697, acc: 93.7207, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.4873 2022-05-11 20:54:48,639 - mmdet - INFO - Epoch [41][1300/3992] lr: 1.000e-06, eta: 3 days, 15:36:48, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0262, loss_cls: 0.1661, acc: 94.3320, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4535 2022-05-11 20:55:13,628 - mmdet - INFO - Epoch [41][1350/3992] lr: 1.000e-06, eta: 3 days, 15:36:25, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0234, loss_cls: 0.1406, acc: 94.8457, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4126 2022-05-11 20:55:39,876 - mmdet - INFO - Epoch [41][1400/3992] lr: 1.000e-06, eta: 3 days, 15:36:06, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0258, loss_cls: 0.1565, acc: 94.2344, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4495 2022-05-11 20:56:05,522 - mmdet - INFO - Epoch [41][1450/3992] lr: 1.000e-06, eta: 3 days, 15:35:45, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0262, loss_cls: 0.1498, acc: 94.3652, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4376 2022-05-11 20:56:31,156 - mmdet - INFO - Epoch [41][1500/3992] lr: 1.000e-06, eta: 3 days, 15:35:23, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0246, loss_cls: 0.1458, acc: 94.7266, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4236 2022-05-11 20:56:56,253 - mmdet - INFO - Epoch [41][1550/3992] lr: 1.000e-06, eta: 3 days, 15:35:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0293, loss_cls: 0.1704, acc: 93.7461, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4686 2022-05-11 20:57:20,725 - mmdet - INFO - Epoch [41][1600/3992] lr: 1.000e-06, eta: 3 days, 15:34:34, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0280, loss_cls: 0.1608, acc: 94.0391, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4738 2022-05-11 20:57:44,807 - mmdet - INFO - Epoch [41][1650/3992] lr: 1.000e-06, eta: 3 days, 15:34:07, time: 0.482, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0218, loss_cls: 0.1413, acc: 94.9590, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4033 2022-05-11 20:58:09,210 - mmdet - INFO - Epoch [41][1700/3992] lr: 1.000e-06, eta: 3 days, 15:33:41, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0260, loss_cls: 0.1487, acc: 94.3730, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4366 2022-05-11 20:58:33,503 - mmdet - INFO - Epoch [41][1750/3992] lr: 1.000e-06, eta: 3 days, 15:33:14, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0272, loss_cls: 0.1528, acc: 94.5332, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4455 2022-05-11 20:58:58,800 - mmdet - INFO - Epoch [41][1800/3992] lr: 1.000e-06, eta: 3 days, 15:32:52, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0346, loss_cls: 0.1601, acc: 93.7559, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4805 2022-05-11 20:59:24,108 - mmdet - INFO - Epoch [41][1850/3992] lr: 1.000e-06, eta: 3 days, 15:32:29, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0268, loss_cls: 0.1727, acc: 93.7930, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4804 2022-05-11 20:59:49,685 - mmdet - INFO - Epoch [41][1900/3992] lr: 1.000e-06, eta: 3 days, 15:32:08, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0291, loss_cls: 0.1668, acc: 94.0352, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4787 2022-05-11 21:00:14,567 - mmdet - INFO - Epoch [41][1950/3992] lr: 1.000e-06, eta: 3 days, 15:31:44, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0269, loss_cls: 0.1652, acc: 94.1914, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4528 2022-05-11 21:00:38,953 - mmdet - INFO - Epoch [41][2000/3992] lr: 1.000e-06, eta: 3 days, 15:31:17, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0227, loss_cls: 0.1436, acc: 94.6484, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4268 2022-05-11 21:01:05,326 - mmdet - INFO - Epoch [41][2050/3992] lr: 1.000e-06, eta: 3 days, 15:30:59, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0250, loss_cls: 0.1586, acc: 94.3867, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4359 2022-05-11 21:01:29,909 - mmdet - INFO - Epoch [41][2100/3992] lr: 1.000e-06, eta: 3 days, 15:30:34, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0248, loss_cls: 0.1572, acc: 94.2344, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4600 2022-05-11 21:01:55,129 - mmdet - INFO - Epoch [41][2150/3992] lr: 1.000e-06, eta: 3 days, 15:30:11, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0259, loss_cls: 0.1595, acc: 94.0742, loss_bbox: 0.2704, loss_mask: 0.0000, loss: 0.4737 2022-05-11 21:02:19,995 - mmdet - INFO - Epoch [41][2200/3992] lr: 1.000e-06, eta: 3 days, 15:29:47, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0259, loss_cls: 0.1552, acc: 94.2402, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4555 2022-05-11 21:02:45,800 - mmdet - INFO - Epoch [41][2250/3992] lr: 1.000e-06, eta: 3 days, 15:29:26, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0284, loss_cls: 0.1579, acc: 94.1250, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4547 2022-05-11 21:03:10,445 - mmdet - INFO - Epoch [41][2300/3992] lr: 1.000e-06, eta: 3 days, 15:29:01, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0239, loss_cls: 0.1583, acc: 94.0000, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4553 2022-05-11 21:03:34,724 - mmdet - INFO - Epoch [41][2350/3992] lr: 1.000e-06, eta: 3 days, 15:28:34, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0272, loss_cls: 0.1429, acc: 94.6152, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4296 2022-05-11 21:04:00,373 - mmdet - INFO - Epoch [41][2400/3992] lr: 1.000e-06, eta: 3 days, 15:28:13, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0244, loss_cls: 0.1426, acc: 94.6953, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4183 2022-05-11 21:04:25,359 - mmdet - INFO - Epoch [41][2450/3992] lr: 1.000e-06, eta: 3 days, 15:27:49, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0297, loss_cls: 0.1609, acc: 94.1641, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4728 2022-05-11 21:04:50,479 - mmdet - INFO - Epoch [41][2500/3992] lr: 1.000e-06, eta: 3 days, 15:27:26, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0287, loss_cls: 0.1751, acc: 93.4668, loss_bbox: 0.2699, loss_mask: 0.0000, loss: 0.4904 2022-05-11 21:05:15,507 - mmdet - INFO - Epoch [41][2550/3992] lr: 1.000e-06, eta: 3 days, 15:27:02, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0275, loss_cls: 0.1654, acc: 94.2285, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4628 2022-05-11 21:05:40,463 - mmdet - INFO - Epoch [41][2600/3992] lr: 1.000e-06, eta: 3 days, 15:26:39, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0275, loss_cls: 0.1523, acc: 94.5840, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4375 2022-05-11 21:06:06,865 - mmdet - INFO - Epoch [41][2650/3992] lr: 1.000e-06, eta: 3 days, 15:26:20, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0307, loss_cls: 0.1596, acc: 93.8691, loss_bbox: 0.2796, loss_mask: 0.0000, loss: 0.4826 2022-05-11 21:06:31,734 - mmdet - INFO - Epoch [41][2700/3992] lr: 1.000e-06, eta: 3 days, 15:25:56, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0256, loss_cls: 0.1417, acc: 94.6309, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4272 2022-05-11 21:06:56,995 - mmdet - INFO - Epoch [41][2750/3992] lr: 1.000e-06, eta: 3 days, 15:25:33, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0261, loss_cls: 0.1620, acc: 93.9160, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4647 2022-05-11 21:07:22,806 - mmdet - INFO - Epoch [41][2800/3992] lr: 1.000e-06, eta: 3 days, 15:25:13, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0276, loss_cls: 0.1508, acc: 94.5898, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4389 2022-05-11 21:07:47,944 - mmdet - INFO - Epoch [41][2850/3992] lr: 1.000e-06, eta: 3 days, 15:24:50, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0242, loss_cls: 0.1454, acc: 94.5508, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4207 2022-05-11 21:08:12,912 - mmdet - INFO - Epoch [41][2900/3992] lr: 1.000e-06, eta: 3 days, 15:24:26, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0341, loss_cls: 0.1676, acc: 93.9473, loss_bbox: 0.2758, loss_mask: 0.0000, loss: 0.4999 2022-05-11 21:08:37,942 - mmdet - INFO - Epoch [41][2950/3992] lr: 1.000e-06, eta: 3 days, 15:24:02, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0259, loss_cls: 0.1558, acc: 94.2793, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4492 2022-05-11 21:09:02,767 - mmdet - INFO - Epoch [41][3000/3992] lr: 1.000e-06, eta: 3 days, 15:23:38, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0289, loss_cls: 0.1658, acc: 93.9629, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4690 2022-05-11 21:09:27,509 - mmdet - INFO - Epoch [41][3050/3992] lr: 1.000e-06, eta: 3 days, 15:23:13, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0254, loss_cls: 0.1472, acc: 94.4883, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4303 2022-05-11 21:09:52,828 - mmdet - INFO - Epoch [41][3100/3992] lr: 1.000e-06, eta: 3 days, 15:22:50, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0254, loss_cls: 0.1462, acc: 94.5430, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4210 2022-05-11 21:10:18,161 - mmdet - INFO - Epoch [41][3150/3992] lr: 1.000e-06, eta: 3 days, 15:22:28, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0246, loss_cls: 0.1579, acc: 94.1914, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4467 2022-05-11 21:10:42,551 - mmdet - INFO - Epoch [41][3200/3992] lr: 1.000e-06, eta: 3 days, 15:22:02, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0232, loss_cls: 0.1325, acc: 95.1875, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3891 2022-05-11 21:11:06,349 - mmdet - INFO - Epoch [41][3250/3992] lr: 1.000e-06, eta: 3 days, 15:21:33, time: 0.476, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0315, loss_cls: 0.1703, acc: 93.6602, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.4969 2022-05-11 21:11:31,250 - mmdet - INFO - Epoch [41][3300/3992] lr: 1.000e-06, eta: 3 days, 15:21:09, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0265, loss_cls: 0.1523, acc: 94.0723, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4474 2022-05-11 21:11:55,626 - mmdet - INFO - Epoch [41][3350/3992] lr: 1.000e-06, eta: 3 days, 15:20:43, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0271, loss_cls: 0.1636, acc: 94.3125, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4569 2022-05-11 21:12:21,346 - mmdet - INFO - Epoch [41][3400/3992] lr: 1.000e-06, eta: 3 days, 15:20:22, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0252, loss_cls: 0.1687, acc: 93.7598, loss_bbox: 0.2803, loss_mask: 0.0000, loss: 0.4855 2022-05-11 21:12:46,139 - mmdet - INFO - Epoch [41][3450/3992] lr: 1.000e-06, eta: 3 days, 15:19:57, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0274, loss_cls: 0.1728, acc: 93.7363, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4799 2022-05-11 21:13:10,014 - mmdet - INFO - Epoch [41][3500/3992] lr: 1.000e-06, eta: 3 days, 15:19:29, time: 0.477, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0283, loss_cls: 0.1602, acc: 94.2539, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4558 2022-05-11 21:13:35,208 - mmdet - INFO - Epoch [41][3550/3992] lr: 1.000e-06, eta: 3 days, 15:19:06, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0259, loss_cls: 0.1519, acc: 94.2500, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4310 2022-05-11 21:13:59,652 - mmdet - INFO - Epoch [41][3600/3992] lr: 1.000e-06, eta: 3 days, 15:18:40, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0285, loss_cls: 0.1627, acc: 94.0703, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4613 2022-05-11 21:14:25,474 - mmdet - INFO - Epoch [41][3650/3992] lr: 1.000e-06, eta: 3 days, 15:18:20, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0291, loss_cls: 0.1641, acc: 93.9961, loss_bbox: 0.2660, loss_mask: 0.0000, loss: 0.4751 2022-05-11 21:14:50,507 - mmdet - INFO - Epoch [41][3700/3992] lr: 1.000e-06, eta: 3 days, 15:17:56, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0284, loss_cls: 0.1621, acc: 93.8125, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4827 2022-05-11 21:15:15,382 - mmdet - INFO - Epoch [41][3750/3992] lr: 1.000e-06, eta: 3 days, 15:17:32, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0243, loss_cls: 0.1531, acc: 94.5449, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4267 2022-05-11 21:15:41,456 - mmdet - INFO - Epoch [41][3800/3992] lr: 1.000e-06, eta: 3 days, 15:17:12, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0240, loss_cls: 0.1430, acc: 94.6914, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4298 2022-05-11 21:16:07,055 - mmdet - INFO - Epoch [41][3850/3992] lr: 1.000e-06, eta: 3 days, 15:16:51, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0271, loss_cls: 0.1541, acc: 94.2793, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4552 2022-05-11 21:16:32,085 - mmdet - INFO - Epoch [41][3900/3992] lr: 1.000e-06, eta: 3 days, 15:16:27, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0246, loss_cls: 0.1396, acc: 94.7598, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4136 2022-05-11 21:16:56,940 - mmdet - INFO - Epoch [41][3950/3992] lr: 1.000e-06, eta: 3 days, 15:16:03, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0255, loss_cls: 0.1645, acc: 94.2480, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4561 2022-05-11 21:17:19,042 - mmdet - INFO - Saving checkpoint at 41 epochs 2022-05-11 21:23:00,632 - mmdet - INFO - Evaluating bbox... 2022-05-11 21:23:17,281 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-11 21:23:17,286 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.254 | desk | 0.094 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.352 | cabinet | 0.043 | drawer | 0.058 | | shelf | 0.105 | kitchen_counter | 0.157 | kitchen_cabinet | 0.191 | | cpu | 0.023 | bench | 0.158 | file_cabinet | 0.087 | | whiteboard | 0.144 | lamp | 0.172 | endtable | 0.139 | | bookshelf | 0.234 | coffee_table | 0.199 | dresser | 0.169 | | paper | 0.008 | printer | 0.222 | monitor | 0.226 | | back_pack | 0.075 | night_stand | 0.298 | door | 0.087 | | picture | 0.046 | ottoman | 0.198 | stool | 0.226 | | outlet | 0.000 | towel | 0.062 | tray | 0.015 | | bag | 0.015 | stove | 0.100 | bathtub | 0.430 | | scanner | 0.234 | cubby | 0.018 | mirror | 0.020 | | bottle | 0.004 | rack | 0.018 | cup | 0.071 | | thermos | 0.002 | island | 0.090 | counter | 0.029 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.212 | | cart | 0.121 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.340 | | sofa | 0.418 | plant | 0.033 | bed | 0.598 | | dining_table | 0.005 | toilet | 0.542 | tv | 0.259 | | laptop | 0.106 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.024 | microwave | 0.244 | | oven | 0.020 | paper_towel_dispenser | 0.245 | sink | 0.167 | | fridge | 0.168 | book | 0.009 | clock | 0.082 | | vase | 0.043 | fire_extinguisher | 0.005 | blinds | 0.014 | | podium | 0.189 | others | 0.043 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:17,289 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.194 | table | 0.459 | desk | 0.202 | | sofa_chair | 0.676 | pillow | 0.146 | box | 0.051 | | garbage_bin | 0.620 | cabinet | 0.087 | drawer | 0.091 | | shelf | 0.211 | kitchen_counter | 0.275 | kitchen_cabinet | 0.298 | | cpu | 0.062 | bench | 0.300 | file_cabinet | 0.131 | | whiteboard | 0.231 | lamp | 0.381 | endtable | 0.263 | | bookshelf | 0.421 | coffee_table | 0.372 | dresser | 0.266 | | paper | 0.022 | printer | 0.380 | monitor | 0.529 | | back_pack | 0.160 | night_stand | 0.522 | door | 0.126 | | picture | 0.082 | ottoman | 0.288 | stool | 0.441 | | outlet | 0.000 | towel | 0.095 | tray | 0.045 | | bag | 0.024 | stove | 0.187 | bathtub | 0.671 | | scanner | 0.313 | cubby | 0.033 | mirror | 0.047 | | bottle | 0.007 | rack | 0.027 | cup | 0.171 | | thermos | 0.003 | island | 0.139 | counter | 0.038 | | bowl | 0.092 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.302 | | cart | 0.189 | tv_stand | 0.228 | poster | 0.002 | | soap_dispenser | 0.018 | toy | nan | chair | 0.687 | | sofa | 0.614 | plant | 0.094 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.859 | tv | 0.459 | | laptop | 0.230 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.242 | telephone | 0.064 | microwave | 0.463 | | oven | 0.063 | paper_towel_dispenser | 0.406 | sink | 0.467 | | fridge | 0.318 | book | 0.022 | clock | 0.127 | | vase | 0.085 | fire_extinguisher | 0.016 | blinds | 0.038 | | podium | 0.257 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:17,293 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.087 | table | 0.251 | desk | 0.077 | | sofa_chair | 0.560 | pillow | 0.033 | box | 0.019 | | garbage_bin | 0.385 | cabinet | 0.036 | drawer | 0.058 | | shelf | 0.101 | kitchen_counter | 0.151 | kitchen_cabinet | 0.229 | | cpu | 0.004 | bench | 0.112 | file_cabinet | 0.120 | | whiteboard | 0.156 | lamp | 0.139 | endtable | 0.125 | | bookshelf | 0.229 | coffee_table | 0.145 | dresser | 0.189 | | paper | 0.003 | printer | 0.211 | monitor | 0.158 | | back_pack | 0.064 | night_stand | 0.320 | door | 0.114 | | picture | 0.051 | ottoman | 0.238 | stool | 0.221 | | outlet | 0.000 | towel | 0.072 | tray | 0.001 | | bag | 0.018 | stove | 0.104 | bathtub | 0.455 | | scanner | 0.313 | cubby | 0.021 | mirror | 0.009 | | bottle | 0.005 | rack | 0.024 | cup | 0.046 | | thermos | 0.003 | island | 0.097 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.302 | | cart | 0.103 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.302 | | sofa | 0.468 | plant | 0.012 | bed | 0.691 | | dining_table | 0.002 | toilet | 0.594 | tv | 0.273 | | laptop | 0.095 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.009 | microwave | 0.185 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.068 | | fridge | 0.132 | book | 0.005 | clock | 0.096 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.229 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:17,293 - mmdet - INFO - Evaluating segm... 2022-05-11 21:23:36,373 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 21:23:36,378 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:36,381 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:36,384 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 21:23:36,699 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 21:23:36,699 - mmdet - INFO - Epoch(val) [41][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.126 0.222 0.125 0.004 0.044 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 21:24:04,610 - mmdet - INFO - Epoch [42][50/3992] lr: 1.000e-06, eta: 3 days, 15:14:09, time: 0.558, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0256, loss_cls: 0.1598, acc: 94.0801, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4616 2022-05-11 21:24:28,324 - mmdet - INFO - Epoch [42][100/3992] lr: 1.000e-06, eta: 3 days, 15:13:40, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0245, loss_cls: 0.1577, acc: 94.1582, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4566 2022-05-11 21:24:53,817 - mmdet - INFO - Epoch [42][150/3992] lr: 1.000e-06, eta: 3 days, 15:13:19, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0280, loss_cls: 0.1668, acc: 93.8418, loss_bbox: 0.2673, loss_mask: 0.0000, loss: 0.4793 2022-05-11 21:25:18,723 - mmdet - INFO - Epoch [42][200/3992] lr: 1.000e-06, eta: 3 days, 15:12:54, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0286, loss_cls: 0.1615, acc: 94.0117, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4750 2022-05-11 21:25:43,420 - mmdet - INFO - Epoch [42][250/3992] lr: 1.000e-06, eta: 3 days, 15:12:30, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0270, loss_cls: 0.1731, acc: 93.7871, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4837 2022-05-11 21:26:08,927 - mmdet - INFO - Epoch [42][300/3992] lr: 1.000e-06, eta: 3 days, 15:12:08, time: 0.510, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0311, loss_cls: 0.1809, acc: 93.3438, loss_bbox: 0.2869, loss_mask: 0.0000, loss: 0.5177 2022-05-11 21:26:34,405 - mmdet - INFO - Epoch [42][350/3992] lr: 1.000e-06, eta: 3 days, 15:11:46, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0252, loss_cls: 0.1584, acc: 94.0156, loss_bbox: 0.2687, loss_mask: 0.0000, loss: 0.4665 2022-05-11 21:26:59,007 - mmdet - INFO - Epoch [42][400/3992] lr: 1.000e-06, eta: 3 days, 15:11:21, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0215, loss_cls: 0.1478, acc: 94.6113, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4210 2022-05-11 21:27:24,825 - mmdet - INFO - Epoch [42][450/3992] lr: 1.000e-06, eta: 3 days, 15:11:00, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0249, loss_cls: 0.1528, acc: 94.5156, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4299 2022-05-11 21:27:50,212 - mmdet - INFO - Epoch [42][500/3992] lr: 1.000e-06, eta: 3 days, 15:10:38, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0259, loss_cls: 0.1452, acc: 94.7383, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4265 2022-05-11 21:28:15,369 - mmdet - INFO - Epoch [42][550/3992] lr: 1.000e-06, eta: 3 days, 15:10:15, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0265, loss_cls: 0.1558, acc: 94.3184, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4409 2022-05-11 21:28:40,811 - mmdet - INFO - Epoch [42][600/3992] lr: 1.000e-06, eta: 3 days, 15:09:53, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0307, loss_cls: 0.1758, acc: 93.5977, loss_bbox: 0.2881, loss_mask: 0.0000, loss: 0.5115 2022-05-11 21:29:04,854 - mmdet - INFO - Epoch [42][650/3992] lr: 1.000e-06, eta: 3 days, 15:09:25, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0271, loss_cls: 0.1484, acc: 94.4336, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4418 2022-05-11 21:29:30,423 - mmdet - INFO - Epoch [42][700/3992] lr: 1.000e-06, eta: 3 days, 15:09:04, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0273, loss_cls: 0.1534, acc: 94.3340, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4508 2022-05-11 21:29:55,039 - mmdet - INFO - Epoch [42][750/3992] lr: 1.000e-06, eta: 3 days, 15:08:38, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0275, loss_cls: 0.1780, acc: 93.7695, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4919 2022-05-11 21:30:20,589 - mmdet - INFO - Epoch [42][800/3992] lr: 1.000e-06, eta: 3 days, 15:08:17, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0277, loss_cls: 0.1460, acc: 94.5488, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4358 2022-05-11 21:30:46,495 - mmdet - INFO - Epoch [42][850/3992] lr: 1.000e-06, eta: 3 days, 15:07:56, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0311, loss_cls: 0.1785, acc: 93.5137, loss_bbox: 0.2982, loss_mask: 0.0000, loss: 0.5230 2022-05-11 21:31:12,541 - mmdet - INFO - Epoch [42][900/3992] lr: 1.000e-06, eta: 3 days, 15:07:37, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0241, loss_cls: 0.1422, acc: 94.8184, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4118 2022-05-11 21:31:37,962 - mmdet - INFO - Epoch [42][950/3992] lr: 1.000e-06, eta: 3 days, 15:07:15, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0252, loss_cls: 0.1471, acc: 94.5645, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4391 2022-05-11 21:32:03,183 - mmdet - INFO - Epoch [42][1000/3992] lr: 1.000e-06, eta: 3 days, 15:06:52, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0281, loss_cls: 0.1476, acc: 94.6309, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4430 2022-05-11 21:32:29,215 - mmdet - INFO - Epoch [42][1050/3992] lr: 1.000e-06, eta: 3 days, 15:06:32, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0242, loss_cls: 0.1517, acc: 94.3809, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4442 2022-05-11 21:32:54,502 - mmdet - INFO - Epoch [42][1100/3992] lr: 1.000e-06, eta: 3 days, 15:06:09, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0311, loss_cls: 0.1747, acc: 93.6934, loss_bbox: 0.2680, loss_mask: 0.0000, loss: 0.4929 2022-05-11 21:33:20,199 - mmdet - INFO - Epoch [42][1150/3992] lr: 1.000e-06, eta: 3 days, 15:05:48, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0250, loss_cls: 0.1575, acc: 94.3906, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4402 2022-05-11 21:33:46,262 - mmdet - INFO - Epoch [42][1200/3992] lr: 1.000e-06, eta: 3 days, 15:05:29, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0268, loss_cls: 0.1505, acc: 94.3262, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4404 2022-05-11 21:34:11,792 - mmdet - INFO - Epoch [42][1250/3992] lr: 1.000e-06, eta: 3 days, 15:05:07, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0264, loss_cls: 0.1611, acc: 94.1660, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4688 2022-05-11 21:34:35,783 - mmdet - INFO - Epoch [42][1300/3992] lr: 1.000e-06, eta: 3 days, 15:04:39, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0313, loss_cls: 0.1645, acc: 93.8359, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4700 2022-05-11 21:35:01,492 - mmdet - INFO - Epoch [42][1350/3992] lr: 1.000e-06, eta: 3 days, 15:04:18, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0299, loss_cls: 0.1605, acc: 93.9805, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4645 2022-05-11 21:35:26,357 - mmdet - INFO - Epoch [42][1400/3992] lr: 1.000e-06, eta: 3 days, 15:03:54, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0256, loss_cls: 0.1462, acc: 94.5801, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4245 2022-05-11 21:35:50,735 - mmdet - INFO - Epoch [42][1450/3992] lr: 1.000e-06, eta: 3 days, 15:03:28, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0284, loss_cls: 0.1506, acc: 94.5996, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4377 2022-05-11 21:36:15,015 - mmdet - INFO - Epoch [42][1500/3992] lr: 1.000e-06, eta: 3 days, 15:03:01, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0239, loss_cls: 0.1494, acc: 94.3398, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4276 2022-05-11 21:36:41,042 - mmdet - INFO - Epoch [42][1550/3992] lr: 1.000e-06, eta: 3 days, 15:02:41, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0249, loss_cls: 0.1593, acc: 94.3711, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4495 2022-05-11 21:37:06,077 - mmdet - INFO - Epoch [42][1600/3992] lr: 1.000e-06, eta: 3 days, 15:02:18, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0232, loss_cls: 0.1480, acc: 94.5586, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4301 2022-05-11 21:37:31,369 - mmdet - INFO - Epoch [42][1650/3992] lr: 1.000e-06, eta: 3 days, 15:01:55, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0276, loss_cls: 0.1605, acc: 94.1191, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4681 2022-05-11 21:37:56,927 - mmdet - INFO - Epoch [42][1700/3992] lr: 1.000e-06, eta: 3 days, 15:01:33, time: 0.511, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0301, loss_cls: 0.1641, acc: 93.8477, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4672 2022-05-11 21:38:22,212 - mmdet - INFO - Epoch [42][1750/3992] lr: 1.000e-06, eta: 3 days, 15:01:11, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0259, loss_cls: 0.1532, acc: 94.4824, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4384 2022-05-11 21:38:47,256 - mmdet - INFO - Epoch [42][1800/3992] lr: 1.000e-06, eta: 3 days, 15:00:47, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0225, loss_cls: 0.1463, acc: 94.7559, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.4072 2022-05-11 21:39:13,181 - mmdet - INFO - Epoch [42][1850/3992] lr: 1.000e-06, eta: 3 days, 15:00:27, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0259, loss_cls: 0.1611, acc: 94.0293, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4686 2022-05-11 21:39:38,728 - mmdet - INFO - Epoch [42][1900/3992] lr: 1.000e-06, eta: 3 days, 15:00:05, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0250, loss_cls: 0.1508, acc: 94.6348, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4394 2022-05-11 21:40:03,237 - mmdet - INFO - Epoch [42][1950/3992] lr: 1.000e-06, eta: 3 days, 14:59:39, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0237, loss_cls: 0.1395, acc: 94.9258, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4110 2022-05-11 21:40:26,702 - mmdet - INFO - Epoch [42][2000/3992] lr: 1.000e-06, eta: 3 days, 14:59:10, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0256, loss_cls: 0.1475, acc: 94.5176, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4308 2022-05-11 21:40:52,357 - mmdet - INFO - Epoch [42][2050/3992] lr: 1.000e-06, eta: 3 days, 14:58:49, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0230, loss_cls: 0.1369, acc: 94.7012, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4156 2022-05-11 21:41:18,444 - mmdet - INFO - Epoch [42][2100/3992] lr: 1.000e-06, eta: 3 days, 14:58:29, time: 0.522, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0311, loss_cls: 0.1761, acc: 93.6270, loss_bbox: 0.2864, loss_mask: 0.0000, loss: 0.5100 2022-05-11 21:41:43,500 - mmdet - INFO - Epoch [42][2150/3992] lr: 1.000e-06, eta: 3 days, 14:58:05, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0212, loss_cls: 0.1435, acc: 94.7949, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.4086 2022-05-11 21:42:08,261 - mmdet - INFO - Epoch [42][2200/3992] lr: 1.000e-06, eta: 3 days, 14:57:41, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0276, loss_cls: 0.1570, acc: 94.1250, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4511 2022-05-11 21:42:33,201 - mmdet - INFO - Epoch [42][2250/3992] lr: 1.000e-06, eta: 3 days, 14:57:17, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0241, loss_cls: 0.1495, acc: 94.4492, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4336 2022-05-11 21:42:58,596 - mmdet - INFO - Epoch [42][2300/3992] lr: 1.000e-06, eta: 3 days, 14:56:54, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0249, loss_cls: 0.1547, acc: 94.2637, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4261 2022-05-11 21:43:24,291 - mmdet - INFO - Epoch [42][2350/3992] lr: 1.000e-06, eta: 3 days, 14:56:33, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0256, loss_cls: 0.1534, acc: 94.2363, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4455 2022-05-11 21:43:49,289 - mmdet - INFO - Epoch [42][2400/3992] lr: 1.000e-06, eta: 3 days, 14:56:09, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0252, loss_cls: 0.1519, acc: 94.3711, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4387 2022-05-11 21:44:14,641 - mmdet - INFO - Epoch [42][2450/3992] lr: 1.000e-06, eta: 3 days, 14:55:47, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0272, loss_cls: 0.1624, acc: 94.1152, loss_bbox: 0.2634, loss_mask: 0.0000, loss: 0.4673 2022-05-11 21:44:39,271 - mmdet - INFO - Epoch [42][2500/3992] lr: 1.000e-06, eta: 3 days, 14:55:22, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0274, loss_cls: 0.1701, acc: 93.7969, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4831 2022-05-11 21:45:04,600 - mmdet - INFO - Epoch [42][2550/3992] lr: 1.000e-06, eta: 3 days, 14:54:59, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0290, loss_cls: 0.1650, acc: 94.0625, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4559 2022-05-11 21:45:31,038 - mmdet - INFO - Epoch [42][2600/3992] lr: 1.000e-06, eta: 3 days, 14:54:41, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0277, loss_cls: 0.1562, acc: 94.1543, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4495 2022-05-11 21:45:55,583 - mmdet - INFO - Epoch [42][2650/3992] lr: 1.000e-06, eta: 3 days, 14:54:15, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0220, loss_cls: 0.1399, acc: 94.8379, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3961 2022-05-11 21:46:21,833 - mmdet - INFO - Epoch [42][2700/3992] lr: 1.000e-06, eta: 3 days, 14:53:56, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0315, loss_cls: 0.1601, acc: 94.0898, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4658 2022-05-11 21:46:46,301 - mmdet - INFO - Epoch [42][2750/3992] lr: 1.000e-06, eta: 3 days, 14:53:31, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0237, loss_cls: 0.1541, acc: 94.3965, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4363 2022-05-11 21:47:11,630 - mmdet - INFO - Epoch [42][2800/3992] lr: 1.000e-06, eta: 3 days, 14:53:08, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0243, loss_cls: 0.1442, acc: 94.9219, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4105 2022-05-11 21:47:37,098 - mmdet - INFO - Epoch [42][2850/3992] lr: 1.000e-06, eta: 3 days, 14:52:46, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0280, loss_cls: 0.1761, acc: 93.7520, loss_bbox: 0.2788, loss_mask: 0.0000, loss: 0.5027 2022-05-11 21:48:03,364 - mmdet - INFO - Epoch [42][2900/3992] lr: 1.000e-06, eta: 3 days, 14:52:27, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0273, loss_cls: 0.1474, acc: 94.6914, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4351 2022-05-11 21:48:29,717 - mmdet - INFO - Epoch [42][2950/3992] lr: 1.000e-06, eta: 3 days, 14:52:08, time: 0.527, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0315, loss_cls: 0.1724, acc: 93.4863, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5033 2022-05-11 21:48:55,120 - mmdet - INFO - Epoch [42][3000/3992] lr: 1.000e-06, eta: 3 days, 14:51:46, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0216, loss_cls: 0.1488, acc: 94.4668, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4324 2022-05-11 21:49:20,126 - mmdet - INFO - Epoch [42][3050/3992] lr: 1.000e-06, eta: 3 days, 14:51:22, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0246, loss_cls: 0.1469, acc: 94.5098, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4196 2022-05-11 21:49:45,343 - mmdet - INFO - Epoch [42][3100/3992] lr: 1.000e-06, eta: 3 days, 14:50:59, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0288, loss_cls: 0.1548, acc: 94.0430, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4594 2022-05-11 21:50:10,304 - mmdet - INFO - Epoch [42][3150/3992] lr: 1.000e-06, eta: 3 days, 14:50:35, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0249, loss_cls: 0.1644, acc: 94.0820, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4457 2022-05-11 21:50:36,171 - mmdet - INFO - Epoch [42][3200/3992] lr: 1.000e-06, eta: 3 days, 14:50:15, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0279, loss_cls: 0.1511, acc: 94.2285, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4486 2022-05-11 21:51:00,682 - mmdet - INFO - Epoch [42][3250/3992] lr: 1.000e-06, eta: 3 days, 14:49:49, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0231, loss_cls: 0.1455, acc: 94.5547, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4339 2022-05-11 21:51:25,148 - mmdet - INFO - Epoch [42][3300/3992] lr: 1.000e-06, eta: 3 days, 14:49:23, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0240, loss_cls: 0.1392, acc: 94.8672, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4058 2022-05-11 21:51:50,123 - mmdet - INFO - Epoch [42][3350/3992] lr: 1.000e-06, eta: 3 days, 14:48:59, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0284, loss_cls: 0.1696, acc: 93.7441, loss_bbox: 0.2768, loss_mask: 0.0000, loss: 0.4907 2022-05-11 21:52:15,942 - mmdet - INFO - Epoch [42][3400/3992] lr: 1.000e-06, eta: 3 days, 14:48:39, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0281, loss_cls: 0.1682, acc: 93.9199, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4670 2022-05-11 21:52:42,302 - mmdet - INFO - Epoch [42][3450/3992] lr: 1.000e-06, eta: 3 days, 14:48:20, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0243, loss_cls: 0.1577, acc: 94.2715, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4557 2022-05-11 21:53:05,985 - mmdet - INFO - Epoch [42][3500/3992] lr: 1.000e-06, eta: 3 days, 14:47:51, time: 0.474, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0235, loss_cls: 0.1453, acc: 94.6934, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4170 2022-05-11 21:53:31,716 - mmdet - INFO - Epoch [42][3550/3992] lr: 1.000e-06, eta: 3 days, 14:47:30, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0312, loss_cls: 0.1645, acc: 93.8965, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4818 2022-05-11 21:53:56,342 - mmdet - INFO - Epoch [42][3600/3992] lr: 1.000e-06, eta: 3 days, 14:47:05, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0302, loss_cls: 0.1519, acc: 94.2402, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4437 2022-05-11 21:54:21,737 - mmdet - INFO - Epoch [42][3650/3992] lr: 1.000e-06, eta: 3 days, 14:46:43, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0280, loss_cls: 0.1569, acc: 94.2383, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4568 2022-05-11 21:54:45,976 - mmdet - INFO - Epoch [42][3700/3992] lr: 1.000e-06, eta: 3 days, 14:46:16, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0265, loss_cls: 0.1410, acc: 94.7832, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4188 2022-05-11 21:55:10,984 - mmdet - INFO - Epoch [42][3750/3992] lr: 1.000e-06, eta: 3 days, 14:45:52, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0252, loss_cls: 0.1528, acc: 94.3633, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4341 2022-05-11 21:55:35,158 - mmdet - INFO - Epoch [42][3800/3992] lr: 1.000e-06, eta: 3 days, 14:45:25, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0285, loss_cls: 0.1703, acc: 93.9121, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4753 2022-05-11 21:55:59,481 - mmdet - INFO - Epoch [42][3850/3992] lr: 1.000e-06, eta: 3 days, 14:44:59, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0276, loss_cls: 0.1435, acc: 94.4531, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4366 2022-05-11 21:56:25,096 - mmdet - INFO - Epoch [42][3900/3992] lr: 1.000e-06, eta: 3 days, 14:44:37, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0243, loss_cls: 0.1677, acc: 93.9453, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4702 2022-05-11 21:56:50,278 - mmdet - INFO - Epoch [42][3950/3992] lr: 1.000e-06, eta: 3 days, 14:44:14, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0335, loss_cls: 0.1734, acc: 93.8965, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4911 2022-05-11 21:57:11,460 - mmdet - INFO - Saving checkpoint at 42 epochs 2022-05-11 22:02:54,776 - mmdet - INFO - Evaluating bbox... 2022-05-11 22:03:11,717 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.298 2022-05-11 22:03:11,722 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.256 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.351 | cabinet | 0.040 | drawer | 0.058 | | shelf | 0.105 | kitchen_counter | 0.159 | kitchen_cabinet | 0.191 | | cpu | 0.025 | bench | 0.150 | file_cabinet | 0.079 | | whiteboard | 0.144 | lamp | 0.175 | endtable | 0.139 | | bookshelf | 0.232 | coffee_table | 0.196 | dresser | 0.171 | | paper | 0.008 | printer | 0.222 | monitor | 0.227 | | back_pack | 0.074 | night_stand | 0.299 | door | 0.088 | | picture | 0.048 | ottoman | 0.192 | stool | 0.224 | | outlet | 0.000 | towel | 0.064 | tray | 0.013 | | bag | 0.014 | stove | 0.102 | bathtub | 0.429 | | scanner | 0.224 | cubby | 0.021 | mirror | 0.021 | | bottle | 0.004 | rack | 0.017 | cup | 0.068 | | thermos | 0.002 | island | 0.085 | counter | 0.026 | | bowl | 0.057 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.201 | | cart | 0.115 | tv_stand | 0.111 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.340 | | sofa | 0.415 | plant | 0.037 | bed | 0.603 | | dining_table | 0.003 | toilet | 0.550 | tv | 0.260 | | laptop | 0.111 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.023 | microwave | 0.245 | | oven | 0.021 | paper_towel_dispenser | 0.264 | sink | 0.165 | | fridge | 0.169 | book | 0.009 | clock | 0.080 | | vase | 0.043 | fire_extinguisher | 0.004 | blinds | 0.014 | | podium | 0.191 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:11,726 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.217 | table | 0.462 | desk | 0.210 | | sofa_chair | 0.677 | pillow | 0.147 | box | 0.051 | | garbage_bin | 0.618 | cabinet | 0.084 | drawer | 0.091 | | shelf | 0.212 | kitchen_counter | 0.273 | kitchen_cabinet | 0.302 | | cpu | 0.069 | bench | 0.302 | file_cabinet | 0.114 | | whiteboard | 0.232 | lamp | 0.377 | endtable | 0.263 | | bookshelf | 0.412 | coffee_table | 0.375 | dresser | 0.265 | | paper | 0.024 | printer | 0.371 | monitor | 0.528 | | back_pack | 0.155 | night_stand | 0.516 | door | 0.126 | | picture | 0.084 | ottoman | 0.281 | stool | 0.432 | | outlet | 0.000 | towel | 0.100 | tray | 0.037 | | bag | 0.022 | stove | 0.187 | bathtub | 0.672 | | scanner | 0.314 | cubby | 0.036 | mirror | 0.046 | | bottle | 0.008 | rack | 0.027 | cup | 0.167 | | thermos | 0.003 | island | 0.137 | counter | 0.032 | | bowl | 0.095 | plate | 0.003 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.287 | | cart | 0.188 | tv_stand | 0.237 | poster | 0.003 | | soap_dispenser | 0.019 | toy | nan | chair | 0.687 | | sofa | 0.612 | plant | 0.096 | bed | 0.888 | | dining_table | 0.005 | toilet | 0.862 | tv | 0.461 | | laptop | 0.242 | mouse | 0.115 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.060 | microwave | 0.463 | | oven | 0.067 | paper_towel_dispenser | 0.446 | sink | 0.465 | | fridge | 0.320 | book | 0.022 | clock | 0.124 | | vase | 0.087 | fire_extinguisher | 0.014 | blinds | 0.041 | | podium | 0.261 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:11,729 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.087 | table | 0.252 | desk | 0.078 | | sofa_chair | 0.566 | pillow | 0.032 | box | 0.018 | | garbage_bin | 0.382 | cabinet | 0.033 | drawer | 0.060 | | shelf | 0.098 | kitchen_counter | 0.150 | kitchen_cabinet | 0.227 | | cpu | 0.005 | bench | 0.109 | file_cabinet | 0.102 | | whiteboard | 0.145 | lamp | 0.145 | endtable | 0.123 | | bookshelf | 0.234 | coffee_table | 0.145 | dresser | 0.203 | | paper | 0.002 | printer | 0.203 | monitor | 0.158 | | back_pack | 0.060 | night_stand | 0.324 | door | 0.116 | | picture | 0.049 | ottoman | 0.226 | stool | 0.229 | | outlet | 0.000 | towel | 0.075 | tray | 0.009 | | bag | 0.018 | stove | 0.102 | bathtub | 0.461 | | scanner | 0.314 | cubby | 0.026 | mirror | 0.009 | | bottle | 0.005 | rack | 0.023 | cup | 0.038 | | thermos | 0.003 | island | 0.092 | counter | 0.028 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.287 | | cart | 0.099 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.302 | | sofa | 0.458 | plant | 0.013 | bed | 0.696 | | dining_table | 0.001 | toilet | 0.596 | tv | 0.264 | | laptop | 0.096 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.008 | microwave | 0.183 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.071 | | fridge | 0.131 | book | 0.005 | clock | 0.097 | | vase | 0.021 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.231 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:11,730 - mmdet - INFO - Evaluating segm... 2022-05-11 22:03:31,343 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 22:03:31,348 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:31,351 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:31,355 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:03:31,681 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 22:03:31,681 - mmdet - INFO - Epoch(val) [42][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.223 0.125 0.004 0.044 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 22:03:58,770 - mmdet - INFO - Epoch [43][50/3992] lr: 1.000e-06, eta: 3 days, 14:42:19, time: 0.542, data_time: 0.062, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0286, loss_cls: 0.1592, acc: 94.0137, loss_bbox: 0.2674, loss_mask: 0.0000, loss: 0.4737 2022-05-11 22:04:23,745 - mmdet - INFO - Epoch [43][100/3992] lr: 1.000e-06, eta: 3 days, 14:41:55, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0296, loss_cls: 0.1652, acc: 93.9648, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4804 2022-05-11 22:04:48,279 - mmdet - INFO - Epoch [43][150/3992] lr: 1.000e-06, eta: 3 days, 14:41:30, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0208, loss_cls: 0.1340, acc: 94.9668, loss_bbox: 0.2206, loss_mask: 0.0000, loss: 0.3867 2022-05-11 22:05:14,005 - mmdet - INFO - Epoch [43][200/3992] lr: 1.000e-06, eta: 3 days, 14:41:09, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0321, loss_cls: 0.1650, acc: 94.1719, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4853 2022-05-11 22:05:38,407 - mmdet - INFO - Epoch [43][250/3992] lr: 1.000e-06, eta: 3 days, 14:40:43, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0293, loss_cls: 0.1810, acc: 93.6973, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4847 2022-05-11 22:06:03,088 - mmdet - INFO - Epoch [43][300/3992] lr: 1.000e-06, eta: 3 days, 14:40:18, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0244, loss_cls: 0.1491, acc: 94.6699, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4244 2022-05-11 22:06:27,968 - mmdet - INFO - Epoch [43][350/3992] lr: 1.000e-06, eta: 3 days, 14:39:54, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0310, loss_cls: 0.1604, acc: 94.0742, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4789 2022-05-11 22:06:51,801 - mmdet - INFO - Epoch [43][400/3992] lr: 1.000e-06, eta: 3 days, 14:39:25, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0257, loss_cls: 0.1467, acc: 94.5645, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4285 2022-05-11 22:07:17,252 - mmdet - INFO - Epoch [43][450/3992] lr: 1.000e-06, eta: 3 days, 14:39:03, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0283, loss_cls: 0.1576, acc: 94.0000, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4739 2022-05-11 22:07:42,436 - mmdet - INFO - Epoch [43][500/3992] lr: 1.000e-06, eta: 3 days, 14:38:40, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0239, loss_cls: 0.1391, acc: 94.8457, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4080 2022-05-11 22:08:07,242 - mmdet - INFO - Epoch [43][550/3992] lr: 1.000e-06, eta: 3 days, 14:38:16, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0219, loss_cls: 0.1501, acc: 94.6094, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4262 2022-05-11 22:08:32,999 - mmdet - INFO - Epoch [43][600/3992] lr: 1.000e-06, eta: 3 days, 14:37:55, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0251, loss_cls: 0.1482, acc: 94.7480, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4298 2022-05-11 22:08:58,582 - mmdet - INFO - Epoch [43][650/3992] lr: 1.000e-06, eta: 3 days, 14:37:33, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0239, loss_cls: 0.1395, acc: 94.9648, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4027 2022-05-11 22:09:23,354 - mmdet - INFO - Epoch [43][700/3992] lr: 1.000e-06, eta: 3 days, 14:37:08, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0248, loss_cls: 0.1534, acc: 94.5078, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4397 2022-05-11 22:09:49,349 - mmdet - INFO - Epoch [43][750/3992] lr: 1.000e-06, eta: 3 days, 14:36:48, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0291, loss_cls: 0.1507, acc: 94.1855, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4531 2022-05-11 22:10:14,035 - mmdet - INFO - Epoch [43][800/3992] lr: 1.000e-06, eta: 3 days, 14:36:23, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0269, loss_cls: 0.1595, acc: 94.0332, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4613 2022-05-11 22:10:38,954 - mmdet - INFO - Epoch [43][850/3992] lr: 1.000e-06, eta: 3 days, 14:35:59, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0262, loss_cls: 0.1496, acc: 94.5527, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4310 2022-05-11 22:11:02,947 - mmdet - INFO - Epoch [43][900/3992] lr: 1.000e-06, eta: 3 days, 14:35:32, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0271, loss_cls: 0.1402, acc: 94.5938, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4199 2022-05-11 22:11:27,095 - mmdet - INFO - Epoch [43][950/3992] lr: 1.000e-06, eta: 3 days, 14:35:05, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0242, loss_cls: 0.1489, acc: 94.5410, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4326 2022-05-11 22:11:52,538 - mmdet - INFO - Epoch [43][1000/3992] lr: 1.000e-06, eta: 3 days, 14:34:43, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0292, loss_cls: 0.1750, acc: 93.8301, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4822 2022-05-11 22:12:18,630 - mmdet - INFO - Epoch [43][1050/3992] lr: 1.000e-06, eta: 3 days, 14:34:23, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0276, loss_cls: 0.1523, acc: 94.2773, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4488 2022-05-11 22:12:44,359 - mmdet - INFO - Epoch [43][1100/3992] lr: 1.000e-06, eta: 3 days, 14:34:02, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0275, loss_cls: 0.1610, acc: 94.1777, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4629 2022-05-11 22:13:09,351 - mmdet - INFO - Epoch [43][1150/3992] lr: 1.000e-06, eta: 3 days, 14:33:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0257, loss_cls: 0.1602, acc: 94.1367, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4636 2022-05-11 22:13:35,367 - mmdet - INFO - Epoch [43][1200/3992] lr: 1.000e-06, eta: 3 days, 14:33:18, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0273, loss_cls: 0.1620, acc: 93.9668, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4690 2022-05-11 22:14:00,219 - mmdet - INFO - Epoch [43][1250/3992] lr: 1.000e-06, eta: 3 days, 14:32:53, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0333, loss_cls: 0.1787, acc: 93.5039, loss_bbox: 0.2926, loss_mask: 0.0000, loss: 0.5233 2022-05-11 22:14:25,297 - mmdet - INFO - Epoch [43][1300/3992] lr: 1.000e-06, eta: 3 days, 14:32:30, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0282, loss_cls: 0.1582, acc: 94.2754, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4525 2022-05-11 22:14:50,352 - mmdet - INFO - Epoch [43][1350/3992] lr: 1.000e-06, eta: 3 days, 14:32:06, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0262, loss_cls: 0.1524, acc: 94.0996, loss_bbox: 0.2689, loss_mask: 0.0000, loss: 0.4649 2022-05-11 22:15:16,294 - mmdet - INFO - Epoch [43][1400/3992] lr: 1.000e-06, eta: 3 days, 14:31:46, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0278, loss_cls: 0.1586, acc: 94.1348, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4589 2022-05-11 22:15:41,715 - mmdet - INFO - Epoch [43][1450/3992] lr: 1.000e-06, eta: 3 days, 14:31:24, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0246, loss_cls: 0.1527, acc: 94.1602, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4571 2022-05-11 22:16:06,800 - mmdet - INFO - Epoch [43][1500/3992] lr: 1.000e-06, eta: 3 days, 14:31:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0272, loss_cls: 0.1490, acc: 94.7129, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4245 2022-05-11 22:16:31,631 - mmdet - INFO - Epoch [43][1550/3992] lr: 1.000e-06, eta: 3 days, 14:30:36, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0229, loss_cls: 0.1321, acc: 94.9961, loss_bbox: 0.2131, loss_mask: 0.0000, loss: 0.3823 2022-05-11 22:16:57,234 - mmdet - INFO - Epoch [43][1600/3992] lr: 1.000e-06, eta: 3 days, 14:30:14, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0221, loss_cls: 0.1373, acc: 94.8965, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4091 2022-05-11 22:17:22,226 - mmdet - INFO - Epoch [43][1650/3992] lr: 1.000e-06, eta: 3 days, 14:29:50, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0304, loss_cls: 0.1711, acc: 93.9375, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4879 2022-05-11 22:17:48,541 - mmdet - INFO - Epoch [43][1700/3992] lr: 1.000e-06, eta: 3 days, 14:29:31, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0262, loss_cls: 0.1597, acc: 94.0000, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4589 2022-05-11 22:18:11,987 - mmdet - INFO - Epoch [43][1750/3992] lr: 1.000e-06, eta: 3 days, 14:29:02, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0230, loss_cls: 0.1452, acc: 94.7793, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4198 2022-05-11 22:18:37,156 - mmdet - INFO - Epoch [43][1800/3992] lr: 1.000e-06, eta: 3 days, 14:28:39, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0239, loss_cls: 0.1429, acc: 94.7109, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4160 2022-05-11 22:19:02,981 - mmdet - INFO - Epoch [43][1850/3992] lr: 1.000e-06, eta: 3 days, 14:28:18, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0272, loss_cls: 0.1522, acc: 94.3750, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4410 2022-05-11 22:19:28,332 - mmdet - INFO - Epoch [43][1900/3992] lr: 1.000e-06, eta: 3 days, 14:27:55, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0264, loss_cls: 0.1587, acc: 94.0684, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4553 2022-05-11 22:19:53,653 - mmdet - INFO - Epoch [43][1950/3992] lr: 1.000e-06, eta: 3 days, 14:27:33, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0267, loss_cls: 0.1551, acc: 94.1152, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4473 2022-05-11 22:20:18,735 - mmdet - INFO - Epoch [43][2000/3992] lr: 1.000e-06, eta: 3 days, 14:27:09, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0284, loss_cls: 0.1448, acc: 94.7891, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4403 2022-05-11 22:20:42,696 - mmdet - INFO - Epoch [43][2050/3992] lr: 1.000e-06, eta: 3 days, 14:26:42, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0254, loss_cls: 0.1544, acc: 94.3867, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4371 2022-05-11 22:21:07,671 - mmdet - INFO - Epoch [43][2100/3992] lr: 1.000e-06, eta: 3 days, 14:26:18, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0282, loss_cls: 0.1646, acc: 93.9922, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4738 2022-05-11 22:21:32,104 - mmdet - INFO - Epoch [43][2150/3992] lr: 1.000e-06, eta: 3 days, 14:25:52, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0301, loss_cls: 0.1619, acc: 93.9062, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4698 2022-05-11 22:21:56,400 - mmdet - INFO - Epoch [43][2200/3992] lr: 1.000e-06, eta: 3 days, 14:25:25, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0290, loss_cls: 0.1716, acc: 93.7051, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4954 2022-05-11 22:22:21,517 - mmdet - INFO - Epoch [43][2250/3992] lr: 1.000e-06, eta: 3 days, 14:25:02, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0275, loss_cls: 0.1526, acc: 94.4648, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4411 2022-05-11 22:22:47,201 - mmdet - INFO - Epoch [43][2300/3992] lr: 1.000e-06, eta: 3 days, 14:24:41, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0274, loss_cls: 0.1540, acc: 94.3203, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4418 2022-05-11 22:23:12,810 - mmdet - INFO - Epoch [43][2350/3992] lr: 1.000e-06, eta: 3 days, 14:24:19, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0256, loss_cls: 0.1559, acc: 94.3418, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4404 2022-05-11 22:23:38,268 - mmdet - INFO - Epoch [43][2400/3992] lr: 1.000e-06, eta: 3 days, 14:23:57, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0305, loss_cls: 0.1648, acc: 94.0098, loss_bbox: 0.2669, loss_mask: 0.0000, loss: 0.4818 2022-05-11 22:24:03,404 - mmdet - INFO - Epoch [43][2450/3992] lr: 1.000e-06, eta: 3 days, 14:23:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0277, loss_cls: 0.1599, acc: 94.2207, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4602 2022-05-11 22:24:27,799 - mmdet - INFO - Epoch [43][2500/3992] lr: 1.000e-06, eta: 3 days, 14:23:07, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0278, loss_cls: 0.1644, acc: 93.9434, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4643 2022-05-11 22:24:53,225 - mmdet - INFO - Epoch [43][2550/3992] lr: 1.000e-06, eta: 3 days, 14:22:45, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0294, loss_cls: 0.1799, acc: 93.4727, loss_bbox: 0.2836, loss_mask: 0.0000, loss: 0.5077 2022-05-11 22:25:18,136 - mmdet - INFO - Epoch [43][2600/3992] lr: 1.000e-06, eta: 3 days, 14:22:21, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0274, loss_cls: 0.1509, acc: 94.4473, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4348 2022-05-11 22:25:43,205 - mmdet - INFO - Epoch [43][2650/3992] lr: 1.000e-06, eta: 3 days, 14:21:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0260, loss_cls: 0.1408, acc: 94.7070, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4274 2022-05-11 22:26:07,578 - mmdet - INFO - Epoch [43][2700/3992] lr: 1.000e-06, eta: 3 days, 14:21:31, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0253, loss_cls: 0.1647, acc: 93.9590, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4654 2022-05-11 22:26:32,142 - mmdet - INFO - Epoch [43][2750/3992] lr: 1.000e-06, eta: 3 days, 14:21:06, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0237, loss_rpn_bbox: 0.0327, loss_cls: 0.1730, acc: 93.8223, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.5043 2022-05-11 22:26:56,393 - mmdet - INFO - Epoch [43][2800/3992] lr: 1.000e-06, eta: 3 days, 14:20:39, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0302, loss_cls: 0.1682, acc: 93.8535, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4859 2022-05-11 22:27:20,869 - mmdet - INFO - Epoch [43][2850/3992] lr: 1.000e-06, eta: 3 days, 14:20:14, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0243, loss_cls: 0.1543, acc: 94.1367, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4349 2022-05-11 22:27:46,435 - mmdet - INFO - Epoch [43][2900/3992] lr: 1.000e-06, eta: 3 days, 14:19:52, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0265, loss_cls: 0.1660, acc: 93.8848, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4709 2022-05-11 22:28:10,585 - mmdet - INFO - Epoch [43][2950/3992] lr: 1.000e-06, eta: 3 days, 14:19:25, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0273, loss_cls: 0.1601, acc: 94.1816, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4600 2022-05-11 22:28:35,522 - mmdet - INFO - Epoch [43][3000/3992] lr: 1.000e-06, eta: 3 days, 14:19:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0263, loss_cls: 0.1698, acc: 93.8691, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4775 2022-05-11 22:29:00,825 - mmdet - INFO - Epoch [43][3050/3992] lr: 1.000e-06, eta: 3 days, 14:18:38, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0285, loss_cls: 0.1664, acc: 93.7715, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.4890 2022-05-11 22:29:24,954 - mmdet - INFO - Epoch [43][3100/3992] lr: 1.000e-06, eta: 3 days, 14:18:11, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0260, loss_cls: 0.1549, acc: 94.5801, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4467 2022-05-11 22:29:50,332 - mmdet - INFO - Epoch [43][3150/3992] lr: 1.000e-06, eta: 3 days, 14:17:49, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0285, loss_cls: 0.1630, acc: 94.1211, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4640 2022-05-11 22:30:15,496 - mmdet - INFO - Epoch [43][3200/3992] lr: 1.000e-06, eta: 3 days, 14:17:25, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0263, loss_cls: 0.1611, acc: 93.9609, loss_bbox: 0.2684, loss_mask: 0.0000, loss: 0.4690 2022-05-11 22:30:40,333 - mmdet - INFO - Epoch [43][3250/3992] lr: 1.000e-06, eta: 3 days, 14:17:01, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0249, loss_cls: 0.1537, acc: 94.3066, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4351 2022-05-11 22:31:05,026 - mmdet - INFO - Epoch [43][3300/3992] lr: 1.000e-06, eta: 3 days, 14:16:36, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0220, loss_cls: 0.1462, acc: 94.6777, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4235 2022-05-11 22:31:30,543 - mmdet - INFO - Epoch [43][3350/3992] lr: 1.000e-06, eta: 3 days, 14:16:14, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0220, loss_cls: 0.1524, acc: 94.4727, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4299 2022-05-11 22:31:54,728 - mmdet - INFO - Epoch [43][3400/3992] lr: 1.000e-06, eta: 3 days, 14:15:47, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0270, loss_cls: 0.1518, acc: 94.4805, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4276 2022-05-11 22:32:18,815 - mmdet - INFO - Epoch [43][3450/3992] lr: 1.000e-06, eta: 3 days, 14:15:20, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0254, loss_cls: 0.1513, acc: 94.5586, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4292 2022-05-11 22:32:43,281 - mmdet - INFO - Epoch [43][3500/3992] lr: 1.000e-06, eta: 3 days, 14:14:54, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0244, loss_cls: 0.1517, acc: 94.5566, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4309 2022-05-11 22:33:08,685 - mmdet - INFO - Epoch [43][3550/3992] lr: 1.000e-06, eta: 3 days, 14:14:32, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0250, loss_cls: 0.1393, acc: 94.8262, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4114 2022-05-11 22:33:33,806 - mmdet - INFO - Epoch [43][3600/3992] lr: 1.000e-06, eta: 3 days, 14:14:08, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0269, loss_cls: 0.1580, acc: 94.2539, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4545 2022-05-11 22:33:59,685 - mmdet - INFO - Epoch [43][3650/3992] lr: 1.000e-06, eta: 3 days, 14:13:48, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0257, loss_cls: 0.1560, acc: 94.2383, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4494 2022-05-11 22:34:24,354 - mmdet - INFO - Epoch [43][3700/3992] lr: 1.000e-06, eta: 3 days, 14:13:23, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0248, loss_cls: 0.1548, acc: 94.3633, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4429 2022-05-11 22:34:49,904 - mmdet - INFO - Epoch [43][3750/3992] lr: 1.000e-06, eta: 3 days, 14:13:01, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0262, loss_cls: 0.1620, acc: 94.1094, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4584 2022-05-11 22:35:15,615 - mmdet - INFO - Epoch [43][3800/3992] lr: 1.000e-06, eta: 3 days, 14:12:40, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0267, loss_cls: 0.1554, acc: 94.3203, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4455 2022-05-11 22:35:40,062 - mmdet - INFO - Epoch [43][3850/3992] lr: 1.000e-06, eta: 3 days, 14:12:14, time: 0.489, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0243, loss_cls: 0.1394, acc: 94.8965, loss_bbox: 0.2159, loss_mask: 0.0000, loss: 0.3919 2022-05-11 22:36:05,252 - mmdet - INFO - Epoch [43][3900/3992] lr: 1.000e-06, eta: 3 days, 14:11:51, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0319, loss_cls: 0.1713, acc: 93.7422, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4845 2022-05-11 22:36:29,864 - mmdet - INFO - Epoch [43][3950/3992] lr: 1.000e-06, eta: 3 days, 14:11:25, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0274, loss_cls: 0.1577, acc: 94.2148, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4610 2022-05-11 22:36:51,615 - mmdet - INFO - Saving checkpoint at 43 epochs 2022-05-11 22:42:34,002 - mmdet - INFO - Evaluating bbox... 2022-05-11 22:42:51,092 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.156 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-11 22:42:51,096 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.257 | desk | 0.094 | | sofa_chair | 0.482 | pillow | 0.059 | box | 0.023 | | garbage_bin | 0.351 | cabinet | 0.038 | drawer | 0.056 | | shelf | 0.103 | kitchen_counter | 0.152 | kitchen_cabinet | 0.197 | | cpu | 0.024 | bench | 0.152 | file_cabinet | 0.073 | | whiteboard | 0.142 | lamp | 0.173 | endtable | 0.142 | | bookshelf | 0.237 | coffee_table | 0.193 | dresser | 0.172 | | paper | 0.009 | printer | 0.213 | monitor | 0.228 | | back_pack | 0.072 | night_stand | 0.301 | door | 0.090 | | picture | 0.050 | ottoman | 0.190 | stool | 0.223 | | outlet | 0.000 | towel | 0.064 | tray | 0.014 | | bag | 0.018 | stove | 0.103 | bathtub | 0.428 | | scanner | 0.208 | cubby | 0.023 | mirror | 0.024 | | bottle | 0.005 | rack | 0.018 | cup | 0.069 | | thermos | 0.002 | island | 0.081 | counter | 0.029 | | bowl | 0.049 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.194 | | cart | 0.098 | tv_stand | 0.111 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.341 | | sofa | 0.421 | plant | 0.033 | bed | 0.604 | | dining_table | 0.006 | toilet | 0.540 | tv | 0.257 | | laptop | 0.109 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.025 | microwave | 0.243 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.158 | | fridge | 0.173 | book | 0.009 | clock | 0.093 | | vase | 0.051 | fire_extinguisher | 0.003 | blinds | 0.015 | | podium | 0.192 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:42:51,099 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.200 | table | 0.461 | desk | 0.208 | | sofa_chair | 0.674 | pillow | 0.151 | box | 0.052 | | garbage_bin | 0.617 | cabinet | 0.082 | drawer | 0.089 | | shelf | 0.208 | kitchen_counter | 0.258 | kitchen_cabinet | 0.304 | | cpu | 0.067 | bench | 0.298 | file_cabinet | 0.115 | | whiteboard | 0.230 | lamp | 0.384 | endtable | 0.259 | | bookshelf | 0.429 | coffee_table | 0.375 | dresser | 0.267 | | paper | 0.025 | printer | 0.363 | monitor | 0.525 | | back_pack | 0.156 | night_stand | 0.521 | door | 0.127 | | picture | 0.089 | ottoman | 0.285 | stool | 0.433 | | outlet | 0.000 | towel | 0.101 | tray | 0.037 | | bag | 0.027 | stove | 0.190 | bathtub | 0.673 | | scanner | 0.315 | cubby | 0.032 | mirror | 0.050 | | bottle | 0.008 | rack | 0.028 | cup | 0.172 | | thermos | 0.003 | island | 0.128 | counter | 0.037 | | bowl | 0.084 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.295 | | cart | 0.165 | tv_stand | 0.249 | poster | 0.003 | | soap_dispenser | 0.018 | toy | nan | chair | 0.687 | | sofa | 0.617 | plant | 0.088 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.861 | tv | 0.453 | | laptop | 0.233 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.244 | telephone | 0.066 | microwave | 0.464 | | oven | 0.033 | paper_towel_dispenser | 0.446 | sink | 0.450 | | fridge | 0.318 | book | 0.023 | clock | 0.143 | | vase | 0.089 | fire_extinguisher | 0.013 | blinds | 0.042 | | podium | 0.271 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:42:51,103 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.078 | table | 0.258 | desk | 0.080 | | sofa_chair | 0.563 | pillow | 0.035 | box | 0.018 | | garbage_bin | 0.383 | cabinet | 0.029 | drawer | 0.057 | | shelf | 0.093 | kitchen_counter | 0.145 | kitchen_cabinet | 0.233 | | cpu | 0.007 | bench | 0.109 | file_cabinet | 0.102 | | whiteboard | 0.151 | lamp | 0.141 | endtable | 0.132 | | bookshelf | 0.232 | coffee_table | 0.146 | dresser | 0.202 | | paper | 0.004 | printer | 0.170 | monitor | 0.160 | | back_pack | 0.037 | night_stand | 0.324 | door | 0.117 | | picture | 0.052 | ottoman | 0.211 | stool | 0.211 | | outlet | 0.000 | towel | 0.077 | tray | 0.014 | | bag | 0.021 | stove | 0.102 | bathtub | 0.460 | | scanner | 0.206 | cubby | 0.031 | mirror | 0.011 | | bottle | 0.006 | rack | 0.024 | cup | 0.036 | | thermos | 0.003 | island | 0.080 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.166 | | cart | 0.079 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.301 | | sofa | 0.472 | plant | 0.014 | bed | 0.700 | | dining_table | 0.002 | toilet | 0.591 | tv | 0.266 | | laptop | 0.094 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.009 | microwave | 0.182 | | oven | 0.012 | paper_towel_dispenser | 0.287 | sink | 0.072 | | fridge | 0.139 | book | 0.006 | clock | 0.113 | | vase | 0.054 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.223 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:42:51,103 - mmdet - INFO - Evaluating segm... 2022-05-11 22:43:10,321 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 22:43:10,325 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:43:10,329 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:43:10,332 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 22:43:10,663 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 22:43:10,663 - mmdet - INFO - Epoch(val) [43][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1210, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1560, bbox_mAP_copypaste: 0.125 0.222 0.121 0.004 0.045 0.156, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 22:43:37,408 - mmdet - INFO - Epoch [44][50/3992] lr: 1.000e-06, eta: 3 days, 14:09:31, time: 0.535, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0249, loss_cls: 0.1443, acc: 94.5508, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4282 2022-05-11 22:44:02,305 - mmdet - INFO - Epoch [44][100/3992] lr: 1.000e-06, eta: 3 days, 14:09:07, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0288, loss_cls: 0.1650, acc: 94.0762, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4771 2022-05-11 22:44:27,181 - mmdet - INFO - Epoch [44][150/3992] lr: 1.000e-06, eta: 3 days, 14:08:43, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0269, loss_cls: 0.1617, acc: 94.2012, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4640 2022-05-11 22:44:52,162 - mmdet - INFO - Epoch [44][200/3992] lr: 1.000e-06, eta: 3 days, 14:08:19, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0293, loss_cls: 0.1604, acc: 94.0410, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4562 2022-05-11 22:45:15,742 - mmdet - INFO - Epoch [44][250/3992] lr: 1.000e-06, eta: 3 days, 14:07:50, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0247, loss_cls: 0.1458, acc: 94.8105, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4138 2022-05-11 22:45:41,765 - mmdet - INFO - Epoch [44][300/3992] lr: 1.000e-06, eta: 3 days, 14:07:30, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0281, loss_cls: 0.1631, acc: 93.9688, loss_bbox: 0.2696, loss_mask: 0.0000, loss: 0.4732 2022-05-11 22:46:05,958 - mmdet - INFO - Epoch [44][350/3992] lr: 1.000e-06, eta: 3 days, 14:07:03, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0277, loss_cls: 0.1535, acc: 94.1113, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4447 2022-05-11 22:46:31,224 - mmdet - INFO - Epoch [44][400/3992] lr: 1.000e-06, eta: 3 days, 14:06:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0288, loss_cls: 0.1586, acc: 94.2793, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4563 2022-05-11 22:46:56,035 - mmdet - INFO - Epoch [44][450/3992] lr: 1.000e-06, eta: 3 days, 14:06:16, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0248, loss_cls: 0.1491, acc: 94.5977, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4230 2022-05-11 22:47:22,203 - mmdet - INFO - Epoch [44][500/3992] lr: 1.000e-06, eta: 3 days, 14:05:56, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0239, loss_cls: 0.1429, acc: 94.6230, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4321 2022-05-11 22:47:46,579 - mmdet - INFO - Epoch [44][550/3992] lr: 1.000e-06, eta: 3 days, 14:05:30, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0263, loss_cls: 0.1422, acc: 94.5801, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4301 2022-05-11 22:48:11,212 - mmdet - INFO - Epoch [44][600/3992] lr: 1.000e-06, eta: 3 days, 14:05:05, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0260, loss_cls: 0.1555, acc: 94.4180, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4419 2022-05-11 22:48:36,084 - mmdet - INFO - Epoch [44][650/3992] lr: 1.000e-06, eta: 3 days, 14:04:40, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0232, loss_cls: 0.1542, acc: 94.3496, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4317 2022-05-11 22:49:01,983 - mmdet - INFO - Epoch [44][700/3992] lr: 1.000e-06, eta: 3 days, 14:04:20, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0248, loss_cls: 0.1363, acc: 94.9590, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4130 2022-05-11 22:49:27,353 - mmdet - INFO - Epoch [44][750/3992] lr: 1.000e-06, eta: 3 days, 14:03:57, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0282, loss_cls: 0.1606, acc: 93.8926, loss_bbox: 0.2763, loss_mask: 0.0000, loss: 0.4816 2022-05-11 22:49:52,106 - mmdet - INFO - Epoch [44][800/3992] lr: 1.000e-06, eta: 3 days, 14:03:33, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0288, loss_cls: 0.1470, acc: 94.5352, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4455 2022-05-11 22:50:17,992 - mmdet - INFO - Epoch [44][850/3992] lr: 1.000e-06, eta: 3 days, 14:03:12, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0276, loss_cls: 0.1596, acc: 94.0742, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4668 2022-05-11 22:50:42,888 - mmdet - INFO - Epoch [44][900/3992] lr: 1.000e-06, eta: 3 days, 14:02:48, time: 0.498, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0258, loss_cls: 0.1526, acc: 94.2695, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4418 2022-05-11 22:51:07,873 - mmdet - INFO - Epoch [44][950/3992] lr: 1.000e-06, eta: 3 days, 14:02:24, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0308, loss_cls: 0.1677, acc: 93.7207, loss_bbox: 0.2813, loss_mask: 0.0000, loss: 0.4965 2022-05-11 22:51:32,952 - mmdet - INFO - Epoch [44][1000/3992] lr: 1.000e-06, eta: 3 days, 14:02:00, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0268, loss_cls: 0.1638, acc: 94.1543, loss_bbox: 0.2594, loss_mask: 0.0000, loss: 0.4667 2022-05-11 22:51:57,503 - mmdet - INFO - Epoch [44][1050/3992] lr: 1.000e-06, eta: 3 days, 14:01:35, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0287, loss_cls: 0.1490, acc: 94.2461, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4389 2022-05-11 22:52:22,999 - mmdet - INFO - Epoch [44][1100/3992] lr: 1.000e-06, eta: 3 days, 14:01:13, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0295, loss_cls: 0.1612, acc: 94.1348, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4756 2022-05-11 22:52:48,346 - mmdet - INFO - Epoch [44][1150/3992] lr: 1.000e-06, eta: 3 days, 14:00:50, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0320, loss_cls: 0.1744, acc: 93.5000, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.5023 2022-05-11 22:53:13,202 - mmdet - INFO - Epoch [44][1200/3992] lr: 1.000e-06, eta: 3 days, 14:00:26, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0294, loss_cls: 0.1571, acc: 94.0781, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4627 2022-05-11 22:53:38,995 - mmdet - INFO - Epoch [44][1250/3992] lr: 1.000e-06, eta: 3 days, 14:00:05, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0256, loss_cls: 0.1514, acc: 94.4023, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4480 2022-05-11 22:54:04,211 - mmdet - INFO - Epoch [44][1300/3992] lr: 1.000e-06, eta: 3 days, 13:59:42, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0199, loss_cls: 0.1362, acc: 94.8672, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.3973 2022-05-11 22:54:28,700 - mmdet - INFO - Epoch [44][1350/3992] lr: 1.000e-06, eta: 3 days, 13:59:16, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0249, loss_cls: 0.1522, acc: 94.4453, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4346 2022-05-11 22:54:54,254 - mmdet - INFO - Epoch [44][1400/3992] lr: 1.000e-06, eta: 3 days, 13:58:54, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0273, loss_cls: 0.1689, acc: 93.7090, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4743 2022-05-11 22:55:18,864 - mmdet - INFO - Epoch [44][1450/3992] lr: 1.000e-06, eta: 3 days, 13:58:29, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0306, loss_cls: 0.1955, acc: 93.2090, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.5242 2022-05-11 22:55:43,409 - mmdet - INFO - Epoch [44][1500/3992] lr: 1.000e-06, eta: 3 days, 13:58:04, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0270, loss_cls: 0.1578, acc: 94.4219, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4480 2022-05-11 22:56:08,469 - mmdet - INFO - Epoch [44][1550/3992] lr: 1.000e-06, eta: 3 days, 13:57:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0278, loss_cls: 0.1642, acc: 94.0039, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4696 2022-05-11 22:56:33,158 - mmdet - INFO - Epoch [44][1600/3992] lr: 1.000e-06, eta: 3 days, 13:57:15, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0292, loss_cls: 0.1571, acc: 94.1523, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4622 2022-05-11 22:56:57,796 - mmdet - INFO - Epoch [44][1650/3992] lr: 1.000e-06, eta: 3 days, 13:56:50, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0261, loss_cls: 0.1492, acc: 94.5000, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4316 2022-05-11 22:57:21,919 - mmdet - INFO - Epoch [44][1700/3992] lr: 1.000e-06, eta: 3 days, 13:56:23, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0241, loss_cls: 0.1481, acc: 94.5527, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4373 2022-05-11 22:57:47,755 - mmdet - INFO - Epoch [44][1750/3992] lr: 1.000e-06, eta: 3 days, 13:56:02, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0310, loss_cls: 0.1635, acc: 94.2656, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4568 2022-05-11 22:58:12,420 - mmdet - INFO - Epoch [44][1800/3992] lr: 1.000e-06, eta: 3 days, 13:55:37, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0240, loss_cls: 0.1387, acc: 94.9492, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.4052 2022-05-11 22:58:37,044 - mmdet - INFO - Epoch [44][1850/3992] lr: 1.000e-06, eta: 3 days, 13:55:12, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0250, loss_cls: 0.1490, acc: 94.5723, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4230 2022-05-11 22:59:00,993 - mmdet - INFO - Epoch [44][1900/3992] lr: 1.000e-06, eta: 3 days, 13:54:44, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0235, loss_cls: 0.1442, acc: 94.5254, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4166 2022-05-11 22:59:25,761 - mmdet - INFO - Epoch [44][1950/3992] lr: 1.000e-06, eta: 3 days, 13:54:19, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0241, loss_cls: 0.1356, acc: 94.7832, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4106 2022-05-11 22:59:50,844 - mmdet - INFO - Epoch [44][2000/3992] lr: 1.000e-06, eta: 3 days, 13:53:56, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0243, loss_cls: 0.1397, acc: 94.8789, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4169 2022-05-11 23:00:15,866 - mmdet - INFO - Epoch [44][2050/3992] lr: 1.000e-06, eta: 3 days, 13:53:32, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0245, loss_cls: 0.1399, acc: 94.7676, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4113 2022-05-11 23:00:40,201 - mmdet - INFO - Epoch [44][2100/3992] lr: 1.000e-06, eta: 3 days, 13:53:06, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0300, loss_cls: 0.1574, acc: 94.0449, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4664 2022-05-11 23:01:05,375 - mmdet - INFO - Epoch [44][2150/3992] lr: 1.000e-06, eta: 3 days, 13:52:43, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0263, loss_cls: 0.1471, acc: 94.6152, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4215 2022-05-11 23:01:31,243 - mmdet - INFO - Epoch [44][2200/3992] lr: 1.000e-06, eta: 3 days, 13:52:22, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0273, loss_cls: 0.1566, acc: 94.0215, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4536 2022-05-11 23:01:56,951 - mmdet - INFO - Epoch [44][2250/3992] lr: 1.000e-06, eta: 3 days, 13:52:01, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0243, loss_cls: 0.1414, acc: 94.7559, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4189 2022-05-11 23:02:22,538 - mmdet - INFO - Epoch [44][2300/3992] lr: 1.000e-06, eta: 3 days, 13:51:39, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0297, loss_cls: 0.1428, acc: 94.6113, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4311 2022-05-11 23:02:47,797 - mmdet - INFO - Epoch [44][2350/3992] lr: 1.000e-06, eta: 3 days, 13:51:16, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0264, loss_cls: 0.1467, acc: 94.4414, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4352 2022-05-11 23:03:11,941 - mmdet - INFO - Epoch [44][2400/3992] lr: 1.000e-06, eta: 3 days, 13:50:49, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0275, loss_cls: 0.1579, acc: 94.4102, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4559 2022-05-11 23:03:36,216 - mmdet - INFO - Epoch [44][2450/3992] lr: 1.000e-06, eta: 3 days, 13:50:23, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0266, loss_cls: 0.1462, acc: 94.6777, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4229 2022-05-11 23:04:00,694 - mmdet - INFO - Epoch [44][2500/3992] lr: 1.000e-06, eta: 3 days, 13:49:57, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0286, loss_cls: 0.1603, acc: 94.1484, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4626 2022-05-11 23:04:27,143 - mmdet - INFO - Epoch [44][2550/3992] lr: 1.000e-06, eta: 3 days, 13:49:38, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0270, loss_cls: 0.1597, acc: 94.2930, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4619 2022-05-11 23:04:52,687 - mmdet - INFO - Epoch [44][2600/3992] lr: 1.000e-06, eta: 3 days, 13:49:16, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0292, loss_cls: 0.1760, acc: 93.5273, loss_bbox: 0.2764, loss_mask: 0.0000, loss: 0.5006 2022-05-11 23:05:17,005 - mmdet - INFO - Epoch [44][2650/3992] lr: 1.000e-06, eta: 3 days, 13:48:50, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0254, loss_cls: 0.1521, acc: 94.4219, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4312 2022-05-11 23:05:42,450 - mmdet - INFO - Epoch [44][2700/3992] lr: 1.000e-06, eta: 3 days, 13:48:28, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0279, loss_cls: 0.1629, acc: 93.8105, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4735 2022-05-11 23:06:08,907 - mmdet - INFO - Epoch [44][2750/3992] lr: 1.000e-06, eta: 3 days, 13:48:09, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0281, loss_cls: 0.1527, acc: 94.2344, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4486 2022-05-11 23:06:33,154 - mmdet - INFO - Epoch [44][2800/3992] lr: 1.000e-06, eta: 3 days, 13:47:43, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0205, loss_cls: 0.1439, acc: 94.8125, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4079 2022-05-11 23:06:58,278 - mmdet - INFO - Epoch [44][2850/3992] lr: 1.000e-06, eta: 3 days, 13:47:19, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0258, loss_cls: 0.1324, acc: 94.9316, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4014 2022-05-11 23:07:23,596 - mmdet - INFO - Epoch [44][2900/3992] lr: 1.000e-06, eta: 3 days, 13:46:56, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0256, loss_cls: 0.1633, acc: 94.0488, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4699 2022-05-11 23:07:49,198 - mmdet - INFO - Epoch [44][2950/3992] lr: 1.000e-06, eta: 3 days, 13:46:35, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0275, loss_cls: 0.1623, acc: 94.0605, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4623 2022-05-11 23:08:13,808 - mmdet - INFO - Epoch [44][3000/3992] lr: 1.000e-06, eta: 3 days, 13:46:09, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0289, loss_cls: 0.1585, acc: 94.3457, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4467 2022-05-11 23:08:38,953 - mmdet - INFO - Epoch [44][3050/3992] lr: 1.000e-06, eta: 3 days, 13:45:46, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0267, loss_cls: 0.1455, acc: 94.7422, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4202 2022-05-11 23:09:03,949 - mmdet - INFO - Epoch [44][3100/3992] lr: 1.000e-06, eta: 3 days, 13:45:22, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1617, acc: 93.9844, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4682 2022-05-11 23:09:28,115 - mmdet - INFO - Epoch [44][3150/3992] lr: 1.000e-06, eta: 3 days, 13:44:55, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0236, loss_cls: 0.1394, acc: 95.1543, loss_bbox: 0.2200, loss_mask: 0.0000, loss: 0.3988 2022-05-11 23:09:52,833 - mmdet - INFO - Epoch [44][3200/3992] lr: 1.000e-06, eta: 3 days, 13:44:30, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0290, loss_cls: 0.1632, acc: 93.8750, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4797 2022-05-11 23:10:17,304 - mmdet - INFO - Epoch [44][3250/3992] lr: 1.000e-06, eta: 3 days, 13:44:05, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1475, acc: 94.3613, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4363 2022-05-11 23:10:42,749 - mmdet - INFO - Epoch [44][3300/3992] lr: 1.000e-06, eta: 3 days, 13:43:42, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0230, loss_cls: 0.1385, acc: 94.6660, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4128 2022-05-11 23:11:07,618 - mmdet - INFO - Epoch [44][3350/3992] lr: 1.000e-06, eta: 3 days, 13:43:18, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0249, loss_cls: 0.1603, acc: 94.1523, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4491 2022-05-11 23:11:32,097 - mmdet - INFO - Epoch [44][3400/3992] lr: 1.000e-06, eta: 3 days, 13:42:52, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0268, loss_cls: 0.1587, acc: 94.0273, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4597 2022-05-11 23:11:57,164 - mmdet - INFO - Epoch [44][3450/3992] lr: 1.000e-06, eta: 3 days, 13:42:29, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0291, loss_cls: 0.1614, acc: 94.1738, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4696 2022-05-11 23:12:22,282 - mmdet - INFO - Epoch [44][3500/3992] lr: 1.000e-06, eta: 3 days, 13:42:05, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0282, loss_cls: 0.1573, acc: 94.2246, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4684 2022-05-11 23:12:46,792 - mmdet - INFO - Epoch [44][3550/3992] lr: 1.000e-06, eta: 3 days, 13:41:40, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0223, loss_cls: 0.1447, acc: 94.7637, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4130 2022-05-11 23:13:11,794 - mmdet - INFO - Epoch [44][3600/3992] lr: 1.000e-06, eta: 3 days, 13:41:16, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0281, loss_cls: 0.1736, acc: 93.8730, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.4958 2022-05-11 23:13:37,204 - mmdet - INFO - Epoch [44][3650/3992] lr: 1.000e-06, eta: 3 days, 13:40:53, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0271, loss_cls: 0.1661, acc: 93.8320, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.4822 2022-05-11 23:14:03,073 - mmdet - INFO - Epoch [44][3700/3992] lr: 1.000e-06, eta: 3 days, 13:40:33, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0289, loss_cls: 0.1726, acc: 93.7969, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4904 2022-05-11 23:14:29,185 - mmdet - INFO - Epoch [44][3750/3992] lr: 1.000e-06, eta: 3 days, 13:40:13, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0218, loss_cls: 0.1356, acc: 95.0605, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3896 2022-05-11 23:14:54,617 - mmdet - INFO - Epoch [44][3800/3992] lr: 1.000e-06, eta: 3 days, 13:39:50, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0244, loss_cls: 0.1524, acc: 94.2832, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4375 2022-05-11 23:15:19,709 - mmdet - INFO - Epoch [44][3850/3992] lr: 1.000e-06, eta: 3 days, 13:39:27, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0254, loss_cls: 0.1552, acc: 94.2422, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4526 2022-05-11 23:15:45,479 - mmdet - INFO - Epoch [44][3900/3992] lr: 1.000e-06, eta: 3 days, 13:39:06, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0236, loss_cls: 0.1490, acc: 94.6074, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4262 2022-05-11 23:16:10,558 - mmdet - INFO - Epoch [44][3950/3992] lr: 1.000e-06, eta: 3 days, 13:38:42, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0294, loss_cls: 0.1497, acc: 94.5527, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4469 2022-05-11 23:16:32,181 - mmdet - INFO - Saving checkpoint at 44 epochs 2022-05-11 23:22:15,813 - mmdet - INFO - Evaluating bbox... 2022-05-11 23:22:32,376 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-11 23:22:32,381 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.258 | desk | 0.097 | | sofa_chair | 0.484 | pillow | 0.059 | box | 0.022 | | garbage_bin | 0.357 | cabinet | 0.040 | drawer | 0.057 | | shelf | 0.105 | kitchen_counter | 0.154 | kitchen_cabinet | 0.192 | | cpu | 0.031 | bench | 0.160 | file_cabinet | 0.073 | | whiteboard | 0.146 | lamp | 0.175 | endtable | 0.142 | | bookshelf | 0.238 | coffee_table | 0.196 | dresser | 0.175 | | paper | 0.009 | printer | 0.216 | monitor | 0.226 | | back_pack | 0.076 | night_stand | 0.299 | door | 0.089 | | picture | 0.050 | ottoman | 0.199 | stool | 0.218 | | outlet | 0.000 | towel | 0.063 | tray | 0.014 | | bag | 0.017 | stove | 0.101 | bathtub | 0.431 | | scanner | 0.232 | cubby | 0.023 | mirror | 0.024 | | bottle | 0.004 | rack | 0.018 | cup | 0.068 | | thermos | 0.002 | island | 0.089 | counter | 0.027 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.198 | | cart | 0.113 | tv_stand | 0.109 | poster | 0.001 | | soap_dispenser | 0.011 | toy | nan | chair | 0.341 | | sofa | 0.417 | plant | 0.033 | bed | 0.606 | | dining_table | 0.006 | toilet | 0.536 | tv | 0.257 | | laptop | 0.109 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.024 | microwave | 0.240 | | oven | 0.019 | paper_towel_dispenser | 0.264 | sink | 0.161 | | fridge | 0.165 | book | 0.009 | clock | 0.079 | | vase | 0.044 | fire_extinguisher | 0.002 | blinds | 0.015 | | podium | 0.193 | others | 0.043 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:32,384 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.213 | table | 0.461 | desk | 0.207 | | sofa_chair | 0.678 | pillow | 0.152 | box | 0.048 | | garbage_bin | 0.622 | cabinet | 0.083 | drawer | 0.090 | | shelf | 0.211 | kitchen_counter | 0.270 | kitchen_cabinet | 0.297 | | cpu | 0.076 | bench | 0.303 | file_cabinet | 0.113 | | whiteboard | 0.235 | lamp | 0.386 | endtable | 0.262 | | bookshelf | 0.430 | coffee_table | 0.372 | dresser | 0.270 | | paper | 0.026 | printer | 0.364 | monitor | 0.533 | | back_pack | 0.160 | night_stand | 0.520 | door | 0.125 | | picture | 0.092 | ottoman | 0.287 | stool | 0.431 | | outlet | 0.000 | towel | 0.097 | tray | 0.037 | | bag | 0.025 | stove | 0.187 | bathtub | 0.680 | | scanner | 0.314 | cubby | 0.040 | mirror | 0.057 | | bottle | 0.007 | rack | 0.027 | cup | 0.171 | | thermos | 0.003 | island | 0.137 | counter | 0.034 | | bowl | 0.087 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.309 | | cart | 0.182 | tv_stand | 0.251 | poster | 0.003 | | soap_dispenser | 0.020 | toy | nan | chair | 0.688 | | sofa | 0.609 | plant | 0.089 | bed | 0.882 | | dining_table | 0.011 | toilet | 0.862 | tv | 0.454 | | laptop | 0.233 | mouse | 0.106 | basket | 0.000 | | keyboard | 0.240 | telephone | 0.059 | microwave | 0.460 | | oven | 0.038 | paper_towel_dispenser | 0.446 | sink | 0.448 | | fridge | 0.311 | book | 0.022 | clock | 0.121 | | vase | 0.088 | fire_extinguisher | 0.008 | blinds | 0.042 | | podium | 0.269 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:32,387 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.087 | table | 0.254 | desk | 0.085 | | sofa_chair | 0.570 | pillow | 0.032 | box | 0.020 | | garbage_bin | 0.404 | cabinet | 0.030 | drawer | 0.058 | | shelf | 0.095 | kitchen_counter | 0.144 | kitchen_cabinet | 0.228 | | cpu | 0.004 | bench | 0.118 | file_cabinet | 0.102 | | whiteboard | 0.153 | lamp | 0.135 | endtable | 0.131 | | bookshelf | 0.243 | coffee_table | 0.140 | dresser | 0.211 | | paper | 0.002 | printer | 0.203 | monitor | 0.150 | | back_pack | 0.067 | night_stand | 0.317 | door | 0.114 | | picture | 0.056 | ottoman | 0.240 | stool | 0.208 | | outlet | 0.000 | towel | 0.074 | tray | 0.014 | | bag | 0.021 | stove | 0.100 | bathtub | 0.465 | | scanner | 0.314 | cubby | 0.032 | mirror | 0.011 | | bottle | 0.005 | rack | 0.023 | cup | 0.036 | | thermos | 0.003 | island | 0.094 | counter | 0.029 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.163 | | cart | 0.108 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.301 | | sofa | 0.466 | plant | 0.016 | bed | 0.690 | | dining_table | 0.002 | toilet | 0.570 | tv | 0.263 | | laptop | 0.094 | mouse | 0.009 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.008 | microwave | 0.170 | | oven | 0.012 | paper_towel_dispenser | 0.287 | sink | 0.072 | | fridge | 0.130 | book | 0.005 | clock | 0.097 | | vase | 0.024 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.238 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:32,388 - mmdet - INFO - Evaluating segm... 2022-05-11 23:22:50,677 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-11 23:22:50,681 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:50,684 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:50,687 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-11 23:22:51,003 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-11 23:22:51,003 - mmdet - INFO - Epoch(val) [44][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.126 0.223 0.124 0.004 0.045 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-11 23:23:17,689 - mmdet - INFO - Epoch [45][50/3992] lr: 1.000e-06, eta: 3 days, 13:36:50, time: 0.534, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0263, loss_cls: 0.1463, acc: 94.5449, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4308 2022-05-11 23:23:42,200 - mmdet - INFO - Epoch [45][100/3992] lr: 1.000e-06, eta: 3 days, 13:36:24, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0224, loss_cls: 0.1432, acc: 94.8398, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4066 2022-05-11 23:24:07,903 - mmdet - INFO - Epoch [45][150/3992] lr: 1.000e-06, eta: 3 days, 13:36:03, time: 0.514, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0301, loss_cls: 0.1560, acc: 94.1035, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4564 2022-05-11 23:24:32,282 - mmdet - INFO - Epoch [45][200/3992] lr: 1.000e-06, eta: 3 days, 13:35:37, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0253, loss_cls: 0.1536, acc: 94.5176, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4462 2022-05-11 23:24:57,101 - mmdet - INFO - Epoch [45][250/3992] lr: 1.000e-06, eta: 3 days, 13:35:12, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0250, loss_cls: 0.1532, acc: 94.1367, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4564 2022-05-11 23:25:22,041 - mmdet - INFO - Epoch [45][300/3992] lr: 1.000e-06, eta: 3 days, 13:34:48, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0313, loss_cls: 0.1814, acc: 93.3340, loss_bbox: 0.2894, loss_mask: 0.0000, loss: 0.5162 2022-05-11 23:25:46,068 - mmdet - INFO - Epoch [45][350/3992] lr: 1.000e-06, eta: 3 days, 13:34:21, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0275, loss_cls: 0.1647, acc: 93.8027, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4746 2022-05-11 23:26:11,122 - mmdet - INFO - Epoch [45][400/3992] lr: 1.000e-06, eta: 3 days, 13:33:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0283, loss_cls: 0.1580, acc: 94.1270, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4554 2022-05-11 23:26:35,465 - mmdet - INFO - Epoch [45][450/3992] lr: 1.000e-06, eta: 3 days, 13:33:31, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0304, loss_cls: 0.1745, acc: 93.5977, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4971 2022-05-11 23:27:00,380 - mmdet - INFO - Epoch [45][500/3992] lr: 1.000e-06, eta: 3 days, 13:33:07, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0224, loss_cls: 0.1415, acc: 94.8281, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4080 2022-05-11 23:27:25,729 - mmdet - INFO - Epoch [45][550/3992] lr: 1.000e-06, eta: 3 days, 13:32:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0273, loss_cls: 0.1634, acc: 94.2031, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4520 2022-05-11 23:27:51,115 - mmdet - INFO - Epoch [45][600/3992] lr: 1.000e-06, eta: 3 days, 13:32:22, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0261, loss_cls: 0.1582, acc: 94.2852, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4413 2022-05-11 23:28:17,072 - mmdet - INFO - Epoch [45][650/3992] lr: 1.000e-06, eta: 3 days, 13:32:01, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0266, loss_cls: 0.1626, acc: 94.0488, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4572 2022-05-11 23:28:42,592 - mmdet - INFO - Epoch [45][700/3992] lr: 1.000e-06, eta: 3 days, 13:31:39, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0279, loss_cls: 0.1644, acc: 93.9492, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4713 2022-05-11 23:29:07,617 - mmdet - INFO - Epoch [45][750/3992] lr: 1.000e-06, eta: 3 days, 13:31:15, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1455, acc: 94.5586, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4259 2022-05-11 23:29:33,341 - mmdet - INFO - Epoch [45][800/3992] lr: 1.000e-06, eta: 3 days, 13:30:54, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0237, loss_cls: 0.1368, acc: 94.8047, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4081 2022-05-11 23:29:58,316 - mmdet - INFO - Epoch [45][850/3992] lr: 1.000e-06, eta: 3 days, 13:30:30, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0258, loss_cls: 0.1560, acc: 94.2793, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4484 2022-05-11 23:30:23,902 - mmdet - INFO - Epoch [45][900/3992] lr: 1.000e-06, eta: 3 days, 13:30:08, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0305, loss_cls: 0.1518, acc: 94.3359, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4541 2022-05-11 23:30:50,064 - mmdet - INFO - Epoch [45][950/3992] lr: 1.000e-06, eta: 3 days, 13:29:49, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0239, loss_cls: 0.1527, acc: 94.3672, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4294 2022-05-11 23:31:15,446 - mmdet - INFO - Epoch [45][1000/3992] lr: 1.000e-06, eta: 3 days, 13:29:26, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0319, loss_cls: 0.1726, acc: 93.6133, loss_bbox: 0.2773, loss_mask: 0.0000, loss: 0.5034 2022-05-11 23:31:40,979 - mmdet - INFO - Epoch [45][1050/3992] lr: 1.000e-06, eta: 3 days, 13:29:04, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0237, loss_cls: 0.1499, acc: 94.4863, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4389 2022-05-11 23:32:06,203 - mmdet - INFO - Epoch [45][1100/3992] lr: 1.000e-06, eta: 3 days, 13:28:41, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0252, loss_cls: 0.1451, acc: 94.7148, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4145 2022-05-11 23:32:31,599 - mmdet - INFO - Epoch [45][1150/3992] lr: 1.000e-06, eta: 3 days, 13:28:18, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1409, acc: 94.7168, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4184 2022-05-11 23:32:56,339 - mmdet - INFO - Epoch [45][1200/3992] lr: 1.000e-06, eta: 3 days, 13:27:54, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0293, loss_cls: 0.1580, acc: 94.1797, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4692 2022-05-11 23:33:21,132 - mmdet - INFO - Epoch [45][1250/3992] lr: 1.000e-06, eta: 3 days, 13:27:29, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0251, loss_cls: 0.1404, acc: 94.8223, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4173 2022-05-11 23:33:44,967 - mmdet - INFO - Epoch [45][1300/3992] lr: 1.000e-06, eta: 3 days, 13:27:01, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0256, loss_cls: 0.1454, acc: 94.8066, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4251 2022-05-11 23:34:09,441 - mmdet - INFO - Epoch [45][1350/3992] lr: 1.000e-06, eta: 3 days, 13:26:35, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0246, loss_cls: 0.1483, acc: 94.3262, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4436 2022-05-11 23:34:34,973 - mmdet - INFO - Epoch [45][1400/3992] lr: 1.000e-06, eta: 3 days, 13:26:13, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0235, loss_cls: 0.1524, acc: 94.2422, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4461 2022-05-11 23:35:00,354 - mmdet - INFO - Epoch [45][1450/3992] lr: 1.000e-06, eta: 3 days, 13:25:51, time: 0.508, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0219, loss_cls: 0.1423, acc: 94.7969, loss_bbox: 0.2198, loss_mask: 0.0000, loss: 0.3968 2022-05-11 23:35:26,473 - mmdet - INFO - Epoch [45][1500/3992] lr: 1.000e-06, eta: 3 days, 13:25:31, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0229, loss_cls: 0.1433, acc: 94.6797, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4107 2022-05-11 23:35:50,131 - mmdet - INFO - Epoch [45][1550/3992] lr: 1.000e-06, eta: 3 days, 13:25:02, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0265, loss_cls: 0.1656, acc: 93.8047, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4817 2022-05-11 23:36:16,360 - mmdet - INFO - Epoch [45][1600/3992] lr: 1.000e-06, eta: 3 days, 13:24:43, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0240, loss_cls: 0.1361, acc: 94.8262, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4123 2022-05-11 23:36:42,228 - mmdet - INFO - Epoch [45][1650/3992] lr: 1.000e-06, eta: 3 days, 13:24:22, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0356, loss_cls: 0.1714, acc: 93.8008, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.4997 2022-05-11 23:37:07,379 - mmdet - INFO - Epoch [45][1700/3992] lr: 1.000e-06, eta: 3 days, 13:23:59, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0302, loss_cls: 0.1856, acc: 93.4043, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.5128 2022-05-11 23:37:32,797 - mmdet - INFO - Epoch [45][1750/3992] lr: 1.000e-06, eta: 3 days, 13:23:36, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0226, loss_cls: 0.1443, acc: 94.7539, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4129 2022-05-11 23:37:58,045 - mmdet - INFO - Epoch [45][1800/3992] lr: 1.000e-06, eta: 3 days, 13:23:13, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0294, loss_cls: 0.1617, acc: 94.0605, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4650 2022-05-11 23:38:22,537 - mmdet - INFO - Epoch [45][1850/3992] lr: 1.000e-06, eta: 3 days, 13:22:47, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0284, loss_cls: 0.1693, acc: 93.8242, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4764 2022-05-11 23:38:48,003 - mmdet - INFO - Epoch [45][1900/3992] lr: 1.000e-06, eta: 3 days, 13:22:25, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0314, loss_cls: 0.1649, acc: 93.8516, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4749 2022-05-11 23:39:13,086 - mmdet - INFO - Epoch [45][1950/3992] lr: 1.000e-06, eta: 3 days, 13:22:02, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0235, loss_cls: 0.1626, acc: 94.0000, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4509 2022-05-11 23:39:39,386 - mmdet - INFO - Epoch [45][2000/3992] lr: 1.000e-06, eta: 3 days, 13:21:42, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0288, loss_cls: 0.1711, acc: 93.7695, loss_bbox: 0.2767, loss_mask: 0.0000, loss: 0.4922 2022-05-11 23:40:04,214 - mmdet - INFO - Epoch [45][2050/3992] lr: 1.000e-06, eta: 3 days, 13:21:18, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0248, loss_cls: 0.1527, acc: 94.0898, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4489 2022-05-11 23:40:30,158 - mmdet - INFO - Epoch [45][2100/3992] lr: 1.000e-06, eta: 3 days, 13:20:57, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0287, loss_cls: 0.1661, acc: 93.9531, loss_bbox: 0.2669, loss_mask: 0.0000, loss: 0.4755 2022-05-11 23:40:54,392 - mmdet - INFO - Epoch [45][2150/3992] lr: 1.000e-06, eta: 3 days, 13:20:31, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0260, loss_cls: 0.1476, acc: 94.7891, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4186 2022-05-11 23:41:18,790 - mmdet - INFO - Epoch [45][2200/3992] lr: 1.000e-06, eta: 3 days, 13:20:05, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0273, loss_cls: 0.1592, acc: 94.0898, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4634 2022-05-11 23:41:43,201 - mmdet - INFO - Epoch [45][2250/3992] lr: 1.000e-06, eta: 3 days, 13:19:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0295, loss_cls: 0.1706, acc: 93.9707, loss_bbox: 0.2696, loss_mask: 0.0000, loss: 0.4865 2022-05-11 23:42:08,950 - mmdet - INFO - Epoch [45][2300/3992] lr: 1.000e-06, eta: 3 days, 13:19:17, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0221, loss_cls: 0.1568, acc: 94.2383, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4481 2022-05-11 23:42:34,177 - mmdet - INFO - Epoch [45][2350/3992] lr: 1.000e-06, eta: 3 days, 13:18:54, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0274, loss_cls: 0.1637, acc: 93.8750, loss_bbox: 0.2771, loss_mask: 0.0000, loss: 0.4822 2022-05-11 23:42:59,480 - mmdet - INFO - Epoch [45][2400/3992] lr: 1.000e-06, eta: 3 days, 13:18:31, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1611, acc: 94.2207, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4555 2022-05-11 23:43:24,391 - mmdet - INFO - Epoch [45][2450/3992] lr: 1.000e-06, eta: 3 days, 13:18:07, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0242, loss_cls: 0.1431, acc: 94.8262, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4141 2022-05-11 23:43:49,197 - mmdet - INFO - Epoch [45][2500/3992] lr: 1.000e-06, eta: 3 days, 13:17:43, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0280, loss_cls: 0.1544, acc: 94.1719, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4595 2022-05-11 23:44:14,616 - mmdet - INFO - Epoch [45][2550/3992] lr: 1.000e-06, eta: 3 days, 13:17:20, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0296, loss_cls: 0.1465, acc: 94.4570, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4455 2022-05-11 23:44:39,911 - mmdet - INFO - Epoch [45][2600/3992] lr: 1.000e-06, eta: 3 days, 13:16:57, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0306, loss_cls: 0.1619, acc: 93.9492, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4692 2022-05-11 23:45:05,575 - mmdet - INFO - Epoch [45][2650/3992] lr: 1.000e-06, eta: 3 days, 13:16:36, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0281, loss_cls: 0.1510, acc: 94.3457, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4457 2022-05-11 23:45:31,334 - mmdet - INFO - Epoch [45][2700/3992] lr: 1.000e-06, eta: 3 days, 13:16:15, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0265, loss_cls: 0.1713, acc: 93.8418, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.4857 2022-05-11 23:45:55,797 - mmdet - INFO - Epoch [45][2750/3992] lr: 1.000e-06, eta: 3 days, 13:15:49, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0265, loss_cls: 0.1587, acc: 93.9883, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4541 2022-05-11 23:46:21,692 - mmdet - INFO - Epoch [45][2800/3992] lr: 1.000e-06, eta: 3 days, 13:15:28, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0253, loss_cls: 0.1739, acc: 93.5781, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4725 2022-05-11 23:46:47,084 - mmdet - INFO - Epoch [45][2850/3992] lr: 1.000e-06, eta: 3 days, 13:15:05, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0235, loss_cls: 0.1324, acc: 94.9512, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4006 2022-05-11 23:47:13,031 - mmdet - INFO - Epoch [45][2900/3992] lr: 1.000e-06, eta: 3 days, 13:14:45, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0281, loss_cls: 0.1505, acc: 94.2168, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4406 2022-05-11 23:47:38,052 - mmdet - INFO - Epoch [45][2950/3992] lr: 1.000e-06, eta: 3 days, 13:14:21, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0274, loss_cls: 0.1491, acc: 94.2539, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4502 2022-05-11 23:48:02,589 - mmdet - INFO - Epoch [45][3000/3992] lr: 1.000e-06, eta: 3 days, 13:13:55, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0244, loss_cls: 0.1426, acc: 94.7539, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4107 2022-05-11 23:48:28,022 - mmdet - INFO - Epoch [45][3050/3992] lr: 1.000e-06, eta: 3 days, 13:13:33, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0279, loss_cls: 0.1788, acc: 93.5059, loss_bbox: 0.2726, loss_mask: 0.0000, loss: 0.4951 2022-05-11 23:48:53,559 - mmdet - INFO - Epoch [45][3100/3992] lr: 1.000e-06, eta: 3 days, 13:13:11, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0288, loss_cls: 0.1598, acc: 94.0273, loss_bbox: 0.2724, loss_mask: 0.0000, loss: 0.4765 2022-05-11 23:49:19,499 - mmdet - INFO - Epoch [45][3150/3992] lr: 1.000e-06, eta: 3 days, 13:12:50, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0272, loss_cls: 0.1770, acc: 93.5742, loss_bbox: 0.2808, loss_mask: 0.0000, loss: 0.4980 2022-05-11 23:49:44,315 - mmdet - INFO - Epoch [45][3200/3992] lr: 1.000e-06, eta: 3 days, 13:12:26, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0257, loss_cls: 0.1508, acc: 94.3047, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4434 2022-05-11 23:50:10,061 - mmdet - INFO - Epoch [45][3250/3992] lr: 1.000e-06, eta: 3 days, 13:12:04, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0257, loss_cls: 0.1534, acc: 94.2266, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4409 2022-05-11 23:50:35,179 - mmdet - INFO - Epoch [45][3300/3992] lr: 1.000e-06, eta: 3 days, 13:11:41, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0240, loss_cls: 0.1505, acc: 94.2617, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4403 2022-05-11 23:50:59,856 - mmdet - INFO - Epoch [45][3350/3992] lr: 1.000e-06, eta: 3 days, 13:11:16, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0225, loss_cls: 0.1386, acc: 94.8105, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4028 2022-05-11 23:51:25,460 - mmdet - INFO - Epoch [45][3400/3992] lr: 1.000e-06, eta: 3 days, 13:10:54, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0254, loss_cls: 0.1401, acc: 94.5469, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4106 2022-05-11 23:51:51,183 - mmdet - INFO - Epoch [45][3450/3992] lr: 1.000e-06, eta: 3 days, 13:10:33, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0272, loss_cls: 0.1644, acc: 93.9609, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4715 2022-05-11 23:52:16,026 - mmdet - INFO - Epoch [45][3500/3992] lr: 1.000e-06, eta: 3 days, 13:10:08, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0324, loss_cls: 0.1733, acc: 93.7402, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4947 2022-05-11 23:52:41,267 - mmdet - INFO - Epoch [45][3550/3992] lr: 1.000e-06, eta: 3 days, 13:09:45, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0252, loss_cls: 0.1504, acc: 94.2207, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4565 2022-05-11 23:53:06,461 - mmdet - INFO - Epoch [45][3600/3992] lr: 1.000e-06, eta: 3 days, 13:09:22, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0256, loss_cls: 0.1583, acc: 94.0938, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4462 2022-05-11 23:53:31,932 - mmdet - INFO - Epoch [45][3650/3992] lr: 1.000e-06, eta: 3 days, 13:09:00, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0268, loss_cls: 0.1419, acc: 94.8965, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4151 2022-05-11 23:53:57,341 - mmdet - INFO - Epoch [45][3700/3992] lr: 1.000e-06, eta: 3 days, 13:08:37, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0242, loss_cls: 0.1454, acc: 94.4355, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4234 2022-05-11 23:54:21,753 - mmdet - INFO - Epoch [45][3750/3992] lr: 1.000e-06, eta: 3 days, 13:08:11, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0298, loss_cls: 0.1568, acc: 94.1445, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4603 2022-05-11 23:54:47,046 - mmdet - INFO - Epoch [45][3800/3992] lr: 1.000e-06, eta: 3 days, 13:07:48, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0230, loss_cls: 0.1423, acc: 94.6348, loss_bbox: 0.2300, loss_mask: 0.0000, loss: 0.4052 2022-05-11 23:55:12,885 - mmdet - INFO - Epoch [45][3850/3992] lr: 1.000e-06, eta: 3 days, 13:07:27, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0279, loss_cls: 0.1629, acc: 94.0723, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4564 2022-05-11 23:55:38,326 - mmdet - INFO - Epoch [45][3900/3992] lr: 1.000e-06, eta: 3 days, 13:07:05, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0221, loss_cls: 0.1430, acc: 94.6621, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4110 2022-05-11 23:56:03,361 - mmdet - INFO - Epoch [45][3950/3992] lr: 1.000e-06, eta: 3 days, 13:06:41, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0240, loss_cls: 0.1566, acc: 94.4082, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4422 2022-05-11 23:56:24,812 - mmdet - INFO - Saving checkpoint at 45 epochs 2022-05-12 00:02:07,538 - mmdet - INFO - Evaluating bbox... 2022-05-12 00:02:24,361 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 00:02:24,366 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.119 | table | 0.256 | desk | 0.096 | | sofa_chair | 0.484 | pillow | 0.060 | box | 0.022 | | garbage_bin | 0.354 | cabinet | 0.043 | drawer | 0.056 | | shelf | 0.110 | kitchen_counter | 0.162 | kitchen_cabinet | 0.194 | | cpu | 0.023 | bench | 0.150 | file_cabinet | 0.070 | | whiteboard | 0.144 | lamp | 0.175 | endtable | 0.134 | | bookshelf | 0.236 | coffee_table | 0.196 | dresser | 0.174 | | paper | 0.007 | printer | 0.209 | monitor | 0.229 | | back_pack | 0.072 | night_stand | 0.298 | door | 0.086 | | picture | 0.048 | ottoman | 0.197 | stool | 0.217 | | outlet | 0.000 | towel | 0.066 | tray | 0.017 | | bag | 0.015 | stove | 0.105 | bathtub | 0.435 | | scanner | 0.230 | cubby | 0.018 | mirror | 0.022 | | bottle | 0.004 | rack | 0.017 | cup | 0.067 | | thermos | 0.002 | island | 0.088 | counter | 0.028 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.184 | | cart | 0.116 | tv_stand | 0.105 | poster | 0.001 | | soap_dispenser | 0.011 | toy | nan | chair | 0.341 | | sofa | 0.419 | plant | 0.036 | bed | 0.605 | | dining_table | 0.006 | toilet | 0.545 | tv | 0.260 | | laptop | 0.106 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.024 | microwave | 0.239 | | oven | 0.019 | paper_towel_dispenser | 0.245 | sink | 0.158 | | fridge | 0.172 | book | 0.008 | clock | 0.083 | | vase | 0.047 | fire_extinguisher | 0.009 | blinds | 0.016 | | podium | 0.193 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:24,370 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.220 | table | 0.463 | desk | 0.208 | | sofa_chair | 0.675 | pillow | 0.150 | box | 0.049 | | garbage_bin | 0.623 | cabinet | 0.090 | drawer | 0.088 | | shelf | 0.215 | kitchen_counter | 0.280 | kitchen_cabinet | 0.304 | | cpu | 0.064 | bench | 0.298 | file_cabinet | 0.109 | | whiteboard | 0.234 | lamp | 0.382 | endtable | 0.252 | | bookshelf | 0.423 | coffee_table | 0.375 | dresser | 0.273 | | paper | 0.021 | printer | 0.363 | monitor | 0.535 | | back_pack | 0.150 | night_stand | 0.518 | door | 0.123 | | picture | 0.084 | ottoman | 0.282 | stool | 0.421 | | outlet | 0.000 | towel | 0.101 | tray | 0.041 | | bag | 0.024 | stove | 0.188 | bathtub | 0.681 | | scanner | 0.312 | cubby | 0.029 | mirror | 0.047 | | bottle | 0.007 | rack | 0.026 | cup | 0.169 | | thermos | 0.003 | island | 0.135 | counter | 0.035 | | bowl | 0.089 | plate | 0.002 | organizer | 0.002 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.277 | | cart | 0.177 | tv_stand | 0.254 | poster | 0.003 | | soap_dispenser | 0.020 | toy | nan | chair | 0.688 | | sofa | 0.614 | plant | 0.096 | bed | 0.887 | | dining_table | 0.011 | toilet | 0.863 | tv | 0.445 | | laptop | 0.231 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.249 | telephone | 0.065 | microwave | 0.473 | | oven | 0.041 | paper_towel_dispenser | 0.406 | sink | 0.449 | | fridge | 0.320 | book | 0.022 | clock | 0.127 | | vase | 0.095 | fire_extinguisher | 0.066 | blinds | 0.046 | | podium | 0.269 | others | 0.093 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:24,373 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.258 | desk | 0.081 | | sofa_chair | 0.558 | pillow | 0.036 | box | 0.019 | | garbage_bin | 0.392 | cabinet | 0.035 | drawer | 0.055 | | shelf | 0.103 | kitchen_counter | 0.159 | kitchen_cabinet | 0.234 | | cpu | 0.005 | bench | 0.113 | file_cabinet | 0.098 | | whiteboard | 0.148 | lamp | 0.141 | endtable | 0.114 | | bookshelf | 0.217 | coffee_table | 0.144 | dresser | 0.195 | | paper | 0.002 | printer | 0.172 | monitor | 0.149 | | back_pack | 0.065 | night_stand | 0.313 | door | 0.112 | | picture | 0.050 | ottoman | 0.227 | stool | 0.222 | | outlet | 0.000 | towel | 0.078 | tray | 0.021 | | bag | 0.019 | stove | 0.099 | bathtub | 0.460 | | scanner | 0.312 | cubby | 0.022 | mirror | 0.011 | | bottle | 0.005 | rack | 0.022 | cup | 0.034 | | thermos | 0.003 | island | 0.093 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.110 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.302 | | sofa | 0.468 | plant | 0.018 | bed | 0.711 | | dining_table | 0.002 | toilet | 0.593 | tv | 0.284 | | laptop | 0.094 | mouse | 0.010 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.008 | microwave | 0.164 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.058 | | fridge | 0.140 | book | 0.005 | clock | 0.103 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.239 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:24,373 - mmdet - INFO - Evaluating segm... 2022-05-12 00:02:43,131 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 00:02:43,136 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:43,139 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:43,142 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:02:43,450 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 00:02:43,451 - mmdet - INFO - Epoch(val) [45][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.223 0.123 0.003 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 00:03:10,453 - mmdet - INFO - Epoch [46][50/3992] lr: 1.000e-06, eta: 3 days, 13:04:52, time: 0.540, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0299, loss_cls: 0.1611, acc: 93.9473, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4695 2022-05-12 00:03:35,209 - mmdet - INFO - Epoch [46][100/3992] lr: 1.000e-06, eta: 3 days, 13:04:27, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0261, loss_cls: 0.1460, acc: 94.5059, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4248 2022-05-12 00:03:59,470 - mmdet - INFO - Epoch [46][150/3992] lr: 1.000e-06, eta: 3 days, 13:04:00, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0267, loss_cls: 0.1680, acc: 93.8262, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4787 2022-05-12 00:04:23,207 - mmdet - INFO - Epoch [46][200/3992] lr: 1.000e-06, eta: 3 days, 13:03:32, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0216, loss_cls: 0.1391, acc: 94.7773, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3969 2022-05-12 00:04:48,494 - mmdet - INFO - Epoch [46][250/3992] lr: 1.000e-06, eta: 3 days, 13:03:09, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0228, loss_cls: 0.1553, acc: 94.2773, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4412 2022-05-12 00:05:13,493 - mmdet - INFO - Epoch [46][300/3992] lr: 1.000e-06, eta: 3 days, 13:02:45, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0249, loss_cls: 0.1542, acc: 94.3047, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4435 2022-05-12 00:05:37,831 - mmdet - INFO - Epoch [46][350/3992] lr: 1.000e-06, eta: 3 days, 13:02:19, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0263, loss_cls: 0.1646, acc: 94.0996, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4583 2022-05-12 00:06:02,191 - mmdet - INFO - Epoch [46][400/3992] lr: 1.000e-06, eta: 3 days, 13:01:53, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0290, loss_cls: 0.1897, acc: 93.1387, loss_bbox: 0.3047, loss_mask: 0.0000, loss: 0.5430 2022-05-12 00:06:27,103 - mmdet - INFO - Epoch [46][450/3992] lr: 1.000e-06, eta: 3 days, 13:01:29, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0316, loss_cls: 0.1794, acc: 93.6426, loss_bbox: 0.2843, loss_mask: 0.0000, loss: 0.5129 2022-05-12 00:06:53,612 - mmdet - INFO - Epoch [46][500/3992] lr: 1.000e-06, eta: 3 days, 13:01:10, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0251, loss_cls: 0.1650, acc: 94.1855, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4551 2022-05-12 00:07:19,130 - mmdet - INFO - Epoch [46][550/3992] lr: 1.000e-06, eta: 3 days, 13:00:48, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0294, loss_cls: 0.1487, acc: 94.4609, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4427 2022-05-12 00:07:44,408 - mmdet - INFO - Epoch [46][600/3992] lr: 1.000e-06, eta: 3 days, 13:00:25, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0274, loss_cls: 0.1620, acc: 94.0312, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4574 2022-05-12 00:08:08,651 - mmdet - INFO - Epoch [46][650/3992] lr: 1.000e-06, eta: 3 days, 12:59:59, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0231, loss_cls: 0.1406, acc: 94.9082, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4218 2022-05-12 00:08:33,794 - mmdet - INFO - Epoch [46][700/3992] lr: 1.000e-06, eta: 3 days, 12:59:35, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0253, loss_cls: 0.1382, acc: 94.9590, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.4052 2022-05-12 00:08:59,933 - mmdet - INFO - Epoch [46][750/3992] lr: 1.000e-06, eta: 3 days, 12:59:15, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0268, loss_cls: 0.1513, acc: 94.4277, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4386 2022-05-12 00:09:25,027 - mmdet - INFO - Epoch [46][800/3992] lr: 1.000e-06, eta: 3 days, 12:58:52, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0267, loss_cls: 0.1644, acc: 93.9492, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4551 2022-05-12 00:09:49,976 - mmdet - INFO - Epoch [46][850/3992] lr: 1.000e-06, eta: 3 days, 12:58:27, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0294, loss_cls: 0.1671, acc: 93.8555, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4874 2022-05-12 00:10:15,835 - mmdet - INFO - Epoch [46][900/3992] lr: 1.000e-06, eta: 3 days, 12:58:06, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1518, acc: 94.5000, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4437 2022-05-12 00:10:40,275 - mmdet - INFO - Epoch [46][950/3992] lr: 1.000e-06, eta: 3 days, 12:57:41, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0279, loss_cls: 0.1670, acc: 93.8691, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4770 2022-05-12 00:11:05,322 - mmdet - INFO - Epoch [46][1000/3992] lr: 1.000e-06, eta: 3 days, 12:57:17, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0278, loss_cls: 0.1505, acc: 94.2578, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4539 2022-05-12 00:11:30,956 - mmdet - INFO - Epoch [46][1050/3992] lr: 1.000e-06, eta: 3 days, 12:56:55, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0277, loss_cls: 0.1460, acc: 94.5684, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4472 2022-05-12 00:11:55,728 - mmdet - INFO - Epoch [46][1100/3992] lr: 1.000e-06, eta: 3 days, 12:56:30, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0236, loss_cls: 0.1474, acc: 94.6387, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4283 2022-05-12 00:12:20,790 - mmdet - INFO - Epoch [46][1150/3992] lr: 1.000e-06, eta: 3 days, 12:56:07, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0252, loss_cls: 0.1523, acc: 94.3457, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4455 2022-05-12 00:12:47,330 - mmdet - INFO - Epoch [46][1200/3992] lr: 1.000e-06, eta: 3 days, 12:55:48, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0260, loss_cls: 0.1668, acc: 93.9941, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4661 2022-05-12 00:13:12,135 - mmdet - INFO - Epoch [46][1250/3992] lr: 1.000e-06, eta: 3 days, 12:55:23, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0271, loss_cls: 0.1548, acc: 94.3809, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4584 2022-05-12 00:13:36,438 - mmdet - INFO - Epoch [46][1300/3992] lr: 1.000e-06, eta: 3 days, 12:54:57, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0288, loss_cls: 0.1511, acc: 94.6445, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4509 2022-05-12 00:14:02,032 - mmdet - INFO - Epoch [46][1350/3992] lr: 1.000e-06, eta: 3 days, 12:54:35, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0281, loss_cls: 0.1566, acc: 93.9609, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4549 2022-05-12 00:14:26,733 - mmdet - INFO - Epoch [46][1400/3992] lr: 1.000e-06, eta: 3 days, 12:54:10, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0228, loss_cls: 0.1459, acc: 94.7188, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.4099 2022-05-12 00:14:51,977 - mmdet - INFO - Epoch [46][1450/3992] lr: 1.000e-06, eta: 3 days, 12:53:47, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0237, loss_cls: 0.1516, acc: 94.3203, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4343 2022-05-12 00:15:17,252 - mmdet - INFO - Epoch [46][1500/3992] lr: 1.000e-06, eta: 3 days, 12:53:24, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0240, loss_cls: 0.1662, acc: 94.1660, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4519 2022-05-12 00:15:42,184 - mmdet - INFO - Epoch [46][1550/3992] lr: 1.000e-06, eta: 3 days, 12:53:00, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0279, loss_cls: 0.1562, acc: 94.2305, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4415 2022-05-12 00:16:07,790 - mmdet - INFO - Epoch [46][1600/3992] lr: 1.000e-06, eta: 3 days, 12:52:38, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0266, loss_cls: 0.1489, acc: 94.3633, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4199 2022-05-12 00:16:32,255 - mmdet - INFO - Epoch [46][1650/3992] lr: 1.000e-06, eta: 3 days, 12:52:13, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0282, loss_cls: 0.1535, acc: 94.4316, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4546 2022-05-12 00:16:57,881 - mmdet - INFO - Epoch [46][1700/3992] lr: 1.000e-06, eta: 3 days, 12:51:51, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0290, loss_cls: 0.1597, acc: 94.2715, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4525 2022-05-12 00:17:21,985 - mmdet - INFO - Epoch [46][1750/3992] lr: 1.000e-06, eta: 3 days, 12:51:24, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0261, loss_cls: 0.1575, acc: 94.0527, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4686 2022-05-12 00:17:47,968 - mmdet - INFO - Epoch [46][1800/3992] lr: 1.000e-06, eta: 3 days, 12:51:03, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0283, loss_cls: 0.1444, acc: 94.6621, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4349 2022-05-12 00:18:13,217 - mmdet - INFO - Epoch [46][1850/3992] lr: 1.000e-06, eta: 3 days, 12:50:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0271, loss_cls: 0.1695, acc: 93.7500, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4757 2022-05-12 00:18:38,074 - mmdet - INFO - Epoch [46][1900/3992] lr: 1.000e-06, eta: 3 days, 12:50:16, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0231, loss_cls: 0.1436, acc: 94.8418, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4131 2022-05-12 00:19:03,233 - mmdet - INFO - Epoch [46][1950/3992] lr: 1.000e-06, eta: 3 days, 12:49:52, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0228, loss_cls: 0.1404, acc: 94.5938, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4087 2022-05-12 00:19:27,293 - mmdet - INFO - Epoch [46][2000/3992] lr: 1.000e-06, eta: 3 days, 12:49:25, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0237, loss_cls: 0.1355, acc: 94.7871, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.3988 2022-05-12 00:19:52,546 - mmdet - INFO - Epoch [46][2050/3992] lr: 1.000e-06, eta: 3 days, 12:49:02, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0282, loss_cls: 0.1769, acc: 93.6016, loss_bbox: 0.2851, loss_mask: 0.0000, loss: 0.5127 2022-05-12 00:20:17,296 - mmdet - INFO - Epoch [46][2100/3992] lr: 1.000e-06, eta: 3 days, 12:48:37, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0281, loss_cls: 0.1648, acc: 94.1777, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4761 2022-05-12 00:20:41,992 - mmdet - INFO - Epoch [46][2150/3992] lr: 1.000e-06, eta: 3 days, 12:48:12, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0222, loss_cls: 0.1398, acc: 94.7988, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4074 2022-05-12 00:21:07,157 - mmdet - INFO - Epoch [46][2200/3992] lr: 1.000e-06, eta: 3 days, 12:47:49, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0242, loss_cls: 0.1514, acc: 94.3906, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4314 2022-05-12 00:21:32,773 - mmdet - INFO - Epoch [46][2250/3992] lr: 1.000e-06, eta: 3 days, 12:47:27, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0273, loss_cls: 0.1559, acc: 94.3828, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4644 2022-05-12 00:21:58,128 - mmdet - INFO - Epoch [46][2300/3992] lr: 1.000e-06, eta: 3 days, 12:47:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0290, loss_cls: 0.1480, acc: 94.2598, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4470 2022-05-12 00:22:23,132 - mmdet - INFO - Epoch [46][2350/3992] lr: 1.000e-06, eta: 3 days, 12:46:41, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0266, loss_cls: 0.1639, acc: 94.0117, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4609 2022-05-12 00:22:48,509 - mmdet - INFO - Epoch [46][2400/3992] lr: 1.000e-06, eta: 3 days, 12:46:18, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0269, loss_cls: 0.1555, acc: 94.2344, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4552 2022-05-12 00:23:13,755 - mmdet - INFO - Epoch [46][2450/3992] lr: 1.000e-06, eta: 3 days, 12:45:55, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0288, loss_cls: 0.1650, acc: 94.0176, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4653 2022-05-12 00:23:38,685 - mmdet - INFO - Epoch [46][2500/3992] lr: 1.000e-06, eta: 3 days, 12:45:31, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0282, loss_cls: 0.1472, acc: 94.4199, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4337 2022-05-12 00:24:03,788 - mmdet - INFO - Epoch [46][2550/3992] lr: 1.000e-06, eta: 3 days, 12:45:07, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0269, loss_cls: 0.1658, acc: 94.0645, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4649 2022-05-12 00:24:28,129 - mmdet - INFO - Epoch [46][2600/3992] lr: 1.000e-06, eta: 3 days, 12:44:41, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0245, loss_cls: 0.1403, acc: 94.6543, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4244 2022-05-12 00:24:53,542 - mmdet - INFO - Epoch [46][2650/3992] lr: 1.000e-06, eta: 3 days, 12:44:18, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0283, loss_cls: 0.1630, acc: 94.1621, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4646 2022-05-12 00:25:18,012 - mmdet - INFO - Epoch [46][2700/3992] lr: 1.000e-06, eta: 3 days, 12:43:53, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0242, loss_cls: 0.1497, acc: 94.4492, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4337 2022-05-12 00:25:43,251 - mmdet - INFO - Epoch [46][2750/3992] lr: 1.000e-06, eta: 3 days, 12:43:29, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0235, loss_cls: 0.1465, acc: 94.7676, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4100 2022-05-12 00:26:08,552 - mmdet - INFO - Epoch [46][2800/3992] lr: 1.000e-06, eta: 3 days, 12:43:07, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0261, loss_cls: 0.1527, acc: 94.4141, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4368 2022-05-12 00:26:33,120 - mmdet - INFO - Epoch [46][2850/3992] lr: 1.000e-06, eta: 3 days, 12:42:41, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0247, loss_cls: 0.1467, acc: 94.5527, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4347 2022-05-12 00:26:57,872 - mmdet - INFO - Epoch [46][2900/3992] lr: 1.000e-06, eta: 3 days, 12:42:16, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0259, loss_cls: 0.1461, acc: 94.5352, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4222 2022-05-12 00:27:22,066 - mmdet - INFO - Epoch [46][2950/3992] lr: 1.000e-06, eta: 3 days, 12:41:50, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0271, loss_cls: 0.1523, acc: 94.4863, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4505 2022-05-12 00:27:47,330 - mmdet - INFO - Epoch [46][3000/3992] lr: 1.000e-06, eta: 3 days, 12:41:27, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0260, loss_cls: 0.1519, acc: 94.3164, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4396 2022-05-12 00:28:13,963 - mmdet - INFO - Epoch [46][3050/3992] lr: 1.000e-06, eta: 3 days, 12:41:08, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0300, loss_cls: 0.1822, acc: 93.3711, loss_bbox: 0.2895, loss_mask: 0.0000, loss: 0.5148 2022-05-12 00:28:38,937 - mmdet - INFO - Epoch [46][3100/3992] lr: 1.000e-06, eta: 3 days, 12:40:44, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0278, loss_cls: 0.1630, acc: 94.2188, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4610 2022-05-12 00:29:05,218 - mmdet - INFO - Epoch [46][3150/3992] lr: 1.000e-06, eta: 3 days, 12:40:25, time: 0.526, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0293, loss_cls: 0.1718, acc: 93.4746, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4858 2022-05-12 00:29:29,621 - mmdet - INFO - Epoch [46][3200/3992] lr: 1.000e-06, eta: 3 days, 12:39:59, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0263, loss_cls: 0.1549, acc: 94.4727, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4537 2022-05-12 00:29:54,874 - mmdet - INFO - Epoch [46][3250/3992] lr: 1.000e-06, eta: 3 days, 12:39:36, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0266, loss_cls: 0.1712, acc: 93.9453, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4898 2022-05-12 00:30:19,912 - mmdet - INFO - Epoch [46][3300/3992] lr: 1.000e-06, eta: 3 days, 12:39:12, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0264, loss_cls: 0.1488, acc: 94.6484, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4294 2022-05-12 00:30:44,442 - mmdet - INFO - Epoch [46][3350/3992] lr: 1.000e-06, eta: 3 days, 12:38:46, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0227, loss_cls: 0.1389, acc: 94.7891, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4140 2022-05-12 00:31:10,581 - mmdet - INFO - Epoch [46][3400/3992] lr: 1.000e-06, eta: 3 days, 12:38:26, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0282, loss_cls: 0.1572, acc: 94.1621, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4594 2022-05-12 00:31:35,460 - mmdet - INFO - Epoch [46][3450/3992] lr: 1.000e-06, eta: 3 days, 12:38:02, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0247, loss_cls: 0.1463, acc: 94.5664, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4259 2022-05-12 00:32:00,365 - mmdet - INFO - Epoch [46][3500/3992] lr: 1.000e-06, eta: 3 days, 12:37:37, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0244, loss_cls: 0.1506, acc: 94.4434, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4160 2022-05-12 00:32:24,784 - mmdet - INFO - Epoch [46][3550/3992] lr: 1.000e-06, eta: 3 days, 12:37:12, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0240, loss_cls: 0.1367, acc: 95.0117, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3987 2022-05-12 00:32:50,272 - mmdet - INFO - Epoch [46][3600/3992] lr: 1.000e-06, eta: 3 days, 12:36:49, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0240, loss_cls: 0.1539, acc: 94.3770, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4272 2022-05-12 00:33:15,756 - mmdet - INFO - Epoch [46][3650/3992] lr: 1.000e-06, eta: 3 days, 12:36:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0274, loss_cls: 0.1601, acc: 94.1875, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4547 2022-05-12 00:33:39,928 - mmdet - INFO - Epoch [46][3700/3992] lr: 1.000e-06, eta: 3 days, 12:36:00, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0239, loss_cls: 0.1483, acc: 94.4727, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4335 2022-05-12 00:34:04,876 - mmdet - INFO - Epoch [46][3750/3992] lr: 1.000e-06, eta: 3 days, 12:35:36, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0275, loss_cls: 0.1633, acc: 94.0469, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4733 2022-05-12 00:34:29,492 - mmdet - INFO - Epoch [46][3800/3992] lr: 1.000e-06, eta: 3 days, 12:35:11, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0256, loss_cls: 0.1561, acc: 93.9531, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4509 2022-05-12 00:34:54,400 - mmdet - INFO - Epoch [46][3850/3992] lr: 1.000e-06, eta: 3 days, 12:34:47, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0298, loss_cls: 0.1500, acc: 94.6172, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4430 2022-05-12 00:35:21,022 - mmdet - INFO - Epoch [46][3900/3992] lr: 1.000e-06, eta: 3 days, 12:34:28, time: 0.532, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0253, loss_cls: 0.1513, acc: 94.4316, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4372 2022-05-12 00:35:46,744 - mmdet - INFO - Epoch [46][3950/3992] lr: 1.000e-06, eta: 3 days, 12:34:07, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0244, loss_cls: 0.1411, acc: 94.8516, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4104 2022-05-12 00:36:08,756 - mmdet - INFO - Saving checkpoint at 46 epochs 2022-05-12 00:41:53,037 - mmdet - INFO - Evaluating bbox... 2022-05-12 00:42:08,904 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.113 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-12 00:42:08,908 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.485 | pillow | 0.060 | box | 0.022 | | garbage_bin | 0.352 | cabinet | 0.041 | drawer | 0.057 | | shelf | 0.101 | kitchen_counter | 0.158 | kitchen_cabinet | 0.195 | | cpu | 0.026 | bench | 0.151 | file_cabinet | 0.077 | | whiteboard | 0.144 | lamp | 0.179 | endtable | 0.138 | | bookshelf | 0.233 | coffee_table | 0.197 | dresser | 0.178 | | paper | 0.009 | printer | 0.218 | monitor | 0.228 | | back_pack | 0.068 | night_stand | 0.296 | door | 0.088 | | picture | 0.049 | ottoman | 0.201 | stool | 0.214 | | outlet | 0.000 | towel | 0.066 | tray | 0.013 | | bag | 0.016 | stove | 0.107 | bathtub | 0.429 | | scanner | 0.223 | cubby | 0.017 | mirror | 0.022 | | bottle | 0.004 | rack | 0.017 | cup | 0.067 | | thermos | 0.002 | island | 0.093 | counter | 0.028 | | bowl | 0.054 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.198 | | cart | 0.115 | tv_stand | 0.101 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.341 | | sofa | 0.421 | plant | 0.035 | bed | 0.605 | | dining_table | 0.006 | toilet | 0.534 | tv | 0.258 | | laptop | 0.116 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.024 | microwave | 0.239 | | oven | 0.024 | paper_towel_dispenser | 0.285 | sink | 0.158 | | fridge | 0.155 | book | 0.009 | clock | 0.093 | | vase | 0.051 | fire_extinguisher | 0.004 | blinds | 0.015 | | podium | 0.202 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:08,911 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.218 | table | 0.461 | desk | 0.208 | | sofa_chair | 0.681 | pillow | 0.152 | box | 0.051 | | garbage_bin | 0.618 | cabinet | 0.087 | drawer | 0.090 | | shelf | 0.213 | kitchen_counter | 0.271 | kitchen_cabinet | 0.327 | | cpu | 0.068 | bench | 0.291 | file_cabinet | 0.119 | | whiteboard | 0.229 | lamp | 0.388 | endtable | 0.258 | | bookshelf | 0.431 | coffee_table | 0.373 | dresser | 0.278 | | paper | 0.027 | printer | 0.362 | monitor | 0.533 | | back_pack | 0.146 | night_stand | 0.519 | door | 0.126 | | picture | 0.089 | ottoman | 0.282 | stool | 0.413 | | outlet | 0.000 | towel | 0.103 | tray | 0.037 | | bag | 0.025 | stove | 0.200 | bathtub | 0.671 | | scanner | 0.313 | cubby | 0.031 | mirror | 0.051 | | bottle | 0.006 | rack | 0.026 | cup | 0.166 | | thermos | 0.003 | island | 0.130 | counter | 0.034 | | bowl | 0.092 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.295 | | cart | 0.184 | tv_stand | 0.183 | poster | 0.002 | | soap_dispenser | 0.019 | toy | nan | chair | 0.689 | | sofa | 0.616 | plant | 0.093 | bed | 0.882 | | dining_table | 0.011 | toilet | 0.860 | tv | 0.453 | | laptop | 0.236 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.239 | telephone | 0.065 | microwave | 0.471 | | oven | 0.044 | paper_towel_dispenser | 0.446 | sink | 0.448 | | fridge | 0.298 | book | 0.024 | clock | 0.135 | | vase | 0.094 | fire_extinguisher | 0.014 | blinds | 0.040 | | podium | 0.281 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:08,914 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.091 | table | 0.255 | desk | 0.084 | | sofa_chair | 0.575 | pillow | 0.036 | box | 0.019 | | garbage_bin | 0.380 | cabinet | 0.035 | drawer | 0.055 | | shelf | 0.088 | kitchen_counter | 0.153 | kitchen_cabinet | 0.231 | | cpu | 0.005 | bench | 0.121 | file_cabinet | 0.104 | | whiteboard | 0.149 | lamp | 0.154 | endtable | 0.116 | | bookshelf | 0.228 | coffee_table | 0.153 | dresser | 0.200 | | paper | 0.003 | printer | 0.229 | monitor | 0.150 | | back_pack | 0.053 | night_stand | 0.313 | door | 0.117 | | picture | 0.050 | ottoman | 0.241 | stool | 0.218 | | outlet | 0.000 | towel | 0.077 | tray | 0.011 | | bag | 0.021 | stove | 0.106 | bathtub | 0.458 | | scanner | 0.221 | cubby | 0.021 | mirror | 0.012 | | bottle | 0.005 | rack | 0.023 | cup | 0.038 | | thermos | 0.003 | island | 0.101 | counter | 0.030 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.111 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.299 | | sofa | 0.463 | plant | 0.016 | bed | 0.695 | | dining_table | 0.002 | toilet | 0.575 | tv | 0.262 | | laptop | 0.094 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.004 | microwave | 0.160 | | oven | 0.017 | paper_towel_dispenser | 0.287 | sink | 0.061 | | fridge | 0.131 | book | 0.005 | clock | 0.135 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.252 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:08,914 - mmdet - INFO - Evaluating segm... 2022-05-12 00:42:27,785 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 00:42:27,790 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:27,793 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:27,797 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 00:42:28,123 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 00:42:28,123 - mmdet - INFO - Epoch(val) [46][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.222 0.124 0.005 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 00:42:55,454 - mmdet - INFO - Epoch [47][50/3992] lr: 1.000e-06, eta: 3 days, 12:32:20, time: 0.546, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0271, loss_cls: 0.1573, acc: 94.1523, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4427 2022-05-12 00:43:19,326 - mmdet - INFO - Epoch [47][100/3992] lr: 1.000e-06, eta: 3 days, 12:31:52, time: 0.477, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0284, loss_cls: 0.1778, acc: 93.4980, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4928 2022-05-12 00:43:44,826 - mmdet - INFO - Epoch [47][150/3992] lr: 1.000e-06, eta: 3 days, 12:31:30, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0299, loss_cls: 0.1581, acc: 94.1387, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4726 2022-05-12 00:44:10,919 - mmdet - INFO - Epoch [47][200/3992] lr: 1.000e-06, eta: 3 days, 12:31:10, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0269, loss_cls: 0.1670, acc: 93.7188, loss_bbox: 0.2857, loss_mask: 0.0000, loss: 0.4929 2022-05-12 00:44:36,319 - mmdet - INFO - Epoch [47][250/3992] lr: 1.000e-06, eta: 3 days, 12:30:47, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0251, loss_cls: 0.1498, acc: 94.4941, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4348 2022-05-12 00:45:01,350 - mmdet - INFO - Epoch [47][300/3992] lr: 1.000e-06, eta: 3 days, 12:30:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0279, loss_cls: 0.1671, acc: 94.1797, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4682 2022-05-12 00:45:25,378 - mmdet - INFO - Epoch [47][350/3992] lr: 1.000e-06, eta: 3 days, 12:29:56, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0231, loss_cls: 0.1541, acc: 94.4258, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4282 2022-05-12 00:45:50,698 - mmdet - INFO - Epoch [47][400/3992] lr: 1.000e-06, eta: 3 days, 12:29:33, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0235, loss_cls: 0.1343, acc: 95.2070, loss_bbox: 0.2229, loss_mask: 0.0000, loss: 0.3908 2022-05-12 00:46:16,216 - mmdet - INFO - Epoch [47][450/3992] lr: 1.000e-06, eta: 3 days, 12:29:11, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0242, loss_cls: 0.1372, acc: 95.0762, loss_bbox: 0.2171, loss_mask: 0.0000, loss: 0.3933 2022-05-12 00:46:42,669 - mmdet - INFO - Epoch [47][500/3992] lr: 1.000e-06, eta: 3 days, 12:28:52, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0263, loss_cls: 0.1575, acc: 94.3438, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4462 2022-05-12 00:47:07,054 - mmdet - INFO - Epoch [47][550/3992] lr: 1.000e-06, eta: 3 days, 12:28:26, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0261, loss_cls: 0.1525, acc: 94.2773, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4578 2022-05-12 00:47:32,255 - mmdet - INFO - Epoch [47][600/3992] lr: 1.000e-06, eta: 3 days, 12:28:03, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0292, loss_cls: 0.1533, acc: 94.3594, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4550 2022-05-12 00:47:56,439 - mmdet - INFO - Epoch [47][650/3992] lr: 1.000e-06, eta: 3 days, 12:27:36, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0239, loss_cls: 0.1520, acc: 94.4746, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4290 2022-05-12 00:48:21,434 - mmdet - INFO - Epoch [47][700/3992] lr: 1.000e-06, eta: 3 days, 12:27:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0292, loss_cls: 0.1721, acc: 93.8691, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4836 2022-05-12 00:48:45,726 - mmdet - INFO - Epoch [47][750/3992] lr: 1.000e-06, eta: 3 days, 12:26:46, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0238, loss_cls: 0.1398, acc: 94.9434, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4225 2022-05-12 00:49:09,721 - mmdet - INFO - Epoch [47][800/3992] lr: 1.000e-06, eta: 3 days, 12:26:18, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0247, loss_cls: 0.1575, acc: 94.1641, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4546 2022-05-12 00:49:34,787 - mmdet - INFO - Epoch [47][850/3992] lr: 1.000e-06, eta: 3 days, 12:25:55, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0247, loss_cls: 0.1497, acc: 94.3125, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4364 2022-05-12 00:50:00,336 - mmdet - INFO - Epoch [47][900/3992] lr: 1.000e-06, eta: 3 days, 12:25:33, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0281, loss_cls: 0.1738, acc: 93.7090, loss_bbox: 0.2834, loss_mask: 0.0000, loss: 0.4982 2022-05-12 00:50:25,535 - mmdet - INFO - Epoch [47][950/3992] lr: 1.000e-06, eta: 3 days, 12:25:09, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0282, loss_cls: 0.1554, acc: 94.4473, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4611 2022-05-12 00:50:49,941 - mmdet - INFO - Epoch [47][1000/3992] lr: 1.000e-06, eta: 3 days, 12:24:43, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0243, loss_cls: 0.1390, acc: 94.8730, loss_bbox: 0.2205, loss_mask: 0.0000, loss: 0.3963 2022-05-12 00:51:14,206 - mmdet - INFO - Epoch [47][1050/3992] lr: 1.000e-06, eta: 3 days, 12:24:17, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0247, loss_cls: 0.1368, acc: 94.8691, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4092 2022-05-12 00:51:39,240 - mmdet - INFO - Epoch [47][1100/3992] lr: 1.000e-06, eta: 3 days, 12:23:53, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0267, loss_cls: 0.1511, acc: 94.4512, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4370 2022-05-12 00:52:05,037 - mmdet - INFO - Epoch [47][1150/3992] lr: 1.000e-06, eta: 3 days, 12:23:32, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0288, loss_cls: 0.1527, acc: 94.3047, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4532 2022-05-12 00:52:30,501 - mmdet - INFO - Epoch [47][1200/3992] lr: 1.000e-06, eta: 3 days, 12:23:09, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0267, loss_cls: 0.1578, acc: 93.9629, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4498 2022-05-12 00:52:55,541 - mmdet - INFO - Epoch [47][1250/3992] lr: 1.000e-06, eta: 3 days, 12:22:46, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0282, loss_cls: 0.1662, acc: 93.8906, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4702 2022-05-12 00:53:21,847 - mmdet - INFO - Epoch [47][1300/3992] lr: 1.000e-06, eta: 3 days, 12:22:26, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0249, loss_cls: 0.1447, acc: 94.5703, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4366 2022-05-12 00:53:47,761 - mmdet - INFO - Epoch [47][1350/3992] lr: 1.000e-06, eta: 3 days, 12:22:05, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0235, loss_cls: 0.1413, acc: 94.8730, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4177 2022-05-12 00:54:12,947 - mmdet - INFO - Epoch [47][1400/3992] lr: 1.000e-06, eta: 3 days, 12:21:42, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0272, loss_cls: 0.1405, acc: 94.7344, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4242 2022-05-12 00:54:38,145 - mmdet - INFO - Epoch [47][1450/3992] lr: 1.000e-06, eta: 3 days, 12:21:18, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0283, loss_cls: 0.1561, acc: 94.0938, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4584 2022-05-12 00:55:03,157 - mmdet - INFO - Epoch [47][1500/3992] lr: 1.000e-06, eta: 3 days, 12:20:55, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0236, loss_cls: 0.1534, acc: 94.1719, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4381 2022-05-12 00:55:28,600 - mmdet - INFO - Epoch [47][1550/3992] lr: 1.000e-06, eta: 3 days, 12:20:32, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0260, loss_cls: 0.1560, acc: 94.1914, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4597 2022-05-12 00:55:53,784 - mmdet - INFO - Epoch [47][1600/3992] lr: 1.000e-06, eta: 3 days, 12:20:09, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0295, loss_cls: 0.1685, acc: 94.0332, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4770 2022-05-12 00:56:18,555 - mmdet - INFO - Epoch [47][1650/3992] lr: 1.000e-06, eta: 3 days, 12:19:44, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0244, loss_cls: 0.1361, acc: 95.1621, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.4011 2022-05-12 00:56:43,967 - mmdet - INFO - Epoch [47][1700/3992] lr: 1.000e-06, eta: 3 days, 12:19:21, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0262, loss_cls: 0.1640, acc: 93.9355, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4751 2022-05-12 00:57:08,629 - mmdet - INFO - Epoch [47][1750/3992] lr: 1.000e-06, eta: 3 days, 12:18:56, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0282, loss_cls: 0.1640, acc: 93.9141, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4707 2022-05-12 00:57:33,702 - mmdet - INFO - Epoch [47][1800/3992] lr: 1.000e-06, eta: 3 days, 12:18:33, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0231, loss_cls: 0.1304, acc: 94.9492, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.3950 2022-05-12 00:57:59,370 - mmdet - INFO - Epoch [47][1850/3992] lr: 1.000e-06, eta: 3 days, 12:18:11, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1524, acc: 94.5293, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4379 2022-05-12 00:58:23,740 - mmdet - INFO - Epoch [47][1900/3992] lr: 1.000e-06, eta: 3 days, 12:17:45, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0264, loss_cls: 0.1541, acc: 94.1250, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4461 2022-05-12 00:58:48,918 - mmdet - INFO - Epoch [47][1950/3992] lr: 1.000e-06, eta: 3 days, 12:17:21, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0277, loss_cls: 0.1496, acc: 94.5957, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4434 2022-05-12 00:59:13,706 - mmdet - INFO - Epoch [47][2000/3992] lr: 1.000e-06, eta: 3 days, 12:16:57, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0251, loss_cls: 0.1434, acc: 94.9102, loss_bbox: 0.2240, loss_mask: 0.0000, loss: 0.4086 2022-05-12 00:59:39,735 - mmdet - INFO - Epoch [47][2050/3992] lr: 1.000e-06, eta: 3 days, 12:16:36, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0299, loss_cls: 0.1642, acc: 94.0254, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4739 2022-05-12 01:00:05,487 - mmdet - INFO - Epoch [47][2100/3992] lr: 1.000e-06, eta: 3 days, 12:16:15, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0324, loss_cls: 0.1605, acc: 94.0039, loss_bbox: 0.2709, loss_mask: 0.0000, loss: 0.4825 2022-05-12 01:00:29,941 - mmdet - INFO - Epoch [47][2150/3992] lr: 1.000e-06, eta: 3 days, 12:15:49, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0249, loss_cls: 0.1624, acc: 94.2148, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4536 2022-05-12 01:00:54,712 - mmdet - INFO - Epoch [47][2200/3992] lr: 1.000e-06, eta: 3 days, 12:15:24, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0224, loss_cls: 0.1362, acc: 94.9336, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3935 2022-05-12 01:01:18,578 - mmdet - INFO - Epoch [47][2250/3992] lr: 1.000e-06, eta: 3 days, 12:14:57, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0244, loss_cls: 0.1459, acc: 94.7090, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4357 2022-05-12 01:01:44,230 - mmdet - INFO - Epoch [47][2300/3992] lr: 1.000e-06, eta: 3 days, 12:14:35, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0239, loss_cls: 0.1441, acc: 94.5996, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4332 2022-05-12 01:02:09,448 - mmdet - INFO - Epoch [47][2350/3992] lr: 1.000e-06, eta: 3 days, 12:14:12, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0252, loss_cls: 0.1599, acc: 94.0645, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4606 2022-05-12 01:02:35,621 - mmdet - INFO - Epoch [47][2400/3992] lr: 1.000e-06, eta: 3 days, 12:13:51, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0263, loss_cls: 0.1566, acc: 94.2969, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4471 2022-05-12 01:03:00,141 - mmdet - INFO - Epoch [47][2450/3992] lr: 1.000e-06, eta: 3 days, 12:13:26, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0253, loss_cls: 0.1621, acc: 94.1641, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4756 2022-05-12 01:03:24,985 - mmdet - INFO - Epoch [47][2500/3992] lr: 1.000e-06, eta: 3 days, 12:13:01, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0265, loss_cls: 0.1529, acc: 94.3965, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4471 2022-05-12 01:03:50,455 - mmdet - INFO - Epoch [47][2550/3992] lr: 1.000e-06, eta: 3 days, 12:12:39, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0233, loss_cls: 0.1615, acc: 94.1836, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4618 2022-05-12 01:04:16,401 - mmdet - INFO - Epoch [47][2600/3992] lr: 1.000e-06, eta: 3 days, 12:12:18, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0267, loss_cls: 0.1602, acc: 94.0566, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.4737 2022-05-12 01:04:42,052 - mmdet - INFO - Epoch [47][2650/3992] lr: 1.000e-06, eta: 3 days, 12:11:56, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0282, loss_cls: 0.1467, acc: 94.8477, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4201 2022-05-12 01:05:06,618 - mmdet - INFO - Epoch [47][2700/3992] lr: 1.000e-06, eta: 3 days, 12:11:31, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0319, loss_cls: 0.1703, acc: 93.7422, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4868 2022-05-12 01:05:32,174 - mmdet - INFO - Epoch [47][2750/3992] lr: 1.000e-06, eta: 3 days, 12:11:09, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0249, loss_cls: 0.1409, acc: 94.7988, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4274 2022-05-12 01:05:56,671 - mmdet - INFO - Epoch [47][2800/3992] lr: 1.000e-06, eta: 3 days, 12:10:43, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0256, loss_cls: 0.1574, acc: 94.2070, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4534 2022-05-12 01:06:22,411 - mmdet - INFO - Epoch [47][2850/3992] lr: 1.000e-06, eta: 3 days, 12:10:22, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0256, loss_cls: 0.1644, acc: 94.1074, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4483 2022-05-12 01:06:47,913 - mmdet - INFO - Epoch [47][2900/3992] lr: 1.000e-06, eta: 3 days, 12:09:59, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0247, loss_cls: 0.1466, acc: 94.5098, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4207 2022-05-12 01:07:12,564 - mmdet - INFO - Epoch [47][2950/3992] lr: 1.000e-06, eta: 3 days, 12:09:34, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0266, loss_cls: 0.1545, acc: 94.1562, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4570 2022-05-12 01:07:37,286 - mmdet - INFO - Epoch [47][3000/3992] lr: 1.000e-06, eta: 3 days, 12:09:09, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0249, loss_cls: 0.1600, acc: 93.9629, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4583 2022-05-12 01:08:03,549 - mmdet - INFO - Epoch [47][3050/3992] lr: 1.000e-06, eta: 3 days, 12:08:49, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0275, loss_cls: 0.1564, acc: 94.0391, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.4698 2022-05-12 01:08:28,867 - mmdet - INFO - Epoch [47][3100/3992] lr: 1.000e-06, eta: 3 days, 12:08:26, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0247, loss_cls: 0.1657, acc: 94.2012, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4526 2022-05-12 01:08:54,006 - mmdet - INFO - Epoch [47][3150/3992] lr: 1.000e-06, eta: 3 days, 12:08:03, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0248, loss_cls: 0.1461, acc: 94.6895, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4244 2022-05-12 01:09:18,282 - mmdet - INFO - Epoch [47][3200/3992] lr: 1.000e-06, eta: 3 days, 12:07:37, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0295, loss_cls: 0.1667, acc: 93.7832, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4888 2022-05-12 01:09:42,685 - mmdet - INFO - Epoch [47][3250/3992] lr: 1.000e-06, eta: 3 days, 12:07:11, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0264, loss_cls: 0.1485, acc: 94.4609, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4429 2022-05-12 01:10:08,018 - mmdet - INFO - Epoch [47][3300/3992] lr: 1.000e-06, eta: 3 days, 12:06:48, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0267, loss_cls: 0.1492, acc: 94.3887, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4392 2022-05-12 01:10:33,579 - mmdet - INFO - Epoch [47][3350/3992] lr: 1.000e-06, eta: 3 days, 12:06:26, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0267, loss_cls: 0.1547, acc: 94.1992, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4490 2022-05-12 01:10:58,416 - mmdet - INFO - Epoch [47][3400/3992] lr: 1.000e-06, eta: 3 days, 12:06:01, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0253, loss_cls: 0.1446, acc: 94.4180, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4194 2022-05-12 01:11:22,981 - mmdet - INFO - Epoch [47][3450/3992] lr: 1.000e-06, eta: 3 days, 12:05:36, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0235, loss_cls: 0.1397, acc: 94.8125, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4172 2022-05-12 01:11:48,815 - mmdet - INFO - Epoch [47][3500/3992] lr: 1.000e-06, eta: 3 days, 12:05:14, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0253, loss_cls: 0.1531, acc: 94.4727, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4347 2022-05-12 01:12:14,487 - mmdet - INFO - Epoch [47][3550/3992] lr: 1.000e-06, eta: 3 days, 12:04:53, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0265, loss_cls: 0.1488, acc: 94.3438, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4380 2022-05-12 01:12:39,573 - mmdet - INFO - Epoch [47][3600/3992] lr: 1.000e-06, eta: 3 days, 12:04:29, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0211, loss_cls: 0.1405, acc: 94.8887, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.4018 2022-05-12 01:13:04,607 - mmdet - INFO - Epoch [47][3650/3992] lr: 1.000e-06, eta: 3 days, 12:04:05, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0328, loss_cls: 0.1595, acc: 93.9219, loss_bbox: 0.2764, loss_mask: 0.0000, loss: 0.4849 2022-05-12 01:13:28,944 - mmdet - INFO - Epoch [47][3700/3992] lr: 1.000e-06, eta: 3 days, 12:03:39, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0278, loss_cls: 0.1625, acc: 94.0918, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4619 2022-05-12 01:13:54,328 - mmdet - INFO - Epoch [47][3750/3992] lr: 1.000e-06, eta: 3 days, 12:03:16, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0275, loss_cls: 0.1577, acc: 94.2207, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4634 2022-05-12 01:14:19,419 - mmdet - INFO - Epoch [47][3800/3992] lr: 1.000e-06, eta: 3 days, 12:02:53, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0266, loss_cls: 0.1600, acc: 94.0098, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4625 2022-05-12 01:14:44,582 - mmdet - INFO - Epoch [47][3850/3992] lr: 1.000e-06, eta: 3 days, 12:02:29, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0265, loss_cls: 0.1536, acc: 94.3184, loss_bbox: 0.2634, loss_mask: 0.0000, loss: 0.4556 2022-05-12 01:15:09,154 - mmdet - INFO - Epoch [47][3900/3992] lr: 1.000e-06, eta: 3 days, 12:02:04, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0241, loss_cls: 0.1560, acc: 94.6387, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4442 2022-05-12 01:15:34,366 - mmdet - INFO - Epoch [47][3950/3992] lr: 1.000e-06, eta: 3 days, 12:01:40, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0245, loss_cls: 0.1515, acc: 94.4668, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4514 2022-05-12 01:15:55,378 - mmdet - INFO - Saving checkpoint at 47 epochs 2022-05-12 01:21:38,151 - mmdet - INFO - Evaluating bbox... 2022-05-12 01:21:54,961 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-12 01:21:54,966 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.258 | desk | 0.095 | | sofa_chair | 0.485 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.356 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.108 | kitchen_counter | 0.155 | kitchen_cabinet | 0.196 | | cpu | 0.025 | bench | 0.154 | file_cabinet | 0.073 | | whiteboard | 0.145 | lamp | 0.178 | endtable | 0.138 | | bookshelf | 0.233 | coffee_table | 0.201 | dresser | 0.179 | | paper | 0.009 | printer | 0.211 | monitor | 0.229 | | back_pack | 0.072 | night_stand | 0.299 | door | 0.079 | | picture | 0.050 | ottoman | 0.188 | stool | 0.222 | | outlet | 0.000 | towel | 0.068 | tray | 0.017 | | bag | 0.014 | stove | 0.105 | bathtub | 0.431 | | scanner | 0.222 | cubby | 0.019 | mirror | 0.023 | | bottle | 0.004 | rack | 0.019 | cup | 0.067 | | thermos | 0.002 | island | 0.100 | counter | 0.031 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.183 | | cart | 0.115 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.012 | toy | nan | chair | 0.340 | | sofa | 0.416 | plant | 0.033 | bed | 0.605 | | dining_table | 0.004 | toilet | 0.534 | tv | 0.258 | | laptop | 0.110 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.030 | microwave | 0.246 | | oven | 0.021 | paper_towel_dispenser | 0.293 | sink | 0.161 | | fridge | 0.165 | book | 0.008 | clock | 0.088 | | vase | 0.052 | fire_extinguisher | 0.003 | blinds | 0.013 | | podium | 0.191 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:21:54,969 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.221 | table | 0.462 | desk | 0.205 | | sofa_chair | 0.678 | pillow | 0.149 | box | 0.051 | | garbage_bin | 0.618 | cabinet | 0.089 | drawer | 0.089 | | shelf | 0.218 | kitchen_counter | 0.273 | kitchen_cabinet | 0.306 | | cpu | 0.061 | bench | 0.295 | file_cabinet | 0.113 | | whiteboard | 0.230 | lamp | 0.391 | endtable | 0.253 | | bookshelf | 0.429 | coffee_table | 0.375 | dresser | 0.275 | | paper | 0.025 | printer | 0.361 | monitor | 0.533 | | back_pack | 0.155 | night_stand | 0.521 | door | 0.114 | | picture | 0.090 | ottoman | 0.267 | stool | 0.429 | | outlet | 0.000 | towel | 0.105 | tray | 0.042 | | bag | 0.020 | stove | 0.198 | bathtub | 0.686 | | scanner | 0.313 | cubby | 0.036 | mirror | 0.051 | | bottle | 0.008 | rack | 0.029 | cup | 0.168 | | thermos | 0.003 | island | 0.143 | counter | 0.038 | | bowl | 0.086 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.275 | | cart | 0.184 | tv_stand | 0.237 | poster | 0.002 | | soap_dispenser | 0.023 | toy | nan | chair | 0.685 | | sofa | 0.609 | plant | 0.090 | bed | 0.882 | | dining_table | 0.008 | toilet | 0.854 | tv | 0.453 | | laptop | 0.230 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.247 | telephone | 0.075 | microwave | 0.473 | | oven | 0.041 | paper_towel_dispenser | 0.446 | sink | 0.453 | | fridge | 0.299 | book | 0.023 | clock | 0.134 | | vase | 0.092 | fire_extinguisher | 0.013 | blinds | 0.035 | | podium | 0.264 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:21:54,972 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.088 | table | 0.257 | desk | 0.080 | | sofa_chair | 0.571 | pillow | 0.034 | box | 0.019 | | garbage_bin | 0.394 | cabinet | 0.037 | drawer | 0.055 | | shelf | 0.104 | kitchen_counter | 0.151 | kitchen_cabinet | 0.239 | | cpu | 0.005 | bench | 0.123 | file_cabinet | 0.100 | | whiteboard | 0.145 | lamp | 0.144 | endtable | 0.119 | | bookshelf | 0.229 | coffee_table | 0.142 | dresser | 0.196 | | paper | 0.004 | printer | 0.205 | monitor | 0.158 | | back_pack | 0.057 | night_stand | 0.306 | door | 0.104 | | picture | 0.052 | ottoman | 0.226 | stool | 0.229 | | outlet | 0.000 | towel | 0.078 | tray | 0.021 | | bag | 0.017 | stove | 0.106 | bathtub | 0.485 | | scanner | 0.221 | cubby | 0.026 | mirror | 0.013 | | bottle | 0.006 | rack | 0.025 | cup | 0.037 | | thermos | 0.000 | island | 0.118 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.152 | | cart | 0.099 | tv_stand | 0.074 | poster | 0.001 | | soap_dispenser | 0.006 | toy | nan | chair | 0.300 | | sofa | 0.472 | plant | 0.011 | bed | 0.695 | | dining_table | 0.001 | toilet | 0.575 | tv | 0.285 | | laptop | 0.094 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.009 | microwave | 0.174 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.061 | | fridge | 0.135 | book | 0.005 | clock | 0.110 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.013 | | podium | 0.232 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:21:54,973 - mmdet - INFO - Evaluating segm... 2022-05-12 01:22:13,712 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 01:22:13,717 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:22:13,720 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:22:13,724 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 01:22:14,046 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 01:22:14,046 - mmdet - INFO - Epoch(val) [47][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.222 0.123 0.004 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 01:22:40,116 - mmdet - INFO - Epoch [48][50/3992] lr: 1.000e-06, eta: 3 days, 11:59:51, time: 0.521, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0253, loss_cls: 0.1460, acc: 94.5645, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4254 2022-05-12 01:23:04,226 - mmdet - INFO - Epoch [48][100/3992] lr: 1.000e-06, eta: 3 days, 11:59:24, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0283, loss_cls: 0.1493, acc: 94.4375, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4439 2022-05-12 01:23:29,548 - mmdet - INFO - Epoch [48][150/3992] lr: 1.000e-06, eta: 3 days, 11:59:02, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0260, loss_cls: 0.1526, acc: 94.4707, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4496 2022-05-12 01:23:54,117 - mmdet - INFO - Epoch [48][200/3992] lr: 1.000e-06, eta: 3 days, 11:58:36, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0244, loss_cls: 0.1586, acc: 94.2207, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4564 2022-05-12 01:24:19,532 - mmdet - INFO - Epoch [48][250/3992] lr: 1.000e-06, eta: 3 days, 11:58:14, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0271, loss_cls: 0.1506, acc: 94.4102, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4406 2022-05-12 01:24:44,579 - mmdet - INFO - Epoch [48][300/3992] lr: 1.000e-06, eta: 3 days, 11:57:50, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0253, loss_cls: 0.1442, acc: 94.5117, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4288 2022-05-12 01:25:08,211 - mmdet - INFO - Epoch [48][350/3992] lr: 1.000e-06, eta: 3 days, 11:57:21, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0235, loss_cls: 0.1489, acc: 94.5449, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4303 2022-05-12 01:25:33,352 - mmdet - INFO - Epoch [48][400/3992] lr: 1.000e-06, eta: 3 days, 11:56:58, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0261, loss_cls: 0.1660, acc: 93.8613, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4657 2022-05-12 01:25:58,656 - mmdet - INFO - Epoch [48][450/3992] lr: 1.000e-06, eta: 3 days, 11:56:35, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0291, loss_cls: 0.1514, acc: 94.5391, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4436 2022-05-12 01:26:24,261 - mmdet - INFO - Epoch [48][500/3992] lr: 1.000e-06, eta: 3 days, 11:56:13, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0257, loss_cls: 0.1485, acc: 94.4980, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4412 2022-05-12 01:26:49,641 - mmdet - INFO - Epoch [48][550/3992] lr: 1.000e-06, eta: 3 days, 11:55:50, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0232, loss_cls: 0.1388, acc: 94.7910, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4035 2022-05-12 01:27:14,680 - mmdet - INFO - Epoch [48][600/3992] lr: 1.000e-06, eta: 3 days, 11:55:26, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0265, loss_cls: 0.1542, acc: 94.3184, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4488 2022-05-12 01:27:39,442 - mmdet - INFO - Epoch [48][650/3992] lr: 1.000e-06, eta: 3 days, 11:55:02, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0286, loss_cls: 0.1581, acc: 94.0898, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4643 2022-05-12 01:28:04,835 - mmdet - INFO - Epoch [48][700/3992] lr: 1.000e-06, eta: 3 days, 11:54:39, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0254, loss_cls: 0.1546, acc: 94.1895, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4431 2022-05-12 01:28:30,626 - mmdet - INFO - Epoch [48][750/3992] lr: 1.000e-06, eta: 3 days, 11:54:17, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0266, loss_cls: 0.1440, acc: 94.7148, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4155 2022-05-12 01:28:56,103 - mmdet - INFO - Epoch [48][800/3992] lr: 1.000e-06, eta: 3 days, 11:53:55, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0264, loss_cls: 0.1500, acc: 94.4238, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4521 2022-05-12 01:29:21,489 - mmdet - INFO - Epoch [48][850/3992] lr: 1.000e-06, eta: 3 days, 11:53:32, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0251, loss_cls: 0.1480, acc: 94.7051, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4419 2022-05-12 01:29:46,655 - mmdet - INFO - Epoch [48][900/3992] lr: 1.000e-06, eta: 3 days, 11:53:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0258, loss_cls: 0.1524, acc: 94.2715, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4334 2022-05-12 01:30:12,748 - mmdet - INFO - Epoch [48][950/3992] lr: 1.000e-06, eta: 3 days, 11:52:48, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0270, loss_cls: 0.1629, acc: 94.2383, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4679 2022-05-12 01:30:37,280 - mmdet - INFO - Epoch [48][1000/3992] lr: 1.000e-06, eta: 3 days, 11:52:23, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0236, loss_cls: 0.1483, acc: 94.7266, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4299 2022-05-12 01:31:00,522 - mmdet - INFO - Epoch [48][1050/3992] lr: 1.000e-06, eta: 3 days, 11:51:53, time: 0.465, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0259, loss_cls: 0.1611, acc: 94.1914, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4638 2022-05-12 01:31:25,450 - mmdet - INFO - Epoch [48][1100/3992] lr: 1.000e-06, eta: 3 days, 11:51:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0278, loss_cls: 0.1571, acc: 94.1992, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4491 2022-05-12 01:31:50,237 - mmdet - INFO - Epoch [48][1150/3992] lr: 1.000e-06, eta: 3 days, 11:51:04, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0242, loss_cls: 0.1440, acc: 94.7285, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4157 2022-05-12 01:32:14,959 - mmdet - INFO - Epoch [48][1200/3992] lr: 1.000e-06, eta: 3 days, 11:50:39, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0204, loss_cls: 0.1387, acc: 95.0352, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3895 2022-05-12 01:32:39,629 - mmdet - INFO - Epoch [48][1250/3992] lr: 1.000e-06, eta: 3 days, 11:50:14, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0262, loss_cls: 0.1564, acc: 94.0488, loss_bbox: 0.2609, loss_mask: 0.0000, loss: 0.4583 2022-05-12 01:33:05,880 - mmdet - INFO - Epoch [48][1300/3992] lr: 1.000e-06, eta: 3 days, 11:49:54, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0287, loss_cls: 0.1526, acc: 94.4844, loss_bbox: 0.2587, loss_mask: 0.0000, loss: 0.4578 2022-05-12 01:33:30,404 - mmdet - INFO - Epoch [48][1350/3992] lr: 1.000e-06, eta: 3 days, 11:49:29, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0249, loss_cls: 0.1437, acc: 94.8926, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4158 2022-05-12 01:33:55,963 - mmdet - INFO - Epoch [48][1400/3992] lr: 1.000e-06, eta: 3 days, 11:49:07, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0262, loss_cls: 0.1461, acc: 94.4824, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4454 2022-05-12 01:34:22,240 - mmdet - INFO - Epoch [48][1450/3992] lr: 1.000e-06, eta: 3 days, 11:48:47, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0259, loss_cls: 0.1709, acc: 93.7090, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4776 2022-05-12 01:34:47,960 - mmdet - INFO - Epoch [48][1500/3992] lr: 1.000e-06, eta: 3 days, 11:48:25, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0280, loss_cls: 0.1517, acc: 94.3027, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4509 2022-05-12 01:35:14,046 - mmdet - INFO - Epoch [48][1550/3992] lr: 1.000e-06, eta: 3 days, 11:48:05, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0303, loss_cls: 0.1713, acc: 93.6426, loss_bbox: 0.2730, loss_mask: 0.0000, loss: 0.4912 2022-05-12 01:35:38,695 - mmdet - INFO - Epoch [48][1600/3992] lr: 1.000e-06, eta: 3 days, 11:47:40, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0228, loss_cls: 0.1462, acc: 94.5664, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4269 2022-05-12 01:36:04,420 - mmdet - INFO - Epoch [48][1650/3992] lr: 1.000e-06, eta: 3 days, 11:47:18, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0292, loss_cls: 0.1655, acc: 94.1523, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4637 2022-05-12 01:36:29,957 - mmdet - INFO - Epoch [48][1700/3992] lr: 1.000e-06, eta: 3 days, 11:46:56, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0266, loss_cls: 0.1565, acc: 94.0742, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4603 2022-05-12 01:36:54,919 - mmdet - INFO - Epoch [48][1750/3992] lr: 1.000e-06, eta: 3 days, 11:46:32, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0237, loss_cls: 0.1507, acc: 94.5293, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4255 2022-05-12 01:37:19,858 - mmdet - INFO - Epoch [48][1800/3992] lr: 1.000e-06, eta: 3 days, 11:46:07, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0258, loss_cls: 0.1582, acc: 94.0078, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4627 2022-05-12 01:37:44,408 - mmdet - INFO - Epoch [48][1850/3992] lr: 1.000e-06, eta: 3 days, 11:45:42, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0258, loss_cls: 0.1697, acc: 93.9297, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4743 2022-05-12 01:38:10,078 - mmdet - INFO - Epoch [48][1900/3992] lr: 1.000e-06, eta: 3 days, 11:45:20, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0277, loss_cls: 0.1509, acc: 94.5391, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4248 2022-05-12 01:38:35,142 - mmdet - INFO - Epoch [48][1950/3992] lr: 1.000e-06, eta: 3 days, 11:44:56, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0246, loss_cls: 0.1357, acc: 94.9766, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4142 2022-05-12 01:39:01,019 - mmdet - INFO - Epoch [48][2000/3992] lr: 1.000e-06, eta: 3 days, 11:44:35, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0255, loss_cls: 0.1673, acc: 93.8125, loss_bbox: 0.2828, loss_mask: 0.0000, loss: 0.4904 2022-05-12 01:39:27,190 - mmdet - INFO - Epoch [48][2050/3992] lr: 1.000e-06, eta: 3 days, 11:44:15, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0293, loss_cls: 0.1815, acc: 93.3203, loss_bbox: 0.2877, loss_mask: 0.0000, loss: 0.5136 2022-05-12 01:39:52,526 - mmdet - INFO - Epoch [48][2100/3992] lr: 1.000e-06, eta: 3 days, 11:43:52, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0302, loss_cls: 0.1472, acc: 94.3730, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4501 2022-05-12 01:40:17,422 - mmdet - INFO - Epoch [48][2150/3992] lr: 1.000e-06, eta: 3 days, 11:43:28, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0257, loss_cls: 0.1599, acc: 94.2070, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4414 2022-05-12 01:40:42,705 - mmdet - INFO - Epoch [48][2200/3992] lr: 1.000e-06, eta: 3 days, 11:43:05, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0248, loss_cls: 0.1476, acc: 94.6836, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4299 2022-05-12 01:41:08,177 - mmdet - INFO - Epoch [48][2250/3992] lr: 1.000e-06, eta: 3 days, 11:42:42, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0261, loss_cls: 0.1469, acc: 94.4297, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4402 2022-05-12 01:41:33,410 - mmdet - INFO - Epoch [48][2300/3992] lr: 1.000e-06, eta: 3 days, 11:42:19, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0273, loss_cls: 0.1614, acc: 94.1016, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4731 2022-05-12 01:41:58,758 - mmdet - INFO - Epoch [48][2350/3992] lr: 1.000e-06, eta: 3 days, 11:41:56, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0282, loss_cls: 0.1616, acc: 93.8809, loss_bbox: 0.2715, loss_mask: 0.0000, loss: 0.4753 2022-05-12 01:42:23,554 - mmdet - INFO - Epoch [48][2400/3992] lr: 1.000e-06, eta: 3 days, 11:41:31, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0295, loss_cls: 0.1666, acc: 93.8457, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4831 2022-05-12 01:42:48,997 - mmdet - INFO - Epoch [48][2450/3992] lr: 1.000e-06, eta: 3 days, 11:41:09, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0265, loss_cls: 0.1559, acc: 94.2480, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4457 2022-05-12 01:43:14,144 - mmdet - INFO - Epoch [48][2500/3992] lr: 1.000e-06, eta: 3 days, 11:40:45, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0259, loss_cls: 0.1562, acc: 94.0605, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4420 2022-05-12 01:43:40,059 - mmdet - INFO - Epoch [48][2550/3992] lr: 1.000e-06, eta: 3 days, 11:40:24, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0262, loss_cls: 0.1503, acc: 94.2812, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4413 2022-05-12 01:44:04,755 - mmdet - INFO - Epoch [48][2600/3992] lr: 1.000e-06, eta: 3 days, 11:39:59, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0262, loss_cls: 0.1555, acc: 94.2969, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4535 2022-05-12 01:44:30,003 - mmdet - INFO - Epoch [48][2650/3992] lr: 1.000e-06, eta: 3 days, 11:39:36, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0251, loss_cls: 0.1479, acc: 94.4316, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4379 2022-05-12 01:44:55,427 - mmdet - INFO - Epoch [48][2700/3992] lr: 1.000e-06, eta: 3 days, 11:39:13, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0246, loss_cls: 0.1247, acc: 95.3613, loss_bbox: 0.2112, loss_mask: 0.0000, loss: 0.3748 2022-05-12 01:45:20,607 - mmdet - INFO - Epoch [48][2750/3992] lr: 1.000e-06, eta: 3 days, 11:38:50, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0281, loss_cls: 0.1574, acc: 94.2383, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4578 2022-05-12 01:45:45,668 - mmdet - INFO - Epoch [48][2800/3992] lr: 1.000e-06, eta: 3 days, 11:38:26, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0267, loss_cls: 0.1579, acc: 94.2988, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4502 2022-05-12 01:46:11,131 - mmdet - INFO - Epoch [48][2850/3992] lr: 1.000e-06, eta: 3 days, 11:38:04, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0215, loss_cls: 0.1261, acc: 95.2148, loss_bbox: 0.2176, loss_mask: 0.0000, loss: 0.3750 2022-05-12 01:46:35,844 - mmdet - INFO - Epoch [48][2900/3992] lr: 1.000e-06, eta: 3 days, 11:37:39, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0302, loss_cls: 0.1532, acc: 94.3848, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4674 2022-05-12 01:47:00,285 - mmdet - INFO - Epoch [48][2950/3992] lr: 1.000e-06, eta: 3 days, 11:37:13, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0247, loss_cls: 0.1433, acc: 94.6543, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4193 2022-05-12 01:47:24,851 - mmdet - INFO - Epoch [48][3000/3992] lr: 1.000e-06, eta: 3 days, 11:36:47, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0274, loss_cls: 0.1479, acc: 94.3750, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4415 2022-05-12 01:47:50,351 - mmdet - INFO - Epoch [48][3050/3992] lr: 1.000e-06, eta: 3 days, 11:36:25, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0235, loss_cls: 0.1520, acc: 94.4824, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4335 2022-05-12 01:48:16,848 - mmdet - INFO - Epoch [48][3100/3992] lr: 1.000e-06, eta: 3 days, 11:36:06, time: 0.530, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0293, loss_cls: 0.1638, acc: 93.9141, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4709 2022-05-12 01:48:41,583 - mmdet - INFO - Epoch [48][3150/3992] lr: 1.000e-06, eta: 3 days, 11:35:41, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0330, loss_cls: 0.1927, acc: 93.0195, loss_bbox: 0.2964, loss_mask: 0.0000, loss: 0.5381 2022-05-12 01:49:06,858 - mmdet - INFO - Epoch [48][3200/3992] lr: 1.000e-06, eta: 3 days, 11:35:18, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0269, loss_cls: 0.1578, acc: 94.0742, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4616 2022-05-12 01:49:31,855 - mmdet - INFO - Epoch [48][3250/3992] lr: 1.000e-06, eta: 3 days, 11:34:54, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0232, loss_cls: 0.1377, acc: 94.9824, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3993 2022-05-12 01:49:57,490 - mmdet - INFO - Epoch [48][3300/3992] lr: 1.000e-06, eta: 3 days, 11:34:32, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0264, loss_cls: 0.1575, acc: 94.1250, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4545 2022-05-12 01:50:21,805 - mmdet - INFO - Epoch [48][3350/3992] lr: 1.000e-06, eta: 3 days, 11:34:06, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0235, loss_cls: 0.1429, acc: 94.5410, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4254 2022-05-12 01:50:46,311 - mmdet - INFO - Epoch [48][3400/3992] lr: 1.000e-06, eta: 3 days, 11:33:40, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0280, loss_cls: 0.1633, acc: 94.1758, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4696 2022-05-12 01:51:12,863 - mmdet - INFO - Epoch [48][3450/3992] lr: 1.000e-06, eta: 3 days, 11:33:21, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0288, loss_cls: 0.1647, acc: 93.8574, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4758 2022-05-12 01:51:38,184 - mmdet - INFO - Epoch [48][3500/3992] lr: 1.000e-06, eta: 3 days, 11:32:58, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0315, loss_cls: 0.1657, acc: 93.9121, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4669 2022-05-12 01:52:03,138 - mmdet - INFO - Epoch [48][3550/3992] lr: 1.000e-06, eta: 3 days, 11:32:34, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0244, loss_cls: 0.1429, acc: 94.6992, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4246 2022-05-12 01:52:27,847 - mmdet - INFO - Epoch [48][3600/3992] lr: 1.000e-06, eta: 3 days, 11:32:09, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0231, loss_cls: 0.1340, acc: 95.0781, loss_bbox: 0.2249, loss_mask: 0.0000, loss: 0.3952 2022-05-12 01:52:52,857 - mmdet - INFO - Epoch [48][3650/3992] lr: 1.000e-06, eta: 3 days, 11:31:45, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0275, loss_cls: 0.1539, acc: 94.1445, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4514 2022-05-12 01:53:18,180 - mmdet - INFO - Epoch [48][3700/3992] lr: 1.000e-06, eta: 3 days, 11:31:22, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0256, loss_cls: 0.1502, acc: 94.4297, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4408 2022-05-12 01:53:43,076 - mmdet - INFO - Epoch [48][3750/3992] lr: 1.000e-06, eta: 3 days, 11:30:57, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0256, loss_cls: 0.1576, acc: 94.0918, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4407 2022-05-12 01:54:07,226 - mmdet - INFO - Epoch [48][3800/3992] lr: 1.000e-06, eta: 3 days, 11:30:31, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0263, loss_cls: 0.1552, acc: 94.3359, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4455 2022-05-12 01:54:33,086 - mmdet - INFO - Epoch [48][3850/3992] lr: 1.000e-06, eta: 3 days, 11:30:09, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0313, loss_cls: 0.1466, acc: 94.5195, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4530 2022-05-12 01:54:59,427 - mmdet - INFO - Epoch [48][3900/3992] lr: 1.000e-06, eta: 3 days, 11:29:50, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0297, loss_cls: 0.1568, acc: 94.1348, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4636 2022-05-12 01:55:25,111 - mmdet - INFO - Epoch [48][3950/3992] lr: 1.000e-06, eta: 3 days, 11:29:28, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0274, loss_cls: 0.1498, acc: 94.3555, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4462 2022-05-12 01:55:46,086 - mmdet - INFO - Saving checkpoint at 48 epochs 2022-05-12 02:01:28,268 - mmdet - INFO - Evaluating bbox... 2022-05-12 02:01:44,431 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-12 02:01:44,436 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.257 | desk | 0.094 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.356 | cabinet | 0.041 | drawer | 0.050 | | shelf | 0.104 | kitchen_counter | 0.161 | kitchen_cabinet | 0.190 | | cpu | 0.028 | bench | 0.159 | file_cabinet | 0.078 | | whiteboard | 0.143 | lamp | 0.175 | endtable | 0.136 | | bookshelf | 0.233 | coffee_table | 0.196 | dresser | 0.175 | | paper | 0.009 | printer | 0.212 | monitor | 0.228 | | back_pack | 0.067 | night_stand | 0.301 | door | 0.084 | | picture | 0.047 | ottoman | 0.196 | stool | 0.224 | | outlet | 0.000 | towel | 0.074 | tray | 0.012 | | bag | 0.015 | stove | 0.100 | bathtub | 0.433 | | scanner | 0.205 | cubby | 0.020 | mirror | 0.026 | | bottle | 0.003 | rack | 0.019 | cup | 0.069 | | thermos | 0.002 | island | 0.086 | counter | 0.032 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.189 | | cart | 0.103 | tv_stand | 0.105 | poster | 0.001 | | soap_dispenser | 0.015 | toy | nan | chair | 0.341 | | sofa | 0.418 | plant | 0.036 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.255 | | laptop | 0.112 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.028 | microwave | 0.246 | | oven | 0.019 | paper_towel_dispenser | 0.245 | sink | 0.161 | | fridge | 0.163 | book | 0.009 | clock | 0.088 | | vase | 0.048 | fire_extinguisher | 0.004 | blinds | 0.013 | | podium | 0.204 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:01:44,439 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.211 | table | 0.462 | desk | 0.205 | | sofa_chair | 0.675 | pillow | 0.145 | box | 0.049 | | garbage_bin | 0.623 | cabinet | 0.084 | drawer | 0.083 | | shelf | 0.212 | kitchen_counter | 0.276 | kitchen_cabinet | 0.299 | | cpu | 0.071 | bench | 0.299 | file_cabinet | 0.119 | | whiteboard | 0.232 | lamp | 0.377 | endtable | 0.253 | | bookshelf | 0.426 | coffee_table | 0.367 | dresser | 0.273 | | paper | 0.026 | printer | 0.364 | monitor | 0.536 | | back_pack | 0.147 | night_stand | 0.521 | door | 0.120 | | picture | 0.084 | ottoman | 0.272 | stool | 0.427 | | outlet | 0.000 | towel | 0.112 | tray | 0.034 | | bag | 0.023 | stove | 0.186 | bathtub | 0.680 | | scanner | 0.312 | cubby | 0.033 | mirror | 0.058 | | bottle | 0.006 | rack | 0.029 | cup | 0.171 | | thermos | 0.003 | island | 0.131 | counter | 0.040 | | bowl | 0.086 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.282 | | cart | 0.165 | tv_stand | 0.191 | poster | 0.002 | | soap_dispenser | 0.022 | toy | nan | chair | 0.687 | | sofa | 0.616 | plant | 0.091 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.450 | | laptop | 0.235 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.241 | telephone | 0.075 | microwave | 0.472 | | oven | 0.039 | paper_towel_dispenser | 0.406 | sink | 0.470 | | fridge | 0.299 | book | 0.025 | clock | 0.135 | | vase | 0.093 | fire_extinguisher | 0.012 | blinds | 0.029 | | podium | 0.272 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:01:44,443 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.088 | table | 0.254 | desk | 0.079 | | sofa_chair | 0.568 | pillow | 0.035 | box | 0.019 | | garbage_bin | 0.394 | cabinet | 0.031 | drawer | 0.051 | | shelf | 0.093 | kitchen_counter | 0.146 | kitchen_cabinet | 0.229 | | cpu | 0.003 | bench | 0.129 | file_cabinet | 0.104 | | whiteboard | 0.148 | lamp | 0.147 | endtable | 0.119 | | bookshelf | 0.227 | coffee_table | 0.164 | dresser | 0.194 | | paper | 0.002 | printer | 0.172 | monitor | 0.152 | | back_pack | 0.052 | night_stand | 0.309 | door | 0.108 | | picture | 0.047 | ottoman | 0.239 | stool | 0.227 | | outlet | 0.000 | towel | 0.086 | tray | 0.011 | | bag | 0.017 | stove | 0.095 | bathtub | 0.488 | | scanner | 0.312 | cubby | 0.026 | mirror | 0.015 | | bottle | 0.005 | rack | 0.025 | cup | 0.038 | | thermos | 0.003 | island | 0.095 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.086 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.302 | | sofa | 0.473 | plant | 0.012 | bed | 0.699 | | dining_table | 0.002 | toilet | 0.610 | tv | 0.262 | | laptop | 0.095 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.009 | microwave | 0.179 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.070 | | fridge | 0.190 | book | 0.005 | clock | 0.111 | | vase | 0.024 | fire_extinguisher | 0.000 | blinds | 0.013 | | podium | 0.244 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:01:44,443 - mmdet - INFO - Evaluating segm... 2022-05-12 02:02:02,858 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 02:02:02,862 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:02:02,865 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:02:02,868 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:02:03,168 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 02:02:03,168 - mmdet - INFO - Epoch(val) [48][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.221 0.125 0.004 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 02:02:29,416 - mmdet - INFO - Epoch [49][50/3992] lr: 1.000e-06, eta: 3 days, 11:27:41, time: 0.525, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0227, loss_cls: 0.1308, acc: 95.2246, loss_bbox: 0.2170, loss_mask: 0.0000, loss: 0.3826 2022-05-12 02:02:53,383 - mmdet - INFO - Epoch [49][100/3992] lr: 1.000e-06, eta: 3 days, 11:27:14, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0260, loss_cls: 0.1690, acc: 94.2266, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4672 2022-05-12 02:03:18,381 - mmdet - INFO - Epoch [49][150/3992] lr: 1.000e-06, eta: 3 days, 11:26:50, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0244, loss_cls: 0.1491, acc: 94.4375, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4317 2022-05-12 02:03:43,494 - mmdet - INFO - Epoch [49][200/3992] lr: 1.000e-06, eta: 3 days, 11:26:26, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0249, loss_cls: 0.1533, acc: 94.3633, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4378 2022-05-12 02:04:08,695 - mmdet - INFO - Epoch [49][250/3992] lr: 1.000e-06, eta: 3 days, 11:26:03, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0260, loss_cls: 0.1573, acc: 94.3770, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4432 2022-05-12 02:04:34,176 - mmdet - INFO - Epoch [49][300/3992] lr: 1.000e-06, eta: 3 days, 11:25:40, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0287, loss_cls: 0.1437, acc: 94.7227, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4208 2022-05-12 02:04:58,975 - mmdet - INFO - Epoch [49][350/3992] lr: 1.000e-06, eta: 3 days, 11:25:16, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0239, loss_cls: 0.1422, acc: 94.8105, loss_bbox: 0.2238, loss_mask: 0.0000, loss: 0.4033 2022-05-12 02:05:23,831 - mmdet - INFO - Epoch [49][400/3992] lr: 1.000e-06, eta: 3 days, 11:24:51, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0289, loss_cls: 0.1546, acc: 94.1836, loss_bbox: 0.2763, loss_mask: 0.0000, loss: 0.4763 2022-05-12 02:05:49,221 - mmdet - INFO - Epoch [49][450/3992] lr: 1.000e-06, eta: 3 days, 11:24:28, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0250, loss_cls: 0.1499, acc: 94.4082, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4321 2022-05-12 02:06:14,724 - mmdet - INFO - Epoch [49][500/3992] lr: 1.000e-06, eta: 3 days, 11:24:06, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0272, loss_cls: 0.1580, acc: 94.4023, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4527 2022-05-12 02:06:40,629 - mmdet - INFO - Epoch [49][550/3992] lr: 1.000e-06, eta: 3 days, 11:23:45, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0288, loss_cls: 0.1562, acc: 94.4805, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4412 2022-05-12 02:07:05,815 - mmdet - INFO - Epoch [49][600/3992] lr: 1.000e-06, eta: 3 days, 11:23:21, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0329, loss_cls: 0.1633, acc: 93.9824, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4801 2022-05-12 02:07:31,101 - mmdet - INFO - Epoch [49][650/3992] lr: 1.000e-06, eta: 3 days, 11:22:58, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0288, loss_cls: 0.1642, acc: 93.8477, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4722 2022-05-12 02:07:56,017 - mmdet - INFO - Epoch [49][700/3992] lr: 1.000e-06, eta: 3 days, 11:22:34, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0245, loss_cls: 0.1476, acc: 94.4258, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4437 2022-05-12 02:08:21,161 - mmdet - INFO - Epoch [49][750/3992] lr: 1.000e-06, eta: 3 days, 11:22:10, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0245, loss_cls: 0.1426, acc: 94.6777, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4178 2022-05-12 02:08:46,816 - mmdet - INFO - Epoch [49][800/3992] lr: 1.000e-06, eta: 3 days, 11:21:49, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0265, loss_cls: 0.1621, acc: 93.9102, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4655 2022-05-12 02:09:12,050 - mmdet - INFO - Epoch [49][850/3992] lr: 1.000e-06, eta: 3 days, 11:21:25, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0267, loss_cls: 0.1652, acc: 94.0742, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4726 2022-05-12 02:09:36,313 - mmdet - INFO - Epoch [49][900/3992] lr: 1.000e-06, eta: 3 days, 11:20:59, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0282, loss_cls: 0.1572, acc: 94.2070, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4473 2022-05-12 02:10:01,331 - mmdet - INFO - Epoch [49][950/3992] lr: 1.000e-06, eta: 3 days, 11:20:35, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0312, loss_cls: 0.1534, acc: 94.3418, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4629 2022-05-12 02:10:25,867 - mmdet - INFO - Epoch [49][1000/3992] lr: 1.000e-06, eta: 3 days, 11:20:09, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0323, loss_cls: 0.1698, acc: 93.7344, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4863 2022-05-12 02:10:51,082 - mmdet - INFO - Epoch [49][1050/3992] lr: 1.000e-06, eta: 3 days, 11:19:46, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0231, loss_cls: 0.1464, acc: 94.6855, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4209 2022-05-12 02:11:16,022 - mmdet - INFO - Epoch [49][1100/3992] lr: 1.000e-06, eta: 3 days, 11:19:22, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0257, loss_cls: 0.1525, acc: 94.2324, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4435 2022-05-12 02:11:41,618 - mmdet - INFO - Epoch [49][1150/3992] lr: 1.000e-06, eta: 3 days, 11:19:00, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0301, loss_cls: 0.1699, acc: 93.5176, loss_bbox: 0.2845, loss_mask: 0.0000, loss: 0.5007 2022-05-12 02:12:06,912 - mmdet - INFO - Epoch [49][1200/3992] lr: 1.000e-06, eta: 3 days, 11:18:37, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0259, loss_cls: 0.1586, acc: 94.0742, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4622 2022-05-12 02:12:33,021 - mmdet - INFO - Epoch [49][1250/3992] lr: 1.000e-06, eta: 3 days, 11:18:16, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0252, loss_cls: 0.1444, acc: 94.4531, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4378 2022-05-12 02:12:57,769 - mmdet - INFO - Epoch [49][1300/3992] lr: 1.000e-06, eta: 3 days, 11:17:51, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0254, loss_cls: 0.1371, acc: 94.8672, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4050 2022-05-12 02:13:23,312 - mmdet - INFO - Epoch [49][1350/3992] lr: 1.000e-06, eta: 3 days, 11:17:29, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0273, loss_cls: 0.1529, acc: 94.4590, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4351 2022-05-12 02:13:48,086 - mmdet - INFO - Epoch [49][1400/3992] lr: 1.000e-06, eta: 3 days, 11:17:04, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0247, loss_cls: 0.1407, acc: 94.8691, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4136 2022-05-12 02:14:12,950 - mmdet - INFO - Epoch [49][1450/3992] lr: 1.000e-06, eta: 3 days, 11:16:40, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0260, loss_cls: 0.1403, acc: 94.6719, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4272 2022-05-12 02:14:38,434 - mmdet - INFO - Epoch [49][1500/3992] lr: 1.000e-06, eta: 3 days, 11:16:17, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0277, loss_cls: 0.1558, acc: 94.2266, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4519 2022-05-12 02:15:04,273 - mmdet - INFO - Epoch [49][1550/3992] lr: 1.000e-06, eta: 3 days, 11:15:56, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0244, loss_cls: 0.1589, acc: 94.1055, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4435 2022-05-12 02:15:29,182 - mmdet - INFO - Epoch [49][1600/3992] lr: 1.000e-06, eta: 3 days, 11:15:32, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0278, loss_cls: 0.1640, acc: 93.7461, loss_bbox: 0.2899, loss_mask: 0.0000, loss: 0.4955 2022-05-12 02:15:53,913 - mmdet - INFO - Epoch [49][1650/3992] lr: 1.000e-06, eta: 3 days, 11:15:07, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0268, loss_cls: 0.1479, acc: 94.6660, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4317 2022-05-12 02:16:19,890 - mmdet - INFO - Epoch [49][1700/3992] lr: 1.000e-06, eta: 3 days, 11:14:46, time: 0.520, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0231, loss_cls: 0.1362, acc: 95.0020, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.3965 2022-05-12 02:16:45,563 - mmdet - INFO - Epoch [49][1750/3992] lr: 1.000e-06, eta: 3 days, 11:14:24, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0266, loss_cls: 0.1551, acc: 94.0508, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4557 2022-05-12 02:17:09,875 - mmdet - INFO - Epoch [49][1800/3992] lr: 1.000e-06, eta: 3 days, 11:13:58, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0250, loss_cls: 0.1451, acc: 94.5234, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4255 2022-05-12 02:17:36,360 - mmdet - INFO - Epoch [49][1850/3992] lr: 1.000e-06, eta: 3 days, 11:13:38, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0278, loss_cls: 0.1675, acc: 93.9297, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4834 2022-05-12 02:18:02,228 - mmdet - INFO - Epoch [49][1900/3992] lr: 1.000e-06, eta: 3 days, 11:13:17, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0262, loss_cls: 0.1725, acc: 93.6816, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4841 2022-05-12 02:18:27,835 - mmdet - INFO - Epoch [49][1950/3992] lr: 1.000e-06, eta: 3 days, 11:12:55, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0303, loss_cls: 0.1678, acc: 93.7324, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4821 2022-05-12 02:18:52,638 - mmdet - INFO - Epoch [49][2000/3992] lr: 1.000e-06, eta: 3 days, 11:12:30, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0240, loss_cls: 0.1446, acc: 94.6270, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4172 2022-05-12 02:19:17,717 - mmdet - INFO - Epoch [49][2050/3992] lr: 1.000e-06, eta: 3 days, 11:12:06, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0265, loss_cls: 0.1622, acc: 94.0410, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4614 2022-05-12 02:19:43,069 - mmdet - INFO - Epoch [49][2100/3992] lr: 1.000e-06, eta: 3 days, 11:11:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0233, loss_cls: 0.1528, acc: 94.5234, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4421 2022-05-12 02:20:08,555 - mmdet - INFO - Epoch [49][2150/3992] lr: 1.000e-06, eta: 3 days, 11:11:21, time: 0.510, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0333, loss_cls: 0.1860, acc: 92.9609, loss_bbox: 0.2940, loss_mask: 0.0000, loss: 0.5335 2022-05-12 02:20:34,236 - mmdet - INFO - Epoch [49][2200/3992] lr: 1.000e-06, eta: 3 days, 11:10:59, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0273, loss_cls: 0.1670, acc: 94.0234, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4726 2022-05-12 02:20:59,172 - mmdet - INFO - Epoch [49][2250/3992] lr: 1.000e-06, eta: 3 days, 11:10:35, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0254, loss_cls: 0.1451, acc: 94.7559, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4248 2022-05-12 02:21:24,076 - mmdet - INFO - Epoch [49][2300/3992] lr: 1.000e-06, eta: 3 days, 11:10:11, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0302, loss_cls: 0.1659, acc: 94.1797, loss_bbox: 0.2726, loss_mask: 0.0000, loss: 0.4808 2022-05-12 02:21:49,099 - mmdet - INFO - Epoch [49][2350/3992] lr: 1.000e-06, eta: 3 days, 11:09:47, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0225, loss_cls: 0.1346, acc: 94.8730, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.3981 2022-05-12 02:22:14,194 - mmdet - INFO - Epoch [49][2400/3992] lr: 1.000e-06, eta: 3 days, 11:09:23, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0258, loss_cls: 0.1366, acc: 94.8203, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4050 2022-05-12 02:22:39,481 - mmdet - INFO - Epoch [49][2450/3992] lr: 1.000e-06, eta: 3 days, 11:09:00, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0199, loss_cls: 0.1251, acc: 95.2559, loss_bbox: 0.2198, loss_mask: 0.0000, loss: 0.3735 2022-05-12 02:23:04,503 - mmdet - INFO - Epoch [49][2500/3992] lr: 1.000e-06, eta: 3 days, 11:08:36, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0301, loss_cls: 0.1769, acc: 93.7363, loss_bbox: 0.2805, loss_mask: 0.0000, loss: 0.5085 2022-05-12 02:23:28,530 - mmdet - INFO - Epoch [49][2550/3992] lr: 1.000e-06, eta: 3 days, 11:08:09, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0252, loss_cls: 0.1497, acc: 94.3711, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4339 2022-05-12 02:23:54,017 - mmdet - INFO - Epoch [49][2600/3992] lr: 1.000e-06, eta: 3 days, 11:07:46, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0281, loss_cls: 0.1498, acc: 94.5566, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4409 2022-05-12 02:24:20,049 - mmdet - INFO - Epoch [49][2650/3992] lr: 1.000e-06, eta: 3 days, 11:07:25, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0310, loss_cls: 0.1650, acc: 93.6973, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.4880 2022-05-12 02:24:45,165 - mmdet - INFO - Epoch [49][2700/3992] lr: 1.000e-06, eta: 3 days, 11:07:02, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0304, loss_cls: 0.1546, acc: 94.1543, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4749 2022-05-12 02:25:09,417 - mmdet - INFO - Epoch [49][2750/3992] lr: 1.000e-06, eta: 3 days, 11:06:35, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0342, loss_cls: 0.1832, acc: 93.8203, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.5029 2022-05-12 02:25:35,174 - mmdet - INFO - Epoch [49][2800/3992] lr: 1.000e-06, eta: 3 days, 11:06:14, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0278, loss_cls: 0.1429, acc: 94.6855, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4276 2022-05-12 02:25:59,241 - mmdet - INFO - Epoch [49][2850/3992] lr: 1.000e-06, eta: 3 days, 11:05:47, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0249, loss_cls: 0.1622, acc: 94.0879, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4652 2022-05-12 02:26:24,894 - mmdet - INFO - Epoch [49][2900/3992] lr: 1.000e-06, eta: 3 days, 11:05:25, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0246, loss_cls: 0.1335, acc: 94.9434, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4159 2022-05-12 02:26:50,854 - mmdet - INFO - Epoch [49][2950/3992] lr: 1.000e-06, eta: 3 days, 11:05:04, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0261, loss_cls: 0.1571, acc: 94.4180, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4408 2022-05-12 02:27:15,882 - mmdet - INFO - Epoch [49][3000/3992] lr: 1.000e-06, eta: 3 days, 11:04:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0264, loss_cls: 0.1618, acc: 94.1562, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4614 2022-05-12 02:27:41,747 - mmdet - INFO - Epoch [49][3050/3992] lr: 1.000e-06, eta: 3 days, 11:04:18, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0247, loss_cls: 0.1424, acc: 94.8184, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4188 2022-05-12 02:28:05,729 - mmdet - INFO - Epoch [49][3100/3992] lr: 1.000e-06, eta: 3 days, 11:03:51, time: 0.480, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0204, loss_cls: 0.1234, acc: 95.4570, loss_bbox: 0.2101, loss_mask: 0.0000, loss: 0.3669 2022-05-12 02:28:29,921 - mmdet - INFO - Epoch [49][3150/3992] lr: 1.000e-06, eta: 3 days, 11:03:24, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0251, loss_cls: 0.1324, acc: 94.9648, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4050 2022-05-12 02:28:54,200 - mmdet - INFO - Epoch [49][3200/3992] lr: 1.000e-06, eta: 3 days, 11:02:58, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0249, loss_cls: 0.1475, acc: 94.6816, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4259 2022-05-12 02:29:20,130 - mmdet - INFO - Epoch [49][3250/3992] lr: 1.000e-06, eta: 3 days, 11:02:37, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1495, acc: 94.2520, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4438 2022-05-12 02:29:44,721 - mmdet - INFO - Epoch [49][3300/3992] lr: 1.000e-06, eta: 3 days, 11:02:12, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0226, loss_cls: 0.1356, acc: 95.0566, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.3942 2022-05-12 02:30:10,287 - mmdet - INFO - Epoch [49][3350/3992] lr: 1.000e-06, eta: 3 days, 11:01:49, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0319, loss_cls: 0.1797, acc: 93.4492, loss_bbox: 0.2802, loss_mask: 0.0000, loss: 0.5101 2022-05-12 02:30:35,221 - mmdet - INFO - Epoch [49][3400/3992] lr: 1.000e-06, eta: 3 days, 11:01:25, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0231, loss_cls: 0.1440, acc: 94.6992, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4177 2022-05-12 02:31:00,645 - mmdet - INFO - Epoch [49][3450/3992] lr: 1.000e-06, eta: 3 days, 11:01:02, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0254, loss_cls: 0.1501, acc: 94.3984, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4512 2022-05-12 02:31:25,973 - mmdet - INFO - Epoch [49][3500/3992] lr: 1.000e-06, eta: 3 days, 11:00:39, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0284, loss_cls: 0.1655, acc: 93.8809, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4800 2022-05-12 02:31:51,318 - mmdet - INFO - Epoch [49][3550/3992] lr: 1.000e-06, eta: 3 days, 11:00:16, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1507, acc: 94.6035, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4301 2022-05-12 02:32:17,180 - mmdet - INFO - Epoch [49][3600/3992] lr: 1.000e-06, eta: 3 days, 10:59:55, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0251, loss_cls: 0.1508, acc: 94.4980, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4296 2022-05-12 02:32:41,706 - mmdet - INFO - Epoch [49][3650/3992] lr: 1.000e-06, eta: 3 days, 10:59:29, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0298, loss_cls: 0.1534, acc: 94.3535, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4394 2022-05-12 02:33:07,729 - mmdet - INFO - Epoch [49][3700/3992] lr: 1.000e-06, eta: 3 days, 10:59:09, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0300, loss_cls: 0.1735, acc: 93.4551, loss_bbox: 0.2744, loss_mask: 0.0000, loss: 0.4980 2022-05-12 02:33:32,914 - mmdet - INFO - Epoch [49][3750/3992] lr: 1.000e-06, eta: 3 days, 10:58:45, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0286, loss_cls: 0.1660, acc: 93.9473, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4731 2022-05-12 02:33:58,515 - mmdet - INFO - Epoch [49][3800/3992] lr: 1.000e-06, eta: 3 days, 10:58:23, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0290, loss_cls: 0.1673, acc: 93.7734, loss_bbox: 0.2848, loss_mask: 0.0000, loss: 0.4964 2022-05-12 02:34:23,028 - mmdet - INFO - Epoch [49][3850/3992] lr: 1.000e-06, eta: 3 days, 10:57:57, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0253, loss_cls: 0.1451, acc: 94.4336, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4317 2022-05-12 02:34:48,658 - mmdet - INFO - Epoch [49][3900/3992] lr: 1.000e-06, eta: 3 days, 10:57:35, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0206, loss_cls: 0.1311, acc: 95.2207, loss_bbox: 0.2087, loss_mask: 0.0000, loss: 0.3719 2022-05-12 02:35:13,698 - mmdet - INFO - Epoch [49][3950/3992] lr: 1.000e-06, eta: 3 days, 10:57:11, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0244, loss_cls: 0.1591, acc: 94.1484, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4417 2022-05-12 02:35:34,563 - mmdet - INFO - Saving checkpoint at 49 epochs 2022-05-12 02:41:16,074 - mmdet - INFO - Evaluating bbox... 2022-05-12 02:41:32,612 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.124 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.220 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.111 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-12 02:41:32,617 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.091 | table | 0.256 | desk | 0.094 | | sofa_chair | 0.483 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.352 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.112 | kitchen_counter | 0.161 | kitchen_cabinet | 0.195 | | cpu | 0.026 | bench | 0.157 | file_cabinet | 0.081 | | whiteboard | 0.141 | lamp | 0.175 | endtable | 0.135 | | bookshelf | 0.232 | coffee_table | 0.197 | dresser | 0.177 | | paper | 0.009 | printer | 0.213 | monitor | 0.225 | | back_pack | 0.076 | night_stand | 0.297 | door | 0.090 | | picture | 0.048 | ottoman | 0.187 | stool | 0.227 | | outlet | 0.000 | towel | 0.072 | tray | 0.017 | | bag | 0.013 | stove | 0.097 | bathtub | 0.437 | | scanner | 0.213 | cubby | 0.020 | mirror | 0.023 | | bottle | 0.005 | rack | 0.021 | cup | 0.072 | | thermos | 0.001 | island | 0.087 | counter | 0.033 | | bowl | 0.060 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.198 | | cart | 0.114 | tv_stand | 0.107 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.341 | | sofa | 0.418 | plant | 0.036 | bed | 0.604 | | dining_table | 0.004 | toilet | 0.530 | tv | 0.256 | | laptop | 0.108 | mouse | 0.028 | basket | 0.000 | | keyboard | 0.072 | telephone | 0.029 | microwave | 0.227 | | oven | 0.018 | paper_towel_dispenser | 0.182 | sink | 0.158 | | fridge | 0.157 | book | 0.010 | clock | 0.081 | | vase | 0.050 | fire_extinguisher | 0.004 | blinds | 0.014 | | podium | 0.212 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:32,620 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.215 | table | 0.459 | desk | 0.202 | | sofa_chair | 0.679 | pillow | 0.145 | box | 0.049 | | garbage_bin | 0.622 | cabinet | 0.087 | drawer | 0.089 | | shelf | 0.219 | kitchen_counter | 0.273 | kitchen_cabinet | 0.318 | | cpu | 0.064 | bench | 0.299 | file_cabinet | 0.123 | | whiteboard | 0.231 | lamp | 0.383 | endtable | 0.253 | | bookshelf | 0.426 | coffee_table | 0.367 | dresser | 0.279 | | paper | 0.026 | printer | 0.361 | monitor | 0.529 | | back_pack | 0.169 | night_stand | 0.513 | door | 0.126 | | picture | 0.083 | ottoman | 0.264 | stool | 0.439 | | outlet | 0.000 | towel | 0.111 | tray | 0.041 | | bag | 0.022 | stove | 0.184 | bathtub | 0.680 | | scanner | 0.313 | cubby | 0.031 | mirror | 0.056 | | bottle | 0.008 | rack | 0.032 | cup | 0.182 | | thermos | 0.002 | island | 0.125 | counter | 0.040 | | bowl | 0.092 | plate | 0.002 | organizer | 0.002 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.305 | | cart | 0.177 | tv_stand | 0.181 | poster | 0.002 | | soap_dispenser | 0.025 | toy | nan | chair | 0.687 | | sofa | 0.620 | plant | 0.091 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.860 | tv | 0.448 | | laptop | 0.233 | mouse | 0.106 | basket | 0.000 | | keyboard | 0.233 | telephone | 0.071 | microwave | 0.463 | | oven | 0.039 | paper_towel_dispenser | 0.302 | sink | 0.445 | | fridge | 0.301 | book | 0.026 | clock | 0.124 | | vase | 0.088 | fire_extinguisher | 0.013 | blinds | 0.029 | | podium | 0.282 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:32,623 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.041 | table | 0.260 | desk | 0.083 | | sofa_chair | 0.566 | pillow | 0.031 | box | 0.018 | | garbage_bin | 0.399 | cabinet | 0.036 | drawer | 0.055 | | shelf | 0.102 | kitchen_counter | 0.154 | kitchen_cabinet | 0.231 | | cpu | 0.005 | bench | 0.133 | file_cabinet | 0.111 | | whiteboard | 0.142 | lamp | 0.136 | endtable | 0.112 | | bookshelf | 0.221 | coffee_table | 0.163 | dresser | 0.179 | | paper | 0.002 | printer | 0.178 | monitor | 0.154 | | back_pack | 0.059 | night_stand | 0.312 | door | 0.116 | | picture | 0.051 | ottoman | 0.209 | stool | 0.230 | | outlet | 0.000 | towel | 0.085 | tray | 0.021 | | bag | 0.017 | stove | 0.089 | bathtub | 0.465 | | scanner | 0.221 | cubby | 0.027 | mirror | 0.011 | | bottle | 0.007 | rack | 0.027 | cup | 0.037 | | thermos | 0.002 | island | 0.097 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.104 | tv_stand | 0.074 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.302 | | sofa | 0.478 | plant | 0.012 | bed | 0.697 | | dining_table | 0.001 | toilet | 0.570 | tv | 0.258 | | laptop | 0.094 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.009 | microwave | 0.175 | | oven | 0.012 | paper_towel_dispenser | 0.170 | sink | 0.062 | | fridge | 0.137 | book | 0.006 | clock | 0.100 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.254 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:32,623 - mmdet - INFO - Evaluating segm... 2022-05-12 02:41:51,453 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 02:41:51,457 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:51,461 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:51,464 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 02:41:51,781 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 02:41:51,781 - mmdet - INFO - Epoch(val) [49][2619] bbox_mAP: 0.1240, bbox_mAP_50: 0.2200, bbox_mAP_75: 0.1210, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.124 0.220 0.121 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 02:42:17,903 - mmdet - INFO - Epoch [50][50/3992] lr: 1.000e-06, eta: 3 days, 10:55:26, time: 0.522, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0261, loss_cls: 0.1573, acc: 94.4512, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4550 2022-05-12 02:42:41,596 - mmdet - INFO - Epoch [50][100/3992] lr: 1.000e-06, eta: 3 days, 10:54:58, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0250, loss_cls: 0.1493, acc: 94.4785, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.4172 2022-05-12 02:43:05,156 - mmdet - INFO - Epoch [50][150/3992] lr: 1.000e-06, eta: 3 days, 10:54:29, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0236, loss_cls: 0.1412, acc: 94.6738, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4125 2022-05-12 02:43:29,100 - mmdet - INFO - Epoch [50][200/3992] lr: 1.000e-06, eta: 3 days, 10:54:02, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0281, loss_cls: 0.1582, acc: 94.3047, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4697 2022-05-12 02:43:53,988 - mmdet - INFO - Epoch [50][250/3992] lr: 1.000e-06, eta: 3 days, 10:53:38, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0273, loss_cls: 0.1562, acc: 94.1211, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4683 2022-05-12 02:44:19,143 - mmdet - INFO - Epoch [50][300/3992] lr: 1.000e-06, eta: 3 days, 10:53:14, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0264, loss_cls: 0.1589, acc: 94.4043, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4432 2022-05-12 02:44:44,406 - mmdet - INFO - Epoch [50][350/3992] lr: 1.000e-06, eta: 3 days, 10:52:51, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0272, loss_cls: 0.1492, acc: 94.4141, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4360 2022-05-12 02:45:10,506 - mmdet - INFO - Epoch [50][400/3992] lr: 1.000e-06, eta: 3 days, 10:52:30, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0297, loss_cls: 0.1721, acc: 93.9648, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4947 2022-05-12 02:45:35,856 - mmdet - INFO - Epoch [50][450/3992] lr: 1.000e-06, eta: 3 days, 10:52:07, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0289, loss_cls: 0.1593, acc: 94.2676, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4575 2022-05-12 02:46:02,201 - mmdet - INFO - Epoch [50][500/3992] lr: 1.000e-06, eta: 3 days, 10:51:47, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0320, loss_cls: 0.1642, acc: 93.7695, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4910 2022-05-12 02:46:27,104 - mmdet - INFO - Epoch [50][550/3992] lr: 1.000e-06, eta: 3 days, 10:51:23, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0285, loss_cls: 0.1587, acc: 94.1582, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4659 2022-05-12 02:46:51,689 - mmdet - INFO - Epoch [50][600/3992] lr: 1.000e-06, eta: 3 days, 10:50:58, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0257, loss_cls: 0.1418, acc: 94.5684, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4243 2022-05-12 02:47:16,817 - mmdet - INFO - Epoch [50][650/3992] lr: 1.000e-06, eta: 3 days, 10:50:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0186, loss_cls: 0.1348, acc: 95.0000, loss_bbox: 0.2195, loss_mask: 0.0000, loss: 0.3850 2022-05-12 02:47:41,452 - mmdet - INFO - Epoch [50][700/3992] lr: 1.000e-06, eta: 3 days, 10:50:09, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0274, loss_cls: 0.1433, acc: 94.7676, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4375 2022-05-12 02:48:07,178 - mmdet - INFO - Epoch [50][750/3992] lr: 1.000e-06, eta: 3 days, 10:49:47, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0281, loss_cls: 0.1550, acc: 94.3848, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4411 2022-05-12 02:48:32,433 - mmdet - INFO - Epoch [50][800/3992] lr: 1.000e-06, eta: 3 days, 10:49:24, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0293, loss_cls: 0.1589, acc: 94.2402, loss_bbox: 0.2594, loss_mask: 0.0000, loss: 0.4638 2022-05-12 02:48:56,787 - mmdet - INFO - Epoch [50][850/3992] lr: 1.000e-06, eta: 3 days, 10:48:58, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0230, loss_cls: 0.1328, acc: 95.1152, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3943 2022-05-12 02:49:22,279 - mmdet - INFO - Epoch [50][900/3992] lr: 1.000e-06, eta: 3 days, 10:48:35, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0277, loss_cls: 0.1550, acc: 94.3906, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4506 2022-05-12 02:49:47,326 - mmdet - INFO - Epoch [50][950/3992] lr: 1.000e-06, eta: 3 days, 10:48:11, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0284, loss_cls: 0.1585, acc: 94.2188, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4571 2022-05-12 02:50:12,907 - mmdet - INFO - Epoch [50][1000/3992] lr: 1.000e-06, eta: 3 days, 10:47:49, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0267, loss_cls: 0.1565, acc: 94.1602, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4609 2022-05-12 02:50:38,212 - mmdet - INFO - Epoch [50][1050/3992] lr: 1.000e-06, eta: 3 days, 10:47:26, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0257, loss_cls: 0.1553, acc: 94.4863, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4455 2022-05-12 02:51:02,212 - mmdet - INFO - Epoch [50][1100/3992] lr: 1.000e-06, eta: 3 days, 10:46:59, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0264, loss_cls: 0.1548, acc: 94.4180, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4462 2022-05-12 02:51:27,522 - mmdet - INFO - Epoch [50][1150/3992] lr: 1.000e-06, eta: 3 days, 10:46:36, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0229, loss_cls: 0.1440, acc: 94.5391, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4195 2022-05-12 02:51:52,241 - mmdet - INFO - Epoch [50][1200/3992] lr: 1.000e-06, eta: 3 days, 10:46:11, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0252, loss_cls: 0.1666, acc: 93.7734, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4724 2022-05-12 02:52:17,331 - mmdet - INFO - Epoch [50][1250/3992] lr: 1.000e-06, eta: 3 days, 10:45:47, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0285, loss_cls: 0.1490, acc: 94.3184, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4541 2022-05-12 02:52:41,476 - mmdet - INFO - Epoch [50][1300/3992] lr: 1.000e-06, eta: 3 days, 10:45:20, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0238, loss_cls: 0.1558, acc: 94.3516, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4471 2022-05-12 02:53:06,007 - mmdet - INFO - Epoch [50][1350/3992] lr: 1.000e-06, eta: 3 days, 10:44:55, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0306, loss_cls: 0.1645, acc: 93.7715, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4754 2022-05-12 02:53:30,199 - mmdet - INFO - Epoch [50][1400/3992] lr: 1.000e-06, eta: 3 days, 10:44:28, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0273, loss_cls: 0.1571, acc: 94.1426, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4545 2022-05-12 02:53:55,224 - mmdet - INFO - Epoch [50][1450/3992] lr: 1.000e-06, eta: 3 days, 10:44:04, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0240, loss_cls: 0.1514, acc: 94.4629, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4359 2022-05-12 02:54:21,151 - mmdet - INFO - Epoch [50][1500/3992] lr: 1.000e-06, eta: 3 days, 10:43:43, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0291, loss_cls: 0.1628, acc: 94.0781, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4684 2022-05-12 02:54:45,432 - mmdet - INFO - Epoch [50][1550/3992] lr: 1.000e-06, eta: 3 days, 10:43:17, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0292, loss_cls: 0.1707, acc: 93.9180, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.4872 2022-05-12 02:55:10,648 - mmdet - INFO - Epoch [50][1600/3992] lr: 1.000e-06, eta: 3 days, 10:42:53, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0224, loss_cls: 0.1403, acc: 94.7578, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4098 2022-05-12 02:55:36,176 - mmdet - INFO - Epoch [50][1650/3992] lr: 1.000e-06, eta: 3 days, 10:42:31, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0309, loss_cls: 0.1641, acc: 94.1738, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4738 2022-05-12 02:56:01,551 - mmdet - INFO - Epoch [50][1700/3992] lr: 1.000e-06, eta: 3 days, 10:42:08, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0262, loss_cls: 0.1509, acc: 94.5234, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4429 2022-05-12 02:56:26,425 - mmdet - INFO - Epoch [50][1750/3992] lr: 1.000e-06, eta: 3 days, 10:41:44, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0245, loss_cls: 0.1344, acc: 94.8770, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4031 2022-05-12 02:56:50,938 - mmdet - INFO - Epoch [50][1800/3992] lr: 1.000e-06, eta: 3 days, 10:41:18, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0264, loss_cls: 0.1479, acc: 94.4668, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4320 2022-05-12 02:57:15,572 - mmdet - INFO - Epoch [50][1850/3992] lr: 1.000e-06, eta: 3 days, 10:40:53, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0230, loss_cls: 0.1326, acc: 95.2266, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.3897 2022-05-12 02:57:40,877 - mmdet - INFO - Epoch [50][1900/3992] lr: 1.000e-06, eta: 3 days, 10:40:30, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0298, loss_cls: 0.1520, acc: 94.0312, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.4683 2022-05-12 02:58:06,046 - mmdet - INFO - Epoch [50][1950/3992] lr: 1.000e-06, eta: 3 days, 10:40:06, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0234, loss_cls: 0.1480, acc: 94.6055, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4270 2022-05-12 02:58:30,298 - mmdet - INFO - Epoch [50][2000/3992] lr: 1.000e-06, eta: 3 days, 10:39:40, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0250, loss_cls: 0.1510, acc: 94.6152, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4158 2022-05-12 02:58:55,607 - mmdet - INFO - Epoch [50][2050/3992] lr: 1.000e-06, eta: 3 days, 10:39:17, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0298, loss_cls: 0.1538, acc: 94.3711, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4462 2022-05-12 02:59:21,706 - mmdet - INFO - Epoch [50][2100/3992] lr: 1.000e-06, eta: 3 days, 10:38:56, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0301, loss_cls: 0.1642, acc: 93.8438, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4770 2022-05-12 02:59:46,910 - mmdet - INFO - Epoch [50][2150/3992] lr: 1.000e-06, eta: 3 days, 10:38:33, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0295, loss_cls: 0.1497, acc: 94.5254, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4346 2022-05-12 03:00:12,435 - mmdet - INFO - Epoch [50][2200/3992] lr: 1.000e-06, eta: 3 days, 10:38:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0246, loss_cls: 0.1473, acc: 94.4414, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4277 2022-05-12 03:00:38,159 - mmdet - INFO - Epoch [50][2250/3992] lr: 1.000e-06, eta: 3 days, 10:37:48, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0271, loss_cls: 0.1570, acc: 94.1445, loss_bbox: 0.2609, loss_mask: 0.0000, loss: 0.4574 2022-05-12 03:01:03,932 - mmdet - INFO - Epoch [50][2300/3992] lr: 1.000e-06, eta: 3 days, 10:37:27, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0273, loss_cls: 0.1453, acc: 94.6895, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4320 2022-05-12 03:01:29,433 - mmdet - INFO - Epoch [50][2350/3992] lr: 1.000e-06, eta: 3 days, 10:37:04, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0216, loss_cls: 0.1345, acc: 95.0957, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3860 2022-05-12 03:01:54,642 - mmdet - INFO - Epoch [50][2400/3992] lr: 1.000e-06, eta: 3 days, 10:36:41, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0267, loss_cls: 0.1449, acc: 94.5215, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4309 2022-05-12 03:02:18,755 - mmdet - INFO - Epoch [50][2450/3992] lr: 1.000e-06, eta: 3 days, 10:36:14, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0274, loss_cls: 0.1733, acc: 93.8867, loss_bbox: 0.2752, loss_mask: 0.0000, loss: 0.4928 2022-05-12 03:02:43,745 - mmdet - INFO - Epoch [50][2500/3992] lr: 1.000e-06, eta: 3 days, 10:35:50, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0279, loss_cls: 0.1549, acc: 94.3008, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4612 2022-05-12 03:03:08,982 - mmdet - INFO - Epoch [50][2550/3992] lr: 1.000e-06, eta: 3 days, 10:35:27, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0271, loss_cls: 0.1569, acc: 94.2695, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4462 2022-05-12 03:03:34,381 - mmdet - INFO - Epoch [50][2600/3992] lr: 1.000e-06, eta: 3 days, 10:35:04, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0244, loss_cls: 0.1462, acc: 94.6523, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4203 2022-05-12 03:04:00,483 - mmdet - INFO - Epoch [50][2650/3992] lr: 1.000e-06, eta: 3 days, 10:34:43, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0296, loss_cls: 0.1581, acc: 94.2754, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4466 2022-05-12 03:04:26,471 - mmdet - INFO - Epoch [50][2700/3992] lr: 1.000e-06, eta: 3 days, 10:34:22, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0228, loss_cls: 0.1511, acc: 94.2930, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4326 2022-05-12 03:04:51,872 - mmdet - INFO - Epoch [50][2750/3992] lr: 1.000e-06, eta: 3 days, 10:33:59, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0291, loss_cls: 0.1505, acc: 94.6504, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4382 2022-05-12 03:05:17,410 - mmdet - INFO - Epoch [50][2800/3992] lr: 1.000e-06, eta: 3 days, 10:33:37, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0241, loss_cls: 0.1702, acc: 93.5703, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4800 2022-05-12 03:05:42,618 - mmdet - INFO - Epoch [50][2850/3992] lr: 1.000e-06, eta: 3 days, 10:33:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0267, loss_cls: 0.1513, acc: 94.3203, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4319 2022-05-12 03:06:08,519 - mmdet - INFO - Epoch [50][2900/3992] lr: 1.000e-06, eta: 3 days, 10:32:52, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0253, loss_cls: 0.1503, acc: 94.4141, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4468 2022-05-12 03:06:33,972 - mmdet - INFO - Epoch [50][2950/3992] lr: 1.000e-06, eta: 3 days, 10:32:29, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0301, loss_cls: 0.1586, acc: 93.9941, loss_bbox: 0.2778, loss_mask: 0.0000, loss: 0.4806 2022-05-12 03:06:58,351 - mmdet - INFO - Epoch [50][3000/3992] lr: 1.000e-06, eta: 3 days, 10:32:03, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1489, acc: 94.6191, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4235 2022-05-12 03:07:23,044 - mmdet - INFO - Epoch [50][3050/3992] lr: 1.000e-06, eta: 3 days, 10:31:38, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0252, loss_cls: 0.1625, acc: 94.2617, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4599 2022-05-12 03:07:48,077 - mmdet - INFO - Epoch [50][3100/3992] lr: 1.000e-06, eta: 3 days, 10:31:14, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0238, loss_cls: 0.1566, acc: 94.4648, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4419 2022-05-12 03:08:13,845 - mmdet - INFO - Epoch [50][3150/3992] lr: 1.000e-06, eta: 3 days, 10:30:52, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0282, loss_cls: 0.1464, acc: 94.7305, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4137 2022-05-12 03:08:39,494 - mmdet - INFO - Epoch [50][3200/3992] lr: 1.000e-06, eta: 3 days, 10:30:30, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0256, loss_cls: 0.1547, acc: 94.2031, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4472 2022-05-12 03:09:03,890 - mmdet - INFO - Epoch [50][3250/3992] lr: 1.000e-06, eta: 3 days, 10:30:04, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0240, loss_cls: 0.1488, acc: 94.5020, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4452 2022-05-12 03:09:27,726 - mmdet - INFO - Epoch [50][3300/3992] lr: 1.000e-06, eta: 3 days, 10:29:37, time: 0.477, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0285, loss_cls: 0.1742, acc: 93.6211, loss_bbox: 0.2868, loss_mask: 0.0000, loss: 0.5082 2022-05-12 03:09:53,467 - mmdet - INFO - Epoch [50][3350/3992] lr: 1.000e-06, eta: 3 days, 10:29:15, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0318, loss_cls: 0.1499, acc: 94.2695, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4602 2022-05-12 03:10:18,020 - mmdet - INFO - Epoch [50][3400/3992] lr: 1.000e-06, eta: 3 days, 10:28:50, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0255, loss_cls: 0.1507, acc: 94.5391, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4355 2022-05-12 03:10:43,776 - mmdet - INFO - Epoch [50][3450/3992] lr: 1.000e-06, eta: 3 days, 10:28:28, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0275, loss_cls: 0.1657, acc: 93.6816, loss_bbox: 0.2813, loss_mask: 0.0000, loss: 0.4915 2022-05-12 03:11:08,749 - mmdet - INFO - Epoch [50][3500/3992] lr: 1.000e-06, eta: 3 days, 10:28:04, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0280, loss_cls: 0.1539, acc: 94.2969, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4549 2022-05-12 03:11:34,843 - mmdet - INFO - Epoch [50][3550/3992] lr: 1.000e-06, eta: 3 days, 10:27:43, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0264, loss_cls: 0.1438, acc: 94.6816, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4228 2022-05-12 03:11:59,734 - mmdet - INFO - Epoch [50][3600/3992] lr: 1.000e-06, eta: 3 days, 10:27:18, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0265, loss_cls: 0.1444, acc: 94.6836, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4215 2022-05-12 03:12:25,443 - mmdet - INFO - Epoch [50][3650/3992] lr: 1.000e-06, eta: 3 days, 10:26:56, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0275, loss_cls: 0.1555, acc: 94.3516, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4495 2022-05-12 03:12:49,561 - mmdet - INFO - Epoch [50][3700/3992] lr: 1.000e-06, eta: 3 days, 10:26:30, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0215, loss_cls: 0.1360, acc: 95.1875, loss_bbox: 0.2188, loss_mask: 0.0000, loss: 0.3885 2022-05-12 03:13:14,416 - mmdet - INFO - Epoch [50][3750/3992] lr: 1.000e-06, eta: 3 days, 10:26:05, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0295, loss_cls: 0.1586, acc: 94.1836, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4602 2022-05-12 03:13:40,649 - mmdet - INFO - Epoch [50][3800/3992] lr: 1.000e-06, eta: 3 days, 10:25:45, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0278, loss_cls: 0.1678, acc: 93.8145, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.4849 2022-05-12 03:14:06,068 - mmdet - INFO - Epoch [50][3850/3992] lr: 1.000e-06, eta: 3 days, 10:25:22, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0261, loss_cls: 0.1437, acc: 94.6797, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4297 2022-05-12 03:14:31,147 - mmdet - INFO - Epoch [50][3900/3992] lr: 1.000e-06, eta: 3 days, 10:24:58, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0293, loss_cls: 0.1549, acc: 94.1992, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4491 2022-05-12 03:14:56,296 - mmdet - INFO - Epoch [50][3950/3992] lr: 1.000e-06, eta: 3 days, 10:24:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0241, loss_cls: 0.1375, acc: 94.8301, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4040 2022-05-12 03:15:17,892 - mmdet - INFO - Saving checkpoint at 50 epochs 2022-05-12 03:20:58,701 - mmdet - INFO - Evaluating bbox... 2022-05-12 03:21:14,801 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-12 03:21:14,805 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.094 | table | 0.257 | desk | 0.094 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.358 | cabinet | 0.040 | drawer | 0.059 | | shelf | 0.106 | kitchen_counter | 0.158 | kitchen_cabinet | 0.198 | | cpu | 0.025 | bench | 0.157 | file_cabinet | 0.076 | | whiteboard | 0.143 | lamp | 0.174 | endtable | 0.139 | | bookshelf | 0.237 | coffee_table | 0.203 | dresser | 0.178 | | paper | 0.009 | printer | 0.219 | monitor | 0.227 | | back_pack | 0.070 | night_stand | 0.295 | door | 0.085 | | picture | 0.045 | ottoman | 0.191 | stool | 0.224 | | outlet | 0.000 | towel | 0.071 | tray | 0.017 | | bag | 0.015 | stove | 0.107 | bathtub | 0.444 | | scanner | 0.233 | cubby | 0.022 | mirror | 0.023 | | bottle | 0.003 | rack | 0.019 | cup | 0.073 | | thermos | 0.002 | island | 0.092 | counter | 0.032 | | bowl | 0.054 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.199 | | cart | 0.097 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.017 | toy | nan | chair | 0.340 | | sofa | 0.417 | plant | 0.033 | bed | 0.602 | | dining_table | 0.004 | toilet | 0.537 | tv | 0.257 | | laptop | 0.110 | mouse | 0.030 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.031 | microwave | 0.253 | | oven | 0.020 | paper_towel_dispenser | 0.257 | sink | 0.161 | | fridge | 0.163 | book | 0.009 | clock | 0.077 | | vase | 0.050 | fire_extinguisher | 0.004 | blinds | 0.015 | | podium | 0.197 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:14,808 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.212 | table | 0.460 | desk | 0.199 | | sofa_chair | 0.681 | pillow | 0.145 | box | 0.049 | | garbage_bin | 0.624 | cabinet | 0.085 | drawer | 0.092 | | shelf | 0.214 | kitchen_counter | 0.267 | kitchen_cabinet | 0.323 | | cpu | 0.070 | bench | 0.298 | file_cabinet | 0.117 | | whiteboard | 0.227 | lamp | 0.387 | endtable | 0.258 | | bookshelf | 0.428 | coffee_table | 0.373 | dresser | 0.277 | | paper | 0.026 | printer | 0.365 | monitor | 0.533 | | back_pack | 0.153 | night_stand | 0.518 | door | 0.121 | | picture | 0.081 | ottoman | 0.276 | stool | 0.434 | | outlet | 0.000 | towel | 0.108 | tray | 0.042 | | bag | 0.021 | stove | 0.197 | bathtub | 0.684 | | scanner | 0.315 | cubby | 0.035 | mirror | 0.065 | | bottle | 0.006 | rack | 0.029 | cup | 0.184 | | thermos | 0.003 | island | 0.130 | counter | 0.038 | | bowl | 0.086 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.303 | | cart | 0.161 | tv_stand | 0.245 | poster | 0.002 | | soap_dispenser | 0.023 | toy | nan | chair | 0.683 | | sofa | 0.614 | plant | 0.091 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.855 | tv | 0.448 | | laptop | 0.234 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.223 | telephone | 0.074 | microwave | 0.481 | | oven | 0.042 | paper_towel_dispenser | 0.392 | sink | 0.445 | | fridge | 0.310 | book | 0.024 | clock | 0.118 | | vase | 0.093 | fire_extinguisher | 0.014 | blinds | 0.041 | | podium | 0.262 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:14,812 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.047 | table | 0.257 | desk | 0.082 | | sofa_chair | 0.568 | pillow | 0.032 | box | 0.018 | | garbage_bin | 0.387 | cabinet | 0.033 | drawer | 0.058 | | shelf | 0.092 | kitchen_counter | 0.147 | kitchen_cabinet | 0.234 | | cpu | 0.005 | bench | 0.129 | file_cabinet | 0.103 | | whiteboard | 0.147 | lamp | 0.141 | endtable | 0.127 | | bookshelf | 0.226 | coffee_table | 0.171 | dresser | 0.195 | | paper | 0.004 | printer | 0.206 | monitor | 0.152 | | back_pack | 0.064 | night_stand | 0.298 | door | 0.112 | | picture | 0.045 | ottoman | 0.211 | stool | 0.232 | | outlet | 0.000 | towel | 0.085 | tray | 0.021 | | bag | 0.018 | stove | 0.109 | bathtub | 0.490 | | scanner | 0.315 | cubby | 0.026 | mirror | 0.010 | | bottle | 0.005 | rack | 0.025 | cup | 0.045 | | thermos | 0.003 | island | 0.111 | counter | 0.034 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.097 | tv_stand | 0.056 | poster | 0.000 | | soap_dispenser | 0.023 | toy | nan | chair | 0.300 | | sofa | 0.471 | plant | 0.011 | bed | 0.698 | | dining_table | 0.002 | toilet | 0.594 | tv | 0.287 | | laptop | 0.094 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.025 | telephone | 0.009 | microwave | 0.199 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.069 | | fridge | 0.151 | book | 0.006 | clock | 0.094 | | vase | 0.046 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.233 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:14,812 - mmdet - INFO - Evaluating segm... 2022-05-12 03:21:32,612 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 03:21:32,616 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:32,619 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:32,622 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 03:21:32,934 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 03:21:32,934 - mmdet - INFO - Epoch(val) [50][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.222 0.124 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 03:21:59,867 - mmdet - INFO - Epoch [51][50/3992] lr: 1.000e-06, eta: 3 days, 10:22:53, time: 0.539, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0251, loss_cls: 0.1503, acc: 94.4121, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4276 2022-05-12 03:22:24,607 - mmdet - INFO - Epoch [51][100/3992] lr: 1.000e-06, eta: 3 days, 10:22:28, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0247, loss_cls: 0.1483, acc: 94.5879, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4310 2022-05-12 03:22:49,431 - mmdet - INFO - Epoch [51][150/3992] lr: 1.000e-06, eta: 3 days, 10:22:04, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0346, loss_cls: 0.1947, acc: 92.9727, loss_bbox: 0.3047, loss_mask: 0.0000, loss: 0.5565 2022-05-12 03:23:14,208 - mmdet - INFO - Epoch [51][200/3992] lr: 1.000e-06, eta: 3 days, 10:21:39, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0260, loss_cls: 0.1509, acc: 94.4590, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4427 2022-05-12 03:23:37,295 - mmdet - INFO - Epoch [51][250/3992] lr: 1.000e-06, eta: 3 days, 10:21:09, time: 0.462, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0255, loss_cls: 0.1737, acc: 93.5312, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4849 2022-05-12 03:24:02,731 - mmdet - INFO - Epoch [51][300/3992] lr: 1.000e-06, eta: 3 days, 10:20:46, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0335, loss_cls: 0.1638, acc: 93.9375, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4895 2022-05-12 03:24:27,814 - mmdet - INFO - Epoch [51][350/3992] lr: 1.000e-06, eta: 3 days, 10:20:22, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0248, loss_cls: 0.1607, acc: 94.3027, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4497 2022-05-12 03:24:52,652 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 03:24:52,653 - mmdet - INFO - Epoch [51][400/3992] lr: 1.000e-06, eta: 3 days, 10:19:58, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0254, loss_cls: 0.1320, acc: 94.9414, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.4002 2022-05-12 03:25:17,458 - mmdet - INFO - Epoch [51][450/3992] lr: 1.000e-06, eta: 3 days, 10:19:33, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0249, loss_cls: 0.1498, acc: 94.6191, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4309 2022-05-12 03:25:42,667 - mmdet - INFO - Epoch [51][500/3992] lr: 1.000e-06, eta: 3 days, 10:19:10, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0259, loss_cls: 0.1398, acc: 94.9062, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4272 2022-05-12 03:26:08,193 - mmdet - INFO - Epoch [51][550/3992] lr: 1.000e-06, eta: 3 days, 10:18:47, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0273, loss_cls: 0.1646, acc: 94.0137, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4644 2022-05-12 03:26:33,117 - mmdet - INFO - Epoch [51][600/3992] lr: 1.000e-06, eta: 3 days, 10:18:23, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0215, loss_cls: 0.1424, acc: 94.7266, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4113 2022-05-12 03:26:58,599 - mmdet - INFO - Epoch [51][650/3992] lr: 1.000e-06, eta: 3 days, 10:18:00, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0269, loss_cls: 0.1557, acc: 94.2871, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4482 2022-05-12 03:27:23,490 - mmdet - INFO - Epoch [51][700/3992] lr: 1.000e-06, eta: 3 days, 10:17:36, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0314, loss_cls: 0.1734, acc: 93.5371, loss_bbox: 0.2879, loss_mask: 0.0000, loss: 0.5088 2022-05-12 03:27:48,024 - mmdet - INFO - Epoch [51][750/3992] lr: 1.000e-06, eta: 3 days, 10:17:11, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0270, loss_cls: 0.1466, acc: 94.5430, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4305 2022-05-12 03:28:12,718 - mmdet - INFO - Epoch [51][800/3992] lr: 1.000e-06, eta: 3 days, 10:16:46, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0286, loss_cls: 0.1604, acc: 93.9609, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4639 2022-05-12 03:28:36,508 - mmdet - INFO - Epoch [51][850/3992] lr: 1.000e-06, eta: 3 days, 10:16:18, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0276, loss_cls: 0.1531, acc: 94.3535, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4424 2022-05-12 03:29:01,361 - mmdet - INFO - Epoch [51][900/3992] lr: 1.000e-06, eta: 3 days, 10:15:53, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0210, loss_cls: 0.1393, acc: 95.0469, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3941 2022-05-12 03:29:26,284 - mmdet - INFO - Epoch [51][950/3992] lr: 1.000e-06, eta: 3 days, 10:15:29, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0269, loss_cls: 0.1466, acc: 94.6758, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4300 2022-05-12 03:29:51,483 - mmdet - INFO - Epoch [51][1000/3992] lr: 1.000e-06, eta: 3 days, 10:15:06, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0240, loss_cls: 0.1489, acc: 94.5469, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4259 2022-05-12 03:30:17,578 - mmdet - INFO - Epoch [51][1050/3992] lr: 1.000e-06, eta: 3 days, 10:14:45, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0226, loss_cls: 0.1438, acc: 94.4160, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4166 2022-05-12 03:30:42,820 - mmdet - INFO - Epoch [51][1100/3992] lr: 1.000e-06, eta: 3 days, 10:14:21, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0276, loss_cls: 0.1543, acc: 94.3027, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4622 2022-05-12 03:31:07,840 - mmdet - INFO - Epoch [51][1150/3992] lr: 1.000e-06, eta: 3 days, 10:13:57, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0252, loss_cls: 0.1375, acc: 94.7715, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4146 2022-05-12 03:31:32,798 - mmdet - INFO - Epoch [51][1200/3992] lr: 1.000e-06, eta: 3 days, 10:13:33, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0255, loss_cls: 0.1477, acc: 94.6582, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.4113 2022-05-12 03:31:57,394 - mmdet - INFO - Epoch [51][1250/3992] lr: 1.000e-06, eta: 3 days, 10:13:08, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0264, loss_cls: 0.1434, acc: 94.6465, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4248 2022-05-12 03:32:21,545 - mmdet - INFO - Epoch [51][1300/3992] lr: 1.000e-06, eta: 3 days, 10:12:41, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0266, loss_cls: 0.1545, acc: 94.1387, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4529 2022-05-12 03:32:45,300 - mmdet - INFO - Epoch [51][1350/3992] lr: 1.000e-06, eta: 3 days, 10:12:14, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0228, loss_cls: 0.1370, acc: 94.8926, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.3988 2022-05-12 03:33:10,519 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 03:33:10,519 - mmdet - INFO - Epoch [51][1400/3992] lr: 1.000e-06, eta: 3 days, 10:11:50, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0244, loss_cls: 0.1441, acc: 94.8496, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4182 2022-05-12 03:33:35,993 - mmdet - INFO - Epoch [51][1450/3992] lr: 1.000e-06, eta: 3 days, 10:11:27, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0308, loss_cls: 0.1505, acc: 94.3867, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4499 2022-05-12 03:34:01,232 - mmdet - INFO - Epoch [51][1500/3992] lr: 1.000e-06, eta: 3 days, 10:11:04, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0248, loss_cls: 0.1473, acc: 94.6230, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4297 2022-05-12 03:34:26,749 - mmdet - INFO - Epoch [51][1550/3992] lr: 1.000e-06, eta: 3 days, 10:10:42, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0265, loss_cls: 0.1494, acc: 94.2930, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4405 2022-05-12 03:34:51,754 - mmdet - INFO - Epoch [51][1600/3992] lr: 1.000e-06, eta: 3 days, 10:10:17, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0250, loss_cls: 0.1514, acc: 94.4277, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4300 2022-05-12 03:35:18,170 - mmdet - INFO - Epoch [51][1650/3992] lr: 1.000e-06, eta: 3 days, 10:09:58, time: 0.528, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0291, loss_cls: 0.1673, acc: 93.8848, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4794 2022-05-12 03:35:44,604 - mmdet - INFO - Epoch [51][1700/3992] lr: 1.000e-06, eta: 3 days, 10:09:38, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0247, loss_cls: 0.1537, acc: 94.3516, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4410 2022-05-12 03:36:08,649 - mmdet - INFO - Epoch [51][1750/3992] lr: 1.000e-06, eta: 3 days, 10:09:11, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0260, loss_cls: 0.1465, acc: 94.5449, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4310 2022-05-12 03:36:34,415 - mmdet - INFO - Epoch [51][1800/3992] lr: 1.000e-06, eta: 3 days, 10:08:49, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0276, loss_cls: 0.1457, acc: 94.5488, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4204 2022-05-12 03:36:59,055 - mmdet - INFO - Epoch [51][1850/3992] lr: 1.000e-06, eta: 3 days, 10:08:24, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0254, loss_cls: 0.1413, acc: 94.5684, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4207 2022-05-12 03:37:23,865 - mmdet - INFO - Epoch [51][1900/3992] lr: 1.000e-06, eta: 3 days, 10:07:59, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0289, loss_cls: 0.1607, acc: 94.0332, loss_bbox: 0.2712, loss_mask: 0.0000, loss: 0.4784 2022-05-12 03:37:49,603 - mmdet - INFO - Epoch [51][1950/3992] lr: 1.000e-06, eta: 3 days, 10:07:37, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0293, loss_cls: 0.1573, acc: 94.3887, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4547 2022-05-12 03:38:14,589 - mmdet - INFO - Epoch [51][2000/3992] lr: 1.000e-06, eta: 3 days, 10:07:13, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0260, loss_cls: 0.1567, acc: 94.2930, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4545 2022-05-12 03:38:38,377 - mmdet - INFO - Epoch [51][2050/3992] lr: 1.000e-06, eta: 3 days, 10:06:46, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0239, loss_cls: 0.1448, acc: 94.6719, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4241 2022-05-12 03:39:02,865 - mmdet - INFO - Epoch [51][2100/3992] lr: 1.000e-06, eta: 3 days, 10:06:20, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0319, loss_cls: 0.1847, acc: 93.4844, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.5125 2022-05-12 03:39:27,629 - mmdet - INFO - Epoch [51][2150/3992] lr: 1.000e-06, eta: 3 days, 10:05:55, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0235, loss_cls: 0.1420, acc: 94.9062, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4055 2022-05-12 03:39:51,672 - mmdet - INFO - Epoch [51][2200/3992] lr: 1.000e-06, eta: 3 days, 10:05:28, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0240, loss_cls: 0.1431, acc: 94.6484, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4152 2022-05-12 03:40:16,525 - mmdet - INFO - Epoch [51][2250/3992] lr: 1.000e-06, eta: 3 days, 10:05:04, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0288, loss_cls: 0.1601, acc: 94.0332, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4764 2022-05-12 03:40:41,334 - mmdet - INFO - Epoch [51][2300/3992] lr: 1.000e-06, eta: 3 days, 10:04:39, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0233, loss_cls: 0.1517, acc: 94.2891, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4405 2022-05-12 03:41:05,589 - mmdet - INFO - Epoch [51][2350/3992] lr: 1.000e-06, eta: 3 days, 10:04:13, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0232, loss_cls: 0.1404, acc: 94.8145, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.4035 2022-05-12 03:41:30,981 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 03:41:30,981 - mmdet - INFO - Epoch [51][2400/3992] lr: 1.000e-06, eta: 3 days, 10:03:50, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0239, loss_cls: 0.1411, acc: 94.7363, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4133 2022-05-12 03:41:56,657 - mmdet - INFO - Epoch [51][2450/3992] lr: 1.000e-06, eta: 3 days, 10:03:28, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0270, loss_cls: 0.1703, acc: 93.7266, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4810 2022-05-12 03:42:22,833 - mmdet - INFO - Epoch [51][2500/3992] lr: 1.000e-06, eta: 3 days, 10:03:07, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0273, loss_cls: 0.1564, acc: 94.1992, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4533 2022-05-12 03:42:47,620 - mmdet - INFO - Epoch [51][2550/3992] lr: 1.000e-06, eta: 3 days, 10:02:43, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0235, loss_cls: 0.1441, acc: 94.5176, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4141 2022-05-12 03:43:12,996 - mmdet - INFO - Epoch [51][2600/3992] lr: 1.000e-06, eta: 3 days, 10:02:20, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0312, loss_cls: 0.1732, acc: 93.7617, loss_bbox: 0.2793, loss_mask: 0.0000, loss: 0.4993 2022-05-12 03:43:37,550 - mmdet - INFO - Epoch [51][2650/3992] lr: 1.000e-06, eta: 3 days, 10:01:54, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0219, loss_cls: 0.1453, acc: 94.5762, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4187 2022-05-12 03:44:03,659 - mmdet - INFO - Epoch [51][2700/3992] lr: 1.000e-06, eta: 3 days, 10:01:33, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0295, loss_cls: 0.1542, acc: 94.3105, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4532 2022-05-12 03:44:29,050 - mmdet - INFO - Epoch [51][2750/3992] lr: 1.000e-06, eta: 3 days, 10:01:10, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0261, loss_cls: 0.1685, acc: 94.1309, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4677 2022-05-12 03:44:54,174 - mmdet - INFO - Epoch [51][2800/3992] lr: 1.000e-06, eta: 3 days, 10:00:47, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0311, loss_cls: 0.1644, acc: 93.9590, loss_bbox: 0.2767, loss_mask: 0.0000, loss: 0.4899 2022-05-12 03:45:19,707 - mmdet - INFO - Epoch [51][2850/3992] lr: 1.000e-06, eta: 3 days, 10:00:24, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0234, loss_cls: 0.1459, acc: 94.7051, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4079 2022-05-12 03:45:44,715 - mmdet - INFO - Epoch [51][2900/3992] lr: 1.000e-06, eta: 3 days, 10:00:00, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0266, loss_cls: 0.1436, acc: 94.6777, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4378 2022-05-12 03:46:10,381 - mmdet - INFO - Epoch [51][2950/3992] lr: 1.000e-06, eta: 3 days, 9:59:38, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0313, loss_cls: 0.1749, acc: 93.7500, loss_bbox: 0.2697, loss_mask: 0.0000, loss: 0.4896 2022-05-12 03:46:35,902 - mmdet - INFO - Epoch [51][3000/3992] lr: 1.000e-06, eta: 3 days, 9:59:15, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0224, loss_cls: 0.1379, acc: 94.7480, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4051 2022-05-12 03:47:00,061 - mmdet - INFO - Epoch [51][3050/3992] lr: 1.000e-06, eta: 3 days, 9:58:49, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0288, loss_cls: 0.1613, acc: 93.9551, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4785 2022-05-12 03:47:25,267 - mmdet - INFO - Epoch [51][3100/3992] lr: 1.000e-06, eta: 3 days, 9:58:25, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0261, loss_cls: 0.1489, acc: 94.4922, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4451 2022-05-12 03:47:50,949 - mmdet - INFO - Epoch [51][3150/3992] lr: 1.000e-06, eta: 3 days, 9:58:03, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0290, loss_cls: 0.1549, acc: 94.3457, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4501 2022-05-12 03:48:15,626 - mmdet - INFO - Epoch [51][3200/3992] lr: 1.000e-06, eta: 3 days, 9:57:38, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0300, loss_cls: 0.1519, acc: 94.2363, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4552 2022-05-12 03:48:39,068 - mmdet - INFO - Epoch [51][3250/3992] lr: 1.000e-06, eta: 3 days, 9:57:10, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0227, loss_cls: 0.1466, acc: 94.7324, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.4158 2022-05-12 03:49:04,254 - mmdet - INFO - Epoch [51][3300/3992] lr: 1.000e-06, eta: 3 days, 9:56:46, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0316, loss_cls: 0.1563, acc: 94.0566, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4605 2022-05-12 03:49:28,919 - mmdet - INFO - Epoch [51][3350/3992] lr: 1.000e-06, eta: 3 days, 9:56:21, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0234, loss_cls: 0.1481, acc: 94.3496, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4264 2022-05-12 03:49:54,328 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 03:49:54,329 - mmdet - INFO - Epoch [51][3400/3992] lr: 1.000e-06, eta: 3 days, 9:55:58, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0279, loss_cls: 0.1438, acc: 94.6562, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4255 2022-05-12 03:50:19,609 - mmdet - INFO - Epoch [51][3450/3992] lr: 1.000e-06, eta: 3 days, 9:55:35, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0221, loss_cls: 0.1476, acc: 94.5801, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4259 2022-05-12 03:50:44,318 - mmdet - INFO - Epoch [51][3500/3992] lr: 1.000e-06, eta: 3 days, 9:55:10, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0241, loss_cls: 0.1482, acc: 94.5430, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4284 2022-05-12 03:51:09,341 - mmdet - INFO - Epoch [51][3550/3992] lr: 1.000e-06, eta: 3 days, 9:54:46, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0266, loss_cls: 0.1541, acc: 94.2734, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4455 2022-05-12 03:51:33,919 - mmdet - INFO - Epoch [51][3600/3992] lr: 1.000e-06, eta: 3 days, 9:54:20, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0229, loss_cls: 0.1420, acc: 94.8633, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4136 2022-05-12 03:51:58,632 - mmdet - INFO - Epoch [51][3650/3992] lr: 1.000e-06, eta: 3 days, 9:53:55, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0270, loss_cls: 0.1522, acc: 94.3750, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4418 2022-05-12 03:52:23,453 - mmdet - INFO - Epoch [51][3700/3992] lr: 1.000e-06, eta: 3 days, 9:53:31, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0234, loss_cls: 0.1429, acc: 94.6270, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4137 2022-05-12 03:52:49,218 - mmdet - INFO - Epoch [51][3750/3992] lr: 1.000e-06, eta: 3 days, 9:53:09, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0230, loss_cls: 0.1491, acc: 94.1172, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4380 2022-05-12 03:53:14,537 - mmdet - INFO - Epoch [51][3800/3992] lr: 1.000e-06, eta: 3 days, 9:52:46, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0248, loss_cls: 0.1408, acc: 94.6035, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4164 2022-05-12 03:53:40,217 - mmdet - INFO - Epoch [51][3850/3992] lr: 1.000e-06, eta: 3 days, 9:52:24, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0278, loss_cls: 0.1667, acc: 93.8926, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4662 2022-05-12 03:54:05,456 - mmdet - INFO - Epoch [51][3900/3992] lr: 1.000e-06, eta: 3 days, 9:52:00, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0278, loss_cls: 0.1574, acc: 94.0176, loss_bbox: 0.2818, loss_mask: 0.0000, loss: 0.4799 2022-05-12 03:54:30,071 - mmdet - INFO - Epoch [51][3950/3992] lr: 1.000e-06, eta: 3 days, 9:51:35, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0282, loss_cls: 0.1681, acc: 94.0449, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4816 2022-05-12 03:54:50,322 - mmdet - INFO - Saving checkpoint at 51 epochs 2022-05-12 04:00:32,608 - mmdet - INFO - Evaluating bbox... 2022-05-12 04:00:49,575 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 04:00:49,579 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.256 | desk | 0.095 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.354 | cabinet | 0.041 | drawer | 0.058 | | shelf | 0.107 | kitchen_counter | 0.156 | kitchen_cabinet | 0.201 | | cpu | 0.027 | bench | 0.154 | file_cabinet | 0.076 | | whiteboard | 0.147 | lamp | 0.177 | endtable | 0.136 | | bookshelf | 0.237 | coffee_table | 0.194 | dresser | 0.179 | | paper | 0.009 | printer | 0.212 | monitor | 0.228 | | back_pack | 0.075 | night_stand | 0.297 | door | 0.081 | | picture | 0.047 | ottoman | 0.189 | stool | 0.228 | | outlet | 0.000 | towel | 0.067 | tray | 0.018 | | bag | 0.011 | stove | 0.107 | bathtub | 0.440 | | scanner | 0.228 | cubby | 0.022 | mirror | 0.020 | | bottle | 0.004 | rack | 0.019 | cup | 0.067 | | thermos | 0.001 | island | 0.092 | counter | 0.029 | | bowl | 0.054 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.200 | | cart | 0.094 | tv_stand | 0.116 | poster | 0.000 | | soap_dispenser | 0.011 | toy | nan | chair | 0.341 | | sofa | 0.417 | plant | 0.035 | bed | 0.602 | | dining_table | 0.004 | toilet | 0.536 | tv | 0.261 | | laptop | 0.107 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.029 | microwave | 0.243 | | oven | 0.020 | paper_towel_dispenser | 0.265 | sink | 0.165 | | fridge | 0.155 | book | 0.008 | clock | 0.078 | | vase | 0.044 | fire_extinguisher | 0.003 | blinds | 0.016 | | podium | 0.200 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:00:49,583 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.219 | table | 0.460 | desk | 0.205 | | sofa_chair | 0.676 | pillow | 0.146 | box | 0.051 | | garbage_bin | 0.625 | cabinet | 0.086 | drawer | 0.091 | | shelf | 0.214 | kitchen_counter | 0.265 | kitchen_cabinet | 0.331 | | cpu | 0.064 | bench | 0.299 | file_cabinet | 0.116 | | whiteboard | 0.233 | lamp | 0.379 | endtable | 0.256 | | bookshelf | 0.425 | coffee_table | 0.372 | dresser | 0.278 | | paper | 0.026 | printer | 0.365 | monitor | 0.540 | | back_pack | 0.154 | night_stand | 0.513 | door | 0.118 | | picture | 0.081 | ottoman | 0.272 | stool | 0.438 | | outlet | 0.000 | towel | 0.105 | tray | 0.043 | | bag | 0.018 | stove | 0.197 | bathtub | 0.677 | | scanner | 0.314 | cubby | 0.036 | mirror | 0.047 | | bottle | 0.007 | rack | 0.029 | cup | 0.164 | | thermos | 0.002 | island | 0.128 | counter | 0.036 | | bowl | 0.087 | plate | 0.002 | organizer | 0.002 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.309 | | cart | 0.160 | tv_stand | 0.192 | poster | 0.002 | | soap_dispenser | 0.021 | toy | nan | chair | 0.684 | | sofa | 0.612 | plant | 0.091 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.449 | | laptop | 0.229 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.239 | telephone | 0.069 | microwave | 0.475 | | oven | 0.042 | paper_towel_dispenser | 0.406 | sink | 0.462 | | fridge | 0.296 | book | 0.022 | clock | 0.120 | | vase | 0.089 | fire_extinguisher | 0.011 | blinds | 0.042 | | podium | 0.269 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:00:49,586 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.085 | table | 0.256 | desk | 0.080 | | sofa_chair | 0.569 | pillow | 0.031 | box | 0.018 | | garbage_bin | 0.390 | cabinet | 0.036 | drawer | 0.058 | | shelf | 0.094 | kitchen_counter | 0.146 | kitchen_cabinet | 0.238 | | cpu | 0.005 | bench | 0.127 | file_cabinet | 0.104 | | whiteboard | 0.155 | lamp | 0.145 | endtable | 0.128 | | bookshelf | 0.241 | coffee_table | 0.170 | dresser | 0.199 | | paper | 0.002 | printer | 0.175 | monitor | 0.150 | | back_pack | 0.077 | night_stand | 0.304 | door | 0.106 | | picture | 0.049 | ottoman | 0.231 | stool | 0.243 | | outlet | 0.000 | towel | 0.079 | tray | 0.021 | | bag | 0.015 | stove | 0.109 | bathtub | 0.469 | | scanner | 0.222 | cubby | 0.026 | mirror | 0.010 | | bottle | 0.006 | rack | 0.026 | cup | 0.041 | | thermos | 0.000 | island | 0.110 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.091 | tv_stand | 0.074 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.301 | | sofa | 0.471 | plant | 0.012 | bed | 0.701 | | dining_table | 0.002 | toilet | 0.616 | tv | 0.286 | | laptop | 0.094 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.008 | microwave | 0.182 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.076 | | fridge | 0.136 | book | 0.005 | clock | 0.094 | | vase | 0.021 | fire_extinguisher | 0.000 | blinds | 0.017 | | podium | 0.242 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:00:49,586 - mmdet - INFO - Evaluating segm... 2022-05-12 04:01:08,574 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 04:01:08,579 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:01:08,582 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:01:08,586 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:01:08,911 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 04:01:08,911 - mmdet - INFO - Epoch(val) [51][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.221 0.124 0.005 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 04:01:35,601 - mmdet - INFO - Epoch [52][50/3992] lr: 1.000e-06, eta: 3 days, 9:49:54, time: 0.534, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0241, loss_cls: 0.1452, acc: 94.6543, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4348 2022-05-12 04:02:00,095 - mmdet - INFO - Epoch [52][100/3992] lr: 1.000e-06, eta: 3 days, 9:49:29, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0251, loss_cls: 0.1564, acc: 93.9688, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4616 2022-05-12 04:02:25,553 - mmdet - INFO - Epoch [52][150/3992] lr: 1.000e-06, eta: 3 days, 9:49:06, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0229, loss_cls: 0.1342, acc: 94.9414, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.3948 2022-05-12 04:02:51,176 - mmdet - INFO - Epoch [52][200/3992] lr: 1.000e-06, eta: 3 days, 9:48:44, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0252, loss_cls: 0.1492, acc: 94.5684, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4355 2022-05-12 04:03:15,955 - mmdet - INFO - Epoch [52][250/3992] lr: 1.000e-06, eta: 3 days, 9:48:19, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0248, loss_cls: 0.1370, acc: 95.1230, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4026 2022-05-12 04:03:41,381 - mmdet - INFO - Epoch [52][300/3992] lr: 1.000e-06, eta: 3 days, 9:47:56, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0276, loss_cls: 0.1434, acc: 94.4922, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4323 2022-05-12 04:04:06,846 - mmdet - INFO - Epoch [52][350/3992] lr: 1.000e-06, eta: 3 days, 9:47:33, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0209, loss_cls: 0.1333, acc: 95.0762, loss_bbox: 0.2182, loss_mask: 0.0000, loss: 0.3839 2022-05-12 04:04:31,218 - mmdet - INFO - Epoch [52][400/3992] lr: 1.000e-06, eta: 3 days, 9:47:08, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0245, loss_cls: 0.1390, acc: 94.5371, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4150 2022-05-12 04:04:56,422 - mmdet - INFO - Epoch [52][450/3992] lr: 1.000e-06, eta: 3 days, 9:46:44, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0285, loss_cls: 0.1524, acc: 94.1738, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4640 2022-05-12 04:05:21,725 - mmdet - INFO - Epoch [52][500/3992] lr: 1.000e-06, eta: 3 days, 9:46:21, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0279, loss_cls: 0.1578, acc: 94.2812, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4588 2022-05-12 04:05:46,716 - mmdet - INFO - Epoch [52][550/3992] lr: 1.000e-06, eta: 3 days, 9:45:57, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0276, loss_cls: 0.1546, acc: 94.3828, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4580 2022-05-12 04:06:11,503 - mmdet - INFO - Epoch [52][600/3992] lr: 1.000e-06, eta: 3 days, 9:45:32, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1563, acc: 94.1484, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4458 2022-05-12 04:06:36,267 - mmdet - INFO - Epoch [52][650/3992] lr: 1.000e-06, eta: 3 days, 9:45:07, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0285, loss_cls: 0.1453, acc: 94.4023, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4352 2022-05-12 04:07:01,420 - mmdet - INFO - Epoch [52][700/3992] lr: 1.000e-06, eta: 3 days, 9:44:44, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0267, loss_cls: 0.1647, acc: 94.0371, loss_bbox: 0.2747, loss_mask: 0.0000, loss: 0.4863 2022-05-12 04:07:26,463 - mmdet - INFO - Epoch [52][750/3992] lr: 1.000e-06, eta: 3 days, 9:44:20, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0225, loss_cls: 0.1263, acc: 95.1680, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3863 2022-05-12 04:07:51,552 - mmdet - INFO - Epoch [52][800/3992] lr: 1.000e-06, eta: 3 days, 9:43:56, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0274, loss_cls: 0.1615, acc: 94.0156, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4608 2022-05-12 04:08:16,461 - mmdet - INFO - Epoch [52][850/3992] lr: 1.000e-06, eta: 3 days, 9:43:31, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0296, loss_cls: 0.1651, acc: 94.0137, loss_bbox: 0.2758, loss_mask: 0.0000, loss: 0.4863 2022-05-12 04:08:41,770 - mmdet - INFO - Epoch [52][900/3992] lr: 1.000e-06, eta: 3 days, 9:43:08, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0282, loss_cls: 0.1797, acc: 93.4141, loss_bbox: 0.2874, loss_mask: 0.0000, loss: 0.5133 2022-05-12 04:09:08,116 - mmdet - INFO - Epoch [52][950/3992] lr: 1.000e-06, eta: 3 days, 9:42:48, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0234, loss_cls: 0.1578, acc: 94.1562, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4550 2022-05-12 04:09:33,050 - mmdet - INFO - Epoch [52][1000/3992] lr: 1.000e-06, eta: 3 days, 9:42:24, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0292, loss_cls: 0.1556, acc: 94.1680, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4578 2022-05-12 04:09:58,303 - mmdet - INFO - Epoch [52][1050/3992] lr: 1.000e-06, eta: 3 days, 9:42:00, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0231, loss_cls: 0.1572, acc: 94.4102, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4455 2022-05-12 04:10:22,926 - mmdet - INFO - Epoch [52][1100/3992] lr: 1.000e-06, eta: 3 days, 9:41:35, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0253, loss_cls: 0.1410, acc: 94.8203, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4137 2022-05-12 04:10:48,559 - mmdet - INFO - Epoch [52][1150/3992] lr: 1.000e-06, eta: 3 days, 9:41:13, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0304, loss_cls: 0.1546, acc: 93.9688, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4625 2022-05-12 04:11:12,724 - mmdet - INFO - Epoch [52][1200/3992] lr: 1.000e-06, eta: 3 days, 9:40:46, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0238, loss_cls: 0.1567, acc: 94.3555, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4582 2022-05-12 04:11:37,619 - mmdet - INFO - Epoch [52][1250/3992] lr: 1.000e-06, eta: 3 days, 9:40:22, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0264, loss_cls: 0.1684, acc: 93.8809, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4733 2022-05-12 04:12:03,119 - mmdet - INFO - Epoch [52][1300/3992] lr: 1.000e-06, eta: 3 days, 9:39:59, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0242, loss_cls: 0.1475, acc: 94.4551, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4169 2022-05-12 04:12:28,276 - mmdet - INFO - Epoch [52][1350/3992] lr: 1.000e-06, eta: 3 days, 9:39:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0293, loss_cls: 0.1565, acc: 94.2715, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4514 2022-05-12 04:12:52,402 - mmdet - INFO - Epoch [52][1400/3992] lr: 1.000e-06, eta: 3 days, 9:39:09, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0258, loss_cls: 0.1482, acc: 94.3047, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4408 2022-05-12 04:13:17,374 - mmdet - INFO - Epoch [52][1450/3992] lr: 1.000e-06, eta: 3 days, 9:38:45, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0241, loss_cls: 0.1467, acc: 94.5820, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4273 2022-05-12 04:13:43,214 - mmdet - INFO - Epoch [52][1500/3992] lr: 1.000e-06, eta: 3 days, 9:38:23, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0268, loss_cls: 0.1506, acc: 94.5117, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4307 2022-05-12 04:14:06,967 - mmdet - INFO - Epoch [52][1550/3992] lr: 1.000e-06, eta: 3 days, 9:37:56, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0256, loss_cls: 0.1536, acc: 94.4238, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4437 2022-05-12 04:14:31,766 - mmdet - INFO - Epoch [52][1600/3992] lr: 1.000e-06, eta: 3 days, 9:37:31, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0246, loss_cls: 0.1812, acc: 93.9941, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4771 2022-05-12 04:14:56,938 - mmdet - INFO - Epoch [52][1650/3992] lr: 1.000e-06, eta: 3 days, 9:37:07, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0265, loss_cls: 0.1580, acc: 94.0996, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4635 2022-05-12 04:15:22,479 - mmdet - INFO - Epoch [52][1700/3992] lr: 1.000e-06, eta: 3 days, 9:36:45, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0270, loss_cls: 0.1481, acc: 94.3926, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4374 2022-05-12 04:15:47,185 - mmdet - INFO - Epoch [52][1750/3992] lr: 1.000e-06, eta: 3 days, 9:36:20, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0267, loss_cls: 0.1551, acc: 94.3945, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4479 2022-05-12 04:16:11,515 - mmdet - INFO - Epoch [52][1800/3992] lr: 1.000e-06, eta: 3 days, 9:35:54, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0230, loss_cls: 0.1472, acc: 94.5820, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4183 2022-05-12 04:16:35,885 - mmdet - INFO - Epoch [52][1850/3992] lr: 1.000e-06, eta: 3 days, 9:35:28, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0275, loss_cls: 0.1671, acc: 94.0234, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4788 2022-05-12 04:17:00,457 - mmdet - INFO - Epoch [52][1900/3992] lr: 1.000e-06, eta: 3 days, 9:35:03, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0265, loss_cls: 0.1581, acc: 94.0508, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4692 2022-05-12 04:17:26,831 - mmdet - INFO - Epoch [52][1950/3992] lr: 1.000e-06, eta: 3 days, 9:34:42, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0263, loss_cls: 0.1642, acc: 94.0039, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4730 2022-05-12 04:17:52,295 - mmdet - INFO - Epoch [52][2000/3992] lr: 1.000e-06, eta: 3 days, 9:34:20, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0219, loss_cls: 0.1285, acc: 95.3066, loss_bbox: 0.2146, loss_mask: 0.0000, loss: 0.3776 2022-05-12 04:18:17,511 - mmdet - INFO - Epoch [52][2050/3992] lr: 1.000e-06, eta: 3 days, 9:33:56, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0276, loss_cls: 0.1727, acc: 93.8379, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4832 2022-05-12 04:18:42,448 - mmdet - INFO - Epoch [52][2100/3992] lr: 1.000e-06, eta: 3 days, 9:33:32, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0309, loss_cls: 0.1687, acc: 93.8008, loss_bbox: 0.2696, loss_mask: 0.0000, loss: 0.4897 2022-05-12 04:19:05,018 - mmdet - INFO - Epoch [52][2150/3992] lr: 1.000e-06, eta: 3 days, 9:33:01, time: 0.451, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0313, loss_cls: 0.1774, acc: 93.4883, loss_bbox: 0.2739, loss_mask: 0.0000, loss: 0.4986 2022-05-12 04:19:30,678 - mmdet - INFO - Epoch [52][2200/3992] lr: 1.000e-06, eta: 3 days, 9:32:39, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0246, loss_cls: 0.1520, acc: 94.3652, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4418 2022-05-12 04:19:55,046 - mmdet - INFO - Epoch [52][2250/3992] lr: 1.000e-06, eta: 3 days, 9:32:13, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0251, loss_cls: 0.1415, acc: 94.8379, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4178 2022-05-12 04:20:18,570 - mmdet - INFO - Epoch [52][2300/3992] lr: 1.000e-06, eta: 3 days, 9:31:44, time: 0.470, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0216, loss_cls: 0.1359, acc: 94.8594, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4031 2022-05-12 04:20:43,703 - mmdet - INFO - Epoch [52][2350/3992] lr: 1.000e-06, eta: 3 days, 9:31:21, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0261, loss_cls: 0.1540, acc: 94.2344, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4543 2022-05-12 04:21:08,341 - mmdet - INFO - Epoch [52][2400/3992] lr: 1.000e-06, eta: 3 days, 9:30:55, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0214, loss_cls: 0.1353, acc: 95.0352, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3872 2022-05-12 04:21:34,335 - mmdet - INFO - Epoch [52][2450/3992] lr: 1.000e-06, eta: 3 days, 9:30:34, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0246, loss_cls: 0.1543, acc: 94.2285, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4461 2022-05-12 04:21:58,220 - mmdet - INFO - Epoch [52][2500/3992] lr: 1.000e-06, eta: 3 days, 9:30:07, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0256, loss_cls: 0.1464, acc: 94.7148, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4187 2022-05-12 04:22:23,569 - mmdet - INFO - Epoch [52][2550/3992] lr: 1.000e-06, eta: 3 days, 9:29:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0229, loss_cls: 0.1455, acc: 94.6699, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4176 2022-05-12 04:22:48,344 - mmdet - INFO - Epoch [52][2600/3992] lr: 1.000e-06, eta: 3 days, 9:29:19, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0262, loss_cls: 0.1413, acc: 94.6719, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4247 2022-05-12 04:23:12,982 - mmdet - INFO - Epoch [52][2650/3992] lr: 1.000e-06, eta: 3 days, 9:28:54, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0258, loss_cls: 0.1509, acc: 94.4199, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4372 2022-05-12 04:23:37,910 - mmdet - INFO - Epoch [52][2700/3992] lr: 1.000e-06, eta: 3 days, 9:28:30, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0240, loss_cls: 0.1629, acc: 94.0547, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4458 2022-05-12 04:24:03,109 - mmdet - INFO - Epoch [52][2750/3992] lr: 1.000e-06, eta: 3 days, 9:28:06, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0225, loss_cls: 0.1449, acc: 94.7461, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4224 2022-05-12 04:24:28,045 - mmdet - INFO - Epoch [52][2800/3992] lr: 1.000e-06, eta: 3 days, 9:27:42, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0241, loss_cls: 0.1498, acc: 94.5586, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4191 2022-05-12 04:24:53,506 - mmdet - INFO - Epoch [52][2850/3992] lr: 1.000e-06, eta: 3 days, 9:27:19, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0269, loss_cls: 0.1647, acc: 93.8438, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4692 2022-05-12 04:25:18,777 - mmdet - INFO - Epoch [52][2900/3992] lr: 1.000e-06, eta: 3 days, 9:26:56, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0249, loss_cls: 0.1591, acc: 93.9512, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4522 2022-05-12 04:25:43,829 - mmdet - INFO - Epoch [52][2950/3992] lr: 1.000e-06, eta: 3 days, 9:26:32, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0252, loss_cls: 0.1477, acc: 94.5059, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4342 2022-05-12 04:26:08,930 - mmdet - INFO - Epoch [52][3000/3992] lr: 1.000e-06, eta: 3 days, 9:26:08, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0351, loss_cls: 0.1801, acc: 93.6641, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.5107 2022-05-12 04:26:34,267 - mmdet - INFO - Epoch [52][3050/3992] lr: 1.000e-06, eta: 3 days, 9:25:45, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0294, loss_cls: 0.1588, acc: 93.8965, loss_bbox: 0.2695, loss_mask: 0.0000, loss: 0.4716 2022-05-12 04:26:59,931 - mmdet - INFO - Epoch [52][3100/3992] lr: 1.000e-06, eta: 3 days, 9:25:22, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0298, loss_cls: 0.1738, acc: 93.3223, loss_bbox: 0.2779, loss_mask: 0.0000, loss: 0.5024 2022-05-12 04:27:24,725 - mmdet - INFO - Epoch [52][3150/3992] lr: 1.000e-06, eta: 3 days, 9:24:58, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0264, loss_cls: 0.1454, acc: 94.6992, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4291 2022-05-12 04:27:49,940 - mmdet - INFO - Epoch [52][3200/3992] lr: 1.000e-06, eta: 3 days, 9:24:34, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0271, loss_cls: 0.1508, acc: 94.2344, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4496 2022-05-12 04:28:14,894 - mmdet - INFO - Epoch [52][3250/3992] lr: 1.000e-06, eta: 3 days, 9:24:10, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0288, loss_cls: 0.1580, acc: 94.1484, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4564 2022-05-12 04:28:39,290 - mmdet - INFO - Epoch [52][3300/3992] lr: 1.000e-06, eta: 3 days, 9:23:44, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0231, loss_cls: 0.1582, acc: 94.2734, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4475 2022-05-12 04:29:04,990 - mmdet - INFO - Epoch [52][3350/3992] lr: 1.000e-06, eta: 3 days, 9:23:22, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0270, loss_cls: 0.1413, acc: 94.7637, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4162 2022-05-12 04:29:29,000 - mmdet - INFO - Epoch [52][3400/3992] lr: 1.000e-06, eta: 3 days, 9:22:55, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0230, loss_cls: 0.1308, acc: 95.1953, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3866 2022-05-12 04:29:54,217 - mmdet - INFO - Epoch [52][3450/3992] lr: 1.000e-06, eta: 3 days, 9:22:32, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0287, loss_cls: 0.1704, acc: 93.7852, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4820 2022-05-12 04:30:19,491 - mmdet - INFO - Epoch [52][3500/3992] lr: 1.000e-06, eta: 3 days, 9:22:08, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0288, loss_cls: 0.1678, acc: 93.8828, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4868 2022-05-12 04:30:44,498 - mmdet - INFO - Epoch [52][3550/3992] lr: 1.000e-06, eta: 3 days, 9:21:44, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0232, loss_cls: 0.1393, acc: 94.7402, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4101 2022-05-12 04:31:10,061 - mmdet - INFO - Epoch [52][3600/3992] lr: 1.000e-06, eta: 3 days, 9:21:22, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0287, loss_cls: 0.1557, acc: 94.0996, loss_bbox: 0.2686, loss_mask: 0.0000, loss: 0.4649 2022-05-12 04:31:35,841 - mmdet - INFO - Epoch [52][3650/3992] lr: 1.000e-06, eta: 3 days, 9:21:00, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0228, loss_cls: 0.1486, acc: 94.4746, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4385 2022-05-12 04:32:02,442 - mmdet - INFO - Epoch [52][3700/3992] lr: 1.000e-06, eta: 3 days, 9:20:40, time: 0.532, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0282, loss_cls: 0.1576, acc: 94.0254, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4662 2022-05-12 04:32:27,595 - mmdet - INFO - Epoch [52][3750/3992] lr: 1.000e-06, eta: 3 days, 9:20:17, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0242, loss_cls: 0.1530, acc: 94.6113, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4269 2022-05-12 04:32:53,620 - mmdet - INFO - Epoch [52][3800/3992] lr: 1.000e-06, eta: 3 days, 9:19:55, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0286, loss_cls: 0.1634, acc: 94.0352, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4538 2022-05-12 04:33:18,512 - mmdet - INFO - Epoch [52][3850/3992] lr: 1.000e-06, eta: 3 days, 9:19:31, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0264, loss_cls: 0.1441, acc: 94.5234, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4337 2022-05-12 04:33:43,847 - mmdet - INFO - Epoch [52][3900/3992] lr: 1.000e-06, eta: 3 days, 9:19:08, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0243, loss_cls: 0.1400, acc: 94.8535, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4092 2022-05-12 04:34:08,582 - mmdet - INFO - Epoch [52][3950/3992] lr: 1.000e-06, eta: 3 days, 9:18:43, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0332, loss_cls: 0.1713, acc: 93.9102, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4998 2022-05-12 04:34:30,791 - mmdet - INFO - Saving checkpoint at 52 epochs 2022-05-12 04:40:13,208 - mmdet - INFO - Evaluating bbox... 2022-05-12 04:40:30,125 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.127 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.162 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.302 2022-05-12 04:40:30,130 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.257 | desk | 0.095 | | sofa_chair | 0.483 | pillow | 0.057 | box | 0.021 | | garbage_bin | 0.355 | cabinet | 0.040 | drawer | 0.059 | | shelf | 0.104 | kitchen_counter | 0.158 | kitchen_cabinet | 0.203 | | cpu | 0.027 | bench | 0.154 | file_cabinet | 0.071 | | whiteboard | 0.146 | lamp | 0.177 | endtable | 0.141 | | bookshelf | 0.230 | coffee_table | 0.196 | dresser | 0.183 | | paper | 0.010 | printer | 0.214 | monitor | 0.225 | | back_pack | 0.075 | night_stand | 0.295 | door | 0.087 | | picture | 0.047 | ottoman | 0.193 | stool | 0.226 | | outlet | 0.000 | towel | 0.074 | tray | 0.013 | | bag | 0.018 | stove | 0.106 | bathtub | 0.440 | | scanner | 0.215 | cubby | 0.020 | mirror | 0.022 | | bottle | 0.004 | rack | 0.019 | cup | 0.071 | | thermos | 0.001 | island | 0.087 | counter | 0.031 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.198 | | cart | 0.112 | tv_stand | 0.115 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.340 | | sofa | 0.416 | plant | 0.031 | bed | 0.604 | | dining_table | 0.004 | toilet | 0.538 | tv | 0.256 | | laptop | 0.110 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.032 | microwave | 0.251 | | oven | 0.022 | paper_towel_dispenser | 0.272 | sink | 0.165 | | fridge | 0.176 | book | 0.009 | clock | 0.080 | | vase | 0.047 | fire_extinguisher | 0.003 | blinds | 0.016 | | podium | 0.200 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:30,133 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.229 | table | 0.461 | desk | 0.204 | | sofa_chair | 0.675 | pillow | 0.145 | box | 0.050 | | garbage_bin | 0.621 | cabinet | 0.086 | drawer | 0.095 | | shelf | 0.214 | kitchen_counter | 0.268 | kitchen_cabinet | 0.332 | | cpu | 0.072 | bench | 0.295 | file_cabinet | 0.112 | | whiteboard | 0.229 | lamp | 0.380 | endtable | 0.258 | | bookshelf | 0.422 | coffee_table | 0.362 | dresser | 0.280 | | paper | 0.030 | printer | 0.360 | monitor | 0.526 | | back_pack | 0.155 | night_stand | 0.513 | door | 0.124 | | picture | 0.082 | ottoman | 0.279 | stool | 0.430 | | outlet | 0.000 | towel | 0.114 | tray | 0.037 | | bag | 0.024 | stove | 0.195 | bathtub | 0.671 | | scanner | 0.316 | cubby | 0.033 | mirror | 0.051 | | bottle | 0.007 | rack | 0.028 | cup | 0.181 | | thermos | 0.002 | island | 0.123 | counter | 0.039 | | bowl | 0.086 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.302 | | cart | 0.182 | tv_stand | 0.247 | poster | 0.002 | | soap_dispenser | 0.023 | toy | nan | chair | 0.685 | | sofa | 0.608 | plant | 0.085 | bed | 0.886 | | dining_table | 0.007 | toilet | 0.863 | tv | 0.445 | | laptop | 0.236 | mouse | 0.122 | basket | 0.000 | | keyboard | 0.237 | telephone | 0.079 | microwave | 0.487 | | oven | 0.048 | paper_towel_dispenser | 0.406 | sink | 0.453 | | fridge | 0.315 | book | 0.024 | clock | 0.117 | | vase | 0.093 | fire_extinguisher | 0.016 | blinds | 0.036 | | podium | 0.266 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:30,137 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.132 | table | 0.259 | desk | 0.081 | | sofa_chair | 0.560 | pillow | 0.034 | box | 0.018 | | garbage_bin | 0.387 | cabinet | 0.033 | drawer | 0.060 | | shelf | 0.093 | kitchen_counter | 0.150 | kitchen_cabinet | 0.240 | | cpu | 0.003 | bench | 0.130 | file_cabinet | 0.099 | | whiteboard | 0.160 | lamp | 0.145 | endtable | 0.138 | | bookshelf | 0.211 | coffee_table | 0.166 | dresser | 0.214 | | paper | 0.003 | printer | 0.205 | monitor | 0.150 | | back_pack | 0.061 | night_stand | 0.308 | door | 0.115 | | picture | 0.047 | ottoman | 0.221 | stool | 0.245 | | outlet | 0.000 | towel | 0.088 | tray | 0.014 | | bag | 0.021 | stove | 0.115 | bathtub | 0.457 | | scanner | 0.224 | cubby | 0.026 | mirror | 0.011 | | bottle | 0.006 | rack | 0.025 | cup | 0.037 | | thermos | 0.000 | island | 0.102 | counter | 0.034 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.114 | tv_stand | 0.077 | poster | 0.000 | | soap_dispenser | 0.023 | toy | nan | chair | 0.298 | | sofa | 0.469 | plant | 0.009 | bed | 0.686 | | dining_table | 0.001 | toilet | 0.590 | tv | 0.280 | | laptop | 0.095 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.032 | telephone | 0.009 | microwave | 0.172 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.072 | | fridge | 0.153 | book | 0.005 | clock | 0.117 | | vase | 0.046 | fire_extinguisher | 0.000 | blinds | 0.018 | | podium | 0.237 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:30,137 - mmdet - INFO - Evaluating segm... 2022-05-12 04:40:48,736 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 04:40:48,740 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:48,743 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:48,747 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 04:40:49,068 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 04:40:49,068 - mmdet - INFO - Epoch(val) [52][2619] bbox_mAP: 0.1270, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1620, bbox_mAP_copypaste: 0.127 0.223 0.125 0.005 0.046 0.162, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 04:41:16,960 - mmdet - INFO - Epoch [53][50/3992] lr: 1.000e-06, eta: 3 days, 9:17:07, time: 0.558, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0264, loss_cls: 0.1509, acc: 94.4609, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4552 2022-05-12 04:41:42,271 - mmdet - INFO - Epoch [53][100/3992] lr: 1.000e-06, eta: 3 days, 9:16:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0258, loss_cls: 0.1563, acc: 94.3613, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4438 2022-05-12 04:42:07,433 - mmdet - INFO - Epoch [53][150/3992] lr: 1.000e-06, eta: 3 days, 9:16:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0249, loss_cls: 0.1408, acc: 94.6680, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4184 2022-05-12 04:42:32,916 - mmdet - INFO - Epoch [53][200/3992] lr: 1.000e-06, eta: 3 days, 9:15:57, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0316, loss_cls: 0.1615, acc: 94.1191, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4583 2022-05-12 04:42:57,910 - mmdet - INFO - Epoch [53][250/3992] lr: 1.000e-06, eta: 3 days, 9:15:33, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0238, loss_cls: 0.1502, acc: 94.4414, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4394 2022-05-12 04:43:23,158 - mmdet - INFO - Epoch [53][300/3992] lr: 1.000e-06, eta: 3 days, 9:15:10, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0287, loss_cls: 0.1503, acc: 94.5117, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4348 2022-05-12 04:43:47,688 - mmdet - INFO - Epoch [53][350/3992] lr: 1.000e-06, eta: 3 days, 9:14:44, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0252, loss_cls: 0.1538, acc: 94.3164, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4434 2022-05-12 04:44:12,790 - mmdet - INFO - Epoch [53][400/3992] lr: 1.000e-06, eta: 3 days, 9:14:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0263, loss_cls: 0.1597, acc: 94.1172, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4669 2022-05-12 04:44:37,004 - mmdet - INFO - Epoch [53][450/3992] lr: 1.000e-06, eta: 3 days, 9:13:54, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0269, loss_cls: 0.1694, acc: 93.6973, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4753 2022-05-12 04:45:01,489 - mmdet - INFO - Epoch [53][500/3992] lr: 1.000e-06, eta: 3 days, 9:13:29, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0250, loss_cls: 0.1264, acc: 95.3262, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3867 2022-05-12 04:45:26,113 - mmdet - INFO - Epoch [53][550/3992] lr: 1.000e-06, eta: 3 days, 9:13:04, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1476, acc: 94.4453, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4481 2022-05-12 04:45:50,942 - mmdet - INFO - Epoch [53][600/3992] lr: 1.000e-06, eta: 3 days, 9:12:39, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0246, loss_cls: 0.1357, acc: 94.9336, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4038 2022-05-12 04:46:16,136 - mmdet - INFO - Epoch [53][650/3992] lr: 1.000e-06, eta: 3 days, 9:12:15, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0257, loss_cls: 0.1447, acc: 94.6914, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4234 2022-05-12 04:46:40,720 - mmdet - INFO - Epoch [53][700/3992] lr: 1.000e-06, eta: 3 days, 9:11:50, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0239, loss_cls: 0.1516, acc: 94.3320, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4339 2022-05-12 04:47:05,215 - mmdet - INFO - Epoch [53][750/3992] lr: 1.000e-06, eta: 3 days, 9:11:25, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0254, loss_cls: 0.1521, acc: 94.5488, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4321 2022-05-12 04:47:31,449 - mmdet - INFO - Epoch [53][800/3992] lr: 1.000e-06, eta: 3 days, 9:11:04, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0257, loss_cls: 0.1537, acc: 94.2266, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4410 2022-05-12 04:47:57,447 - mmdet - INFO - Epoch [53][850/3992] lr: 1.000e-06, eta: 3 days, 9:10:43, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0337, loss_cls: 0.1661, acc: 93.8809, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4886 2022-05-12 04:48:22,030 - mmdet - INFO - Epoch [53][900/3992] lr: 1.000e-06, eta: 3 days, 9:10:17, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0256, loss_cls: 0.1553, acc: 94.3066, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4392 2022-05-12 04:48:47,573 - mmdet - INFO - Epoch [53][950/3992] lr: 1.000e-06, eta: 3 days, 9:09:55, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0271, loss_cls: 0.1604, acc: 94.2871, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4547 2022-05-12 04:49:13,008 - mmdet - INFO - Epoch [53][1000/3992] lr: 1.000e-06, eta: 3 days, 9:09:32, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0269, loss_cls: 0.1492, acc: 94.3613, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4310 2022-05-12 04:49:38,093 - mmdet - INFO - Epoch [53][1050/3992] lr: 1.000e-06, eta: 3 days, 9:09:08, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0237, loss_cls: 0.1496, acc: 94.4102, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4477 2022-05-12 04:50:02,987 - mmdet - INFO - Epoch [53][1100/3992] lr: 1.000e-06, eta: 3 days, 9:08:44, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0286, loss_cls: 0.1668, acc: 93.8613, loss_bbox: 0.2715, loss_mask: 0.0000, loss: 0.4836 2022-05-12 04:50:28,013 - mmdet - INFO - Epoch [53][1150/3992] lr: 1.000e-06, eta: 3 days, 9:08:20, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0268, loss_cls: 0.1415, acc: 94.9297, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4200 2022-05-12 04:50:53,433 - mmdet - INFO - Epoch [53][1200/3992] lr: 1.000e-06, eta: 3 days, 9:07:57, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0293, loss_cls: 0.1555, acc: 94.2305, loss_bbox: 0.2709, loss_mask: 0.0000, loss: 0.4692 2022-05-12 04:51:17,937 - mmdet - INFO - Epoch [53][1250/3992] lr: 1.000e-06, eta: 3 days, 9:07:31, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0252, loss_cls: 0.1514, acc: 94.4922, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4383 2022-05-12 04:51:43,107 - mmdet - INFO - Epoch [53][1300/3992] lr: 1.000e-06, eta: 3 days, 9:07:08, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0323, loss_cls: 0.1719, acc: 93.7383, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4918 2022-05-12 04:52:07,918 - mmdet - INFO - Epoch [53][1350/3992] lr: 1.000e-06, eta: 3 days, 9:06:43, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0232, loss_cls: 0.1302, acc: 95.2168, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3874 2022-05-12 04:52:33,745 - mmdet - INFO - Epoch [53][1400/3992] lr: 1.000e-06, eta: 3 days, 9:06:21, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0245, loss_cls: 0.1607, acc: 94.1777, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4475 2022-05-12 04:52:58,079 - mmdet - INFO - Epoch [53][1450/3992] lr: 1.000e-06, eta: 3 days, 9:05:55, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0238, loss_cls: 0.1395, acc: 94.9375, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4050 2022-05-12 04:53:23,241 - mmdet - INFO - Epoch [53][1500/3992] lr: 1.000e-06, eta: 3 days, 9:05:31, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0304, loss_cls: 0.1652, acc: 93.9473, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4835 2022-05-12 04:53:47,788 - mmdet - INFO - Epoch [53][1550/3992] lr: 1.000e-06, eta: 3 days, 9:05:06, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0250, loss_cls: 0.1339, acc: 95.0117, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4070 2022-05-12 04:54:12,617 - mmdet - INFO - Epoch [53][1600/3992] lr: 1.000e-06, eta: 3 days, 9:04:41, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0270, loss_cls: 0.1656, acc: 93.6113, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4771 2022-05-12 04:54:38,765 - mmdet - INFO - Epoch [53][1650/3992] lr: 1.000e-06, eta: 3 days, 9:04:21, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0302, loss_cls: 0.1522, acc: 94.5469, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4579 2022-05-12 04:55:04,709 - mmdet - INFO - Epoch [53][1700/3992] lr: 1.000e-06, eta: 3 days, 9:03:59, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0237, loss_cls: 0.1342, acc: 94.9219, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4085 2022-05-12 04:55:29,854 - mmdet - INFO - Epoch [53][1750/3992] lr: 1.000e-06, eta: 3 days, 9:03:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0243, loss_cls: 0.1535, acc: 94.3359, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4563 2022-05-12 04:55:54,842 - mmdet - INFO - Epoch [53][1800/3992] lr: 1.000e-06, eta: 3 days, 9:03:11, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0240, loss_cls: 0.1380, acc: 94.8105, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4137 2022-05-12 04:56:19,322 - mmdet - INFO - Epoch [53][1850/3992] lr: 1.000e-06, eta: 3 days, 9:02:46, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0236, loss_cls: 0.1591, acc: 94.0527, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4542 2022-05-12 04:56:44,999 - mmdet - INFO - Epoch [53][1900/3992] lr: 1.000e-06, eta: 3 days, 9:02:23, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0250, loss_cls: 0.1507, acc: 94.1602, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4296 2022-05-12 04:57:09,778 - mmdet - INFO - Epoch [53][1950/3992] lr: 1.000e-06, eta: 3 days, 9:01:59, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0253, loss_cls: 0.1590, acc: 94.1680, loss_bbox: 0.2695, loss_mask: 0.0000, loss: 0.4702 2022-05-12 04:57:35,780 - mmdet - INFO - Epoch [53][2000/3992] lr: 1.000e-06, eta: 3 days, 9:01:37, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0268, loss_cls: 0.1393, acc: 94.6523, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4227 2022-05-12 04:57:59,548 - mmdet - INFO - Epoch [53][2050/3992] lr: 1.000e-06, eta: 3 days, 9:01:10, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0226, loss_cls: 0.1438, acc: 94.6113, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4296 2022-05-12 04:58:24,097 - mmdet - INFO - Epoch [53][2100/3992] lr: 1.000e-06, eta: 3 days, 9:00:44, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0249, loss_cls: 0.1521, acc: 94.3359, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4397 2022-05-12 04:58:48,571 - mmdet - INFO - Epoch [53][2150/3992] lr: 1.000e-06, eta: 3 days, 9:00:19, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0229, loss_cls: 0.1479, acc: 94.4727, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4338 2022-05-12 04:59:13,087 - mmdet - INFO - Epoch [53][2200/3992] lr: 1.000e-06, eta: 3 days, 8:59:53, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0270, loss_cls: 0.1587, acc: 94.1230, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4651 2022-05-12 04:59:37,162 - mmdet - INFO - Epoch [53][2250/3992] lr: 1.000e-06, eta: 3 days, 8:59:27, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0238, loss_cls: 0.1493, acc: 94.4941, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4317 2022-05-12 05:00:02,961 - mmdet - INFO - Epoch [53][2300/3992] lr: 1.000e-06, eta: 3 days, 8:59:05, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0305, loss_cls: 0.1599, acc: 94.0254, loss_bbox: 0.2696, loss_mask: 0.0000, loss: 0.4730 2022-05-12 05:00:28,155 - mmdet - INFO - Epoch [53][2350/3992] lr: 1.000e-06, eta: 3 days, 8:58:41, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0225, loss_cls: 0.1324, acc: 94.9805, loss_bbox: 0.2300, loss_mask: 0.0000, loss: 0.3957 2022-05-12 05:00:52,831 - mmdet - INFO - Epoch [53][2400/3992] lr: 1.000e-06, eta: 3 days, 8:58:16, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0244, loss_cls: 0.1283, acc: 95.2363, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.3959 2022-05-12 05:01:18,084 - mmdet - INFO - Epoch [53][2450/3992] lr: 1.000e-06, eta: 3 days, 8:57:53, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0291, loss_cls: 0.1555, acc: 94.0586, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4684 2022-05-12 05:01:42,799 - mmdet - INFO - Epoch [53][2500/3992] lr: 1.000e-06, eta: 3 days, 8:57:28, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0291, loss_cls: 0.1622, acc: 93.9043, loss_bbox: 0.2723, loss_mask: 0.0000, loss: 0.4795 2022-05-12 05:02:07,470 - mmdet - INFO - Epoch [53][2550/3992] lr: 1.000e-06, eta: 3 days, 8:57:03, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0321, loss_cls: 0.1554, acc: 94.0957, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4692 2022-05-12 05:02:33,086 - mmdet - INFO - Epoch [53][2600/3992] lr: 1.000e-06, eta: 3 days, 8:56:40, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0309, loss_cls: 0.1851, acc: 93.2520, loss_bbox: 0.2852, loss_mask: 0.0000, loss: 0.5155 2022-05-12 05:02:57,667 - mmdet - INFO - Epoch [53][2650/3992] lr: 1.000e-06, eta: 3 days, 8:56:15, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0220, loss_cls: 0.1438, acc: 94.5527, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4304 2022-05-12 05:03:23,156 - mmdet - INFO - Epoch [53][2700/3992] lr: 1.000e-06, eta: 3 days, 8:55:52, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0292, loss_cls: 0.1469, acc: 94.5488, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4420 2022-05-12 05:03:47,804 - mmdet - INFO - Epoch [53][2750/3992] lr: 1.000e-06, eta: 3 days, 8:55:27, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0237, loss_cls: 0.1311, acc: 95.0801, loss_bbox: 0.2225, loss_mask: 0.0000, loss: 0.3864 2022-05-12 05:04:12,984 - mmdet - INFO - Epoch [53][2800/3992] lr: 1.000e-06, eta: 3 days, 8:55:04, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0310, loss_cls: 0.1509, acc: 94.4414, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4499 2022-05-12 05:04:38,763 - mmdet - INFO - Epoch [53][2850/3992] lr: 1.000e-06, eta: 3 days, 8:54:42, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0234, loss_cls: 0.1432, acc: 94.8828, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.4040 2022-05-12 05:05:04,041 - mmdet - INFO - Epoch [53][2900/3992] lr: 1.000e-06, eta: 3 days, 8:54:18, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0284, loss_cls: 0.1662, acc: 94.0703, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4721 2022-05-12 05:05:28,642 - mmdet - INFO - Epoch [53][2950/3992] lr: 1.000e-06, eta: 3 days, 8:53:53, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0259, loss_cls: 0.1540, acc: 94.2578, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4418 2022-05-12 05:05:52,908 - mmdet - INFO - Epoch [53][3000/3992] lr: 1.000e-06, eta: 3 days, 8:53:27, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0313, loss_cls: 0.1716, acc: 93.6699, loss_bbox: 0.2762, loss_mask: 0.0000, loss: 0.4943 2022-05-12 05:06:18,538 - mmdet - INFO - Epoch [53][3050/3992] lr: 1.000e-06, eta: 3 days, 8:53:04, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0256, loss_cls: 0.1512, acc: 94.2207, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4437 2022-05-12 05:06:42,699 - mmdet - INFO - Epoch [53][3100/3992] lr: 1.000e-06, eta: 3 days, 8:52:38, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0246, loss_cls: 0.1433, acc: 94.7168, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4153 2022-05-12 05:07:08,242 - mmdet - INFO - Epoch [53][3150/3992] lr: 1.000e-06, eta: 3 days, 8:52:15, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0267, loss_cls: 0.1545, acc: 94.4199, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4468 2022-05-12 05:07:32,956 - mmdet - INFO - Epoch [53][3200/3992] lr: 1.000e-06, eta: 3 days, 8:51:50, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0212, loss_cls: 0.1389, acc: 94.9746, loss_bbox: 0.2149, loss_mask: 0.0000, loss: 0.3889 2022-05-12 05:07:58,423 - mmdet - INFO - Epoch [53][3250/3992] lr: 1.000e-06, eta: 3 days, 8:51:28, time: 0.509, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0300, loss_cls: 0.1720, acc: 93.8203, loss_bbox: 0.2770, loss_mask: 0.0000, loss: 0.5037 2022-05-12 05:08:23,659 - mmdet - INFO - Epoch [53][3300/3992] lr: 1.000e-06, eta: 3 days, 8:51:04, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0312, loss_cls: 0.1763, acc: 93.8438, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.5050 2022-05-12 05:08:49,002 - mmdet - INFO - Epoch [53][3350/3992] lr: 1.000e-06, eta: 3 days, 8:50:41, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1489, acc: 94.2852, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4365 2022-05-12 05:09:14,257 - mmdet - INFO - Epoch [53][3400/3992] lr: 1.000e-06, eta: 3 days, 8:50:17, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0267, loss_cls: 0.1526, acc: 94.4141, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4455 2022-05-12 05:09:40,550 - mmdet - INFO - Epoch [53][3450/3992] lr: 1.000e-06, eta: 3 days, 8:49:57, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0252, loss_cls: 0.1615, acc: 94.1797, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4632 2022-05-12 05:10:05,596 - mmdet - INFO - Epoch [53][3500/3992] lr: 1.000e-06, eta: 3 days, 8:49:33, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0244, loss_cls: 0.1493, acc: 94.5059, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4432 2022-05-12 05:10:30,648 - mmdet - INFO - Epoch [53][3550/3992] lr: 1.000e-06, eta: 3 days, 8:49:09, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0276, loss_cls: 0.1496, acc: 94.6270, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4304 2022-05-12 05:10:55,927 - mmdet - INFO - Epoch [53][3600/3992] lr: 1.000e-06, eta: 3 days, 8:48:46, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0306, loss_cls: 0.1729, acc: 93.4316, loss_bbox: 0.2843, loss_mask: 0.0000, loss: 0.5025 2022-05-12 05:11:20,844 - mmdet - INFO - Epoch [53][3650/3992] lr: 1.000e-06, eta: 3 days, 8:48:21, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0240, loss_cls: 0.1537, acc: 94.3223, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4500 2022-05-12 05:11:46,214 - mmdet - INFO - Epoch [53][3700/3992] lr: 1.000e-06, eta: 3 days, 8:47:58, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0267, loss_cls: 0.1491, acc: 94.5547, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4427 2022-05-12 05:12:11,878 - mmdet - INFO - Epoch [53][3750/3992] lr: 1.000e-06, eta: 3 days, 8:47:36, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0290, loss_cls: 0.1555, acc: 94.1836, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4417 2022-05-12 05:12:36,229 - mmdet - INFO - Epoch [53][3800/3992] lr: 1.000e-06, eta: 3 days, 8:47:10, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0219, loss_cls: 0.1364, acc: 95.2246, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3955 2022-05-12 05:13:00,169 - mmdet - INFO - Epoch [53][3850/3992] lr: 1.000e-06, eta: 3 days, 8:46:43, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0245, loss_cls: 0.1640, acc: 94.1484, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4597 2022-05-12 05:13:25,762 - mmdet - INFO - Epoch [53][3900/3992] lr: 1.000e-06, eta: 3 days, 8:46:20, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0248, loss_cls: 0.1401, acc: 94.7812, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4155 2022-05-12 05:13:50,571 - mmdet - INFO - Epoch [53][3950/3992] lr: 1.000e-06, eta: 3 days, 8:45:56, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0227, loss_cls: 0.1419, acc: 94.6602, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4147 2022-05-12 05:14:12,350 - mmdet - INFO - Saving checkpoint at 53 epochs 2022-05-12 05:19:55,179 - mmdet - INFO - Evaluating bbox... 2022-05-12 05:20:10,793 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 05:20:10,798 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.113 | table | 0.256 | desk | 0.095 | | sofa_chair | 0.483 | pillow | 0.056 | box | 0.022 | | garbage_bin | 0.355 | cabinet | 0.043 | drawer | 0.055 | | shelf | 0.108 | kitchen_counter | 0.162 | kitchen_cabinet | 0.208 | | cpu | 0.027 | bench | 0.154 | file_cabinet | 0.072 | | whiteboard | 0.144 | lamp | 0.175 | endtable | 0.136 | | bookshelf | 0.234 | coffee_table | 0.196 | dresser | 0.178 | | paper | 0.008 | printer | 0.214 | monitor | 0.224 | | back_pack | 0.071 | night_stand | 0.297 | door | 0.085 | | picture | 0.045 | ottoman | 0.193 | stool | 0.227 | | outlet | 0.000 | towel | 0.075 | tray | 0.018 | | bag | 0.017 | stove | 0.108 | bathtub | 0.427 | | scanner | 0.228 | cubby | 0.018 | mirror | 0.024 | | bottle | 0.004 | rack | 0.019 | cup | 0.072 | | thermos | 0.001 | island | 0.084 | counter | 0.028 | | bowl | 0.056 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.200 | | cart | 0.105 | tv_stand | 0.118 | poster | 0.001 | | soap_dispenser | 0.019 | toy | nan | chair | 0.342 | | sofa | 0.416 | plant | 0.034 | bed | 0.604 | | dining_table | 0.004 | toilet | 0.535 | tv | 0.254 | | laptop | 0.109 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.029 | microwave | 0.244 | | oven | 0.025 | paper_towel_dispenser | 0.264 | sink | 0.166 | | fridge | 0.162 | book | 0.009 | clock | 0.078 | | vase | 0.046 | fire_extinguisher | 0.005 | blinds | 0.013 | | podium | 0.195 | others | 0.043 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:10,801 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.217 | table | 0.459 | desk | 0.201 | | sofa_chair | 0.679 | pillow | 0.145 | box | 0.049 | | garbage_bin | 0.619 | cabinet | 0.087 | drawer | 0.088 | | shelf | 0.224 | kitchen_counter | 0.272 | kitchen_cabinet | 0.337 | | cpu | 0.070 | bench | 0.299 | file_cabinet | 0.112 | | whiteboard | 0.231 | lamp | 0.381 | endtable | 0.252 | | bookshelf | 0.421 | coffee_table | 0.370 | dresser | 0.276 | | paper | 0.024 | printer | 0.355 | monitor | 0.523 | | back_pack | 0.151 | night_stand | 0.511 | door | 0.120 | | picture | 0.081 | ottoman | 0.277 | stool | 0.433 | | outlet | 0.000 | towel | 0.112 | tray | 0.045 | | bag | 0.026 | stove | 0.197 | bathtub | 0.674 | | scanner | 0.315 | cubby | 0.032 | mirror | 0.055 | | bottle | 0.007 | rack | 0.028 | cup | 0.178 | | thermos | 0.003 | island | 0.121 | counter | 0.035 | | bowl | 0.090 | plate | 0.002 | organizer | 0.004 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.311 | | cart | 0.175 | tv_stand | 0.259 | poster | 0.002 | | soap_dispenser | 0.025 | toy | nan | chair | 0.688 | | sofa | 0.608 | plant | 0.090 | bed | 0.884 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.448 | | laptop | 0.233 | mouse | 0.108 | basket | 0.000 | | keyboard | 0.240 | telephone | 0.070 | microwave | 0.476 | | oven | 0.067 | paper_towel_dispenser | 0.446 | sink | 0.463 | | fridge | 0.307 | book | 0.021 | clock | 0.116 | | vase | 0.086 | fire_extinguisher | 0.016 | blinds | 0.031 | | podium | 0.268 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:10,805 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.127 | table | 0.256 | desk | 0.081 | | sofa_chair | 0.565 | pillow | 0.031 | box | 0.019 | | garbage_bin | 0.383 | cabinet | 0.037 | drawer | 0.055 | | shelf | 0.095 | kitchen_counter | 0.156 | kitchen_cabinet | 0.251 | | cpu | 0.003 | bench | 0.126 | file_cabinet | 0.101 | | whiteboard | 0.149 | lamp | 0.145 | endtable | 0.125 | | bookshelf | 0.243 | coffee_table | 0.149 | dresser | 0.197 | | paper | 0.003 | printer | 0.204 | monitor | 0.151 | | back_pack | 0.060 | night_stand | 0.310 | door | 0.110 | | picture | 0.044 | ottoman | 0.229 | stool | 0.225 | | outlet | 0.000 | towel | 0.086 | tray | 0.021 | | bag | 0.021 | stove | 0.116 | bathtub | 0.450 | | scanner | 0.223 | cubby | 0.013 | mirror | 0.011 | | bottle | 0.005 | rack | 0.025 | cup | 0.045 | | thermos | 0.000 | island | 0.092 | counter | 0.031 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.094 | tv_stand | 0.077 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.302 | | sofa | 0.470 | plant | 0.011 | bed | 0.691 | | dining_table | 0.001 | toilet | 0.591 | tv | 0.260 | | laptop | 0.094 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.018 | telephone | 0.009 | microwave | 0.167 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.083 | | fridge | 0.142 | book | 0.006 | clock | 0.116 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.239 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:10,805 - mmdet - INFO - Evaluating segm... 2022-05-12 05:20:29,529 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 05:20:29,534 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:29,537 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:29,541 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:20:29,862 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 05:20:29,862 - mmdet - INFO - Epoch(val) [53][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.223 0.124 0.004 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 05:20:56,704 - mmdet - INFO - Epoch [54][50/3992] lr: 1.000e-06, eta: 3 days, 8:44:18, time: 0.537, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0304, loss_cls: 0.1537, acc: 94.1934, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4649 2022-05-12 05:21:21,998 - mmdet - INFO - Epoch [54][100/3992] lr: 1.000e-06, eta: 3 days, 8:43:55, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0276, loss_cls: 0.1616, acc: 93.8633, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4694 2022-05-12 05:21:47,409 - mmdet - INFO - Epoch [54][150/3992] lr: 1.000e-06, eta: 3 days, 8:43:32, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0288, loss_cls: 0.1697, acc: 93.9102, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4710 2022-05-12 05:22:11,975 - mmdet - INFO - Epoch [54][200/3992] lr: 1.000e-06, eta: 3 days, 8:43:06, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0225, loss_cls: 0.1361, acc: 94.9277, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.3993 2022-05-12 05:22:37,896 - mmdet - INFO - Epoch [54][250/3992] lr: 1.000e-06, eta: 3 days, 8:42:45, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0284, loss_cls: 0.1671, acc: 93.8398, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4771 2022-05-12 05:23:02,594 - mmdet - INFO - Epoch [54][300/3992] lr: 1.000e-06, eta: 3 days, 8:42:20, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0247, loss_cls: 0.1429, acc: 94.8047, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.4080 2022-05-12 05:23:28,517 - mmdet - INFO - Epoch [54][350/3992] lr: 1.000e-06, eta: 3 days, 8:41:58, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0261, loss_cls: 0.1470, acc: 94.6895, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4241 2022-05-12 05:23:53,715 - mmdet - INFO - Epoch [54][400/3992] lr: 1.000e-06, eta: 3 days, 8:41:35, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0239, loss_cls: 0.1460, acc: 94.6348, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4202 2022-05-12 05:24:18,964 - mmdet - INFO - Epoch [54][450/3992] lr: 1.000e-06, eta: 3 days, 8:41:11, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0265, loss_cls: 0.1539, acc: 94.2227, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4396 2022-05-12 05:24:44,034 - mmdet - INFO - Epoch [54][500/3992] lr: 1.000e-06, eta: 3 days, 8:40:47, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0259, loss_cls: 0.1455, acc: 94.5605, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4292 2022-05-12 05:25:09,190 - mmdet - INFO - Epoch [54][550/3992] lr: 1.000e-06, eta: 3 days, 8:40:24, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0281, loss_cls: 0.1644, acc: 93.8828, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4683 2022-05-12 05:25:34,410 - mmdet - INFO - Epoch [54][600/3992] lr: 1.000e-06, eta: 3 days, 8:40:00, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0257, loss_cls: 0.1402, acc: 94.8047, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4114 2022-05-12 05:25:57,842 - mmdet - INFO - Epoch [54][650/3992] lr: 1.000e-06, eta: 3 days, 8:39:32, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0232, loss_cls: 0.1418, acc: 94.8262, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4192 2022-05-12 05:26:22,406 - mmdet - INFO - Epoch [54][700/3992] lr: 1.000e-06, eta: 3 days, 8:39:06, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0297, loss_cls: 0.1675, acc: 94.0156, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.4841 2022-05-12 05:26:47,409 - mmdet - INFO - Epoch [54][750/3992] lr: 1.000e-06, eta: 3 days, 8:38:42, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0278, loss_cls: 0.1536, acc: 94.5703, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4422 2022-05-12 05:27:12,704 - mmdet - INFO - Epoch [54][800/3992] lr: 1.000e-06, eta: 3 days, 8:38:19, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0264, loss_cls: 0.1579, acc: 94.4199, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4595 2022-05-12 05:27:37,530 - mmdet - INFO - Epoch [54][850/3992] lr: 1.000e-06, eta: 3 days, 8:37:54, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0263, loss_cls: 0.1443, acc: 94.5625, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4242 2022-05-12 05:28:02,562 - mmdet - INFO - Epoch [54][900/3992] lr: 1.000e-06, eta: 3 days, 8:37:30, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0252, loss_cls: 0.1432, acc: 94.6309, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4187 2022-05-12 05:28:28,389 - mmdet - INFO - Epoch [54][950/3992] lr: 1.000e-06, eta: 3 days, 8:37:08, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0271, loss_cls: 0.1497, acc: 94.4863, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4248 2022-05-12 05:28:52,237 - mmdet - INFO - Epoch [54][1000/3992] lr: 1.000e-06, eta: 3 days, 8:36:41, time: 0.477, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0252, loss_cls: 0.1554, acc: 94.1855, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4489 2022-05-12 05:29:17,879 - mmdet - INFO - Epoch [54][1050/3992] lr: 1.000e-06, eta: 3 days, 8:36:19, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0261, loss_cls: 0.1474, acc: 94.3906, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4380 2022-05-12 05:29:43,047 - mmdet - INFO - Epoch [54][1100/3992] lr: 1.000e-06, eta: 3 days, 8:35:55, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0252, loss_cls: 0.1619, acc: 94.3027, loss_bbox: 0.2689, loss_mask: 0.0000, loss: 0.4707 2022-05-12 05:30:09,332 - mmdet - INFO - Epoch [54][1150/3992] lr: 1.000e-06, eta: 3 days, 8:35:34, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0250, loss_cls: 0.1493, acc: 94.4590, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4427 2022-05-12 05:30:36,130 - mmdet - INFO - Epoch [54][1200/3992] lr: 1.000e-06, eta: 3 days, 8:35:15, time: 0.536, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0254, loss_cls: 0.1640, acc: 94.1914, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4561 2022-05-12 05:31:00,743 - mmdet - INFO - Epoch [54][1250/3992] lr: 1.000e-06, eta: 3 days, 8:34:50, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0262, loss_cls: 0.1439, acc: 94.6836, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4102 2022-05-12 05:31:26,209 - mmdet - INFO - Epoch [54][1300/3992] lr: 1.000e-06, eta: 3 days, 8:34:27, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0295, loss_cls: 0.1614, acc: 93.9492, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4663 2022-05-12 05:31:51,431 - mmdet - INFO - Epoch [54][1350/3992] lr: 1.000e-06, eta: 3 days, 8:34:04, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0261, loss_cls: 0.1549, acc: 94.1816, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4564 2022-05-12 05:32:17,155 - mmdet - INFO - Epoch [54][1400/3992] lr: 1.000e-06, eta: 3 days, 8:33:42, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0293, loss_cls: 0.1688, acc: 93.7676, loss_bbox: 0.2678, loss_mask: 0.0000, loss: 0.4802 2022-05-12 05:32:42,296 - mmdet - INFO - Epoch [54][1450/3992] lr: 1.000e-06, eta: 3 days, 8:33:18, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0262, loss_cls: 0.1558, acc: 94.1465, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4648 2022-05-12 05:33:08,580 - mmdet - INFO - Epoch [54][1500/3992] lr: 1.000e-06, eta: 3 days, 8:32:57, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0253, loss_cls: 0.1395, acc: 94.6289, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4185 2022-05-12 05:33:33,541 - mmdet - INFO - Epoch [54][1550/3992] lr: 1.000e-06, eta: 3 days, 8:32:33, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0251, loss_cls: 0.1502, acc: 94.5723, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4308 2022-05-12 05:33:58,407 - mmdet - INFO - Epoch [54][1600/3992] lr: 1.000e-06, eta: 3 days, 8:32:08, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0256, loss_cls: 0.1583, acc: 94.5195, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4466 2022-05-12 05:34:23,922 - mmdet - INFO - Epoch [54][1650/3992] lr: 1.000e-06, eta: 3 days, 8:31:46, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1618, acc: 94.2910, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4667 2022-05-12 05:34:49,181 - mmdet - INFO - Epoch [54][1700/3992] lr: 1.000e-06, eta: 3 days, 8:31:22, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0222, loss_cls: 0.1398, acc: 94.9531, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4059 2022-05-12 05:35:15,156 - mmdet - INFO - Epoch [54][1750/3992] lr: 1.000e-06, eta: 3 days, 8:31:01, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0271, loss_cls: 0.1616, acc: 93.9043, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4609 2022-05-12 05:35:39,674 - mmdet - INFO - Epoch [54][1800/3992] lr: 1.000e-06, eta: 3 days, 8:30:35, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0302, loss_cls: 0.1645, acc: 93.8965, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4856 2022-05-12 05:36:05,186 - mmdet - INFO - Epoch [54][1850/3992] lr: 1.000e-06, eta: 3 days, 8:30:13, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0280, loss_cls: 0.1595, acc: 94.1738, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4625 2022-05-12 05:36:31,045 - mmdet - INFO - Epoch [54][1900/3992] lr: 1.000e-06, eta: 3 days, 8:29:51, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1495, acc: 94.5098, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4342 2022-05-12 05:36:55,562 - mmdet - INFO - Epoch [54][1950/3992] lr: 1.000e-06, eta: 3 days, 8:29:25, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0240, loss_cls: 0.1503, acc: 94.3828, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4231 2022-05-12 05:37:20,612 - mmdet - INFO - Epoch [54][2000/3992] lr: 1.000e-06, eta: 3 days, 8:29:01, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0244, loss_cls: 0.1523, acc: 94.5781, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4245 2022-05-12 05:37:45,013 - mmdet - INFO - Epoch [54][2050/3992] lr: 1.000e-06, eta: 3 days, 8:28:36, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0237, loss_cls: 0.1393, acc: 94.9180, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.4011 2022-05-12 05:38:11,144 - mmdet - INFO - Epoch [54][2100/3992] lr: 1.000e-06, eta: 3 days, 8:28:14, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0282, loss_cls: 0.1709, acc: 93.9102, loss_bbox: 0.2769, loss_mask: 0.0000, loss: 0.4892 2022-05-12 05:38:36,466 - mmdet - INFO - Epoch [54][2150/3992] lr: 1.000e-06, eta: 3 days, 8:27:51, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0254, loss_cls: 0.1476, acc: 94.2930, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4410 2022-05-12 05:39:01,313 - mmdet - INFO - Epoch [54][2200/3992] lr: 1.000e-06, eta: 3 days, 8:27:27, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0295, loss_cls: 0.1688, acc: 93.6895, loss_bbox: 0.2829, loss_mask: 0.0000, loss: 0.4966 2022-05-12 05:39:26,782 - mmdet - INFO - Epoch [54][2250/3992] lr: 1.000e-06, eta: 3 days, 8:27:04, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0274, loss_cls: 0.1631, acc: 93.8691, loss_bbox: 0.2699, loss_mask: 0.0000, loss: 0.4766 2022-05-12 05:39:52,504 - mmdet - INFO - Epoch [54][2300/3992] lr: 1.000e-06, eta: 3 days, 8:26:42, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0282, loss_cls: 0.1695, acc: 93.7988, loss_bbox: 0.2737, loss_mask: 0.0000, loss: 0.4853 2022-05-12 05:40:17,319 - mmdet - INFO - Epoch [54][2350/3992] lr: 1.000e-06, eta: 3 days, 8:26:17, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0269, loss_cls: 0.1499, acc: 94.6035, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4375 2022-05-12 05:40:42,616 - mmdet - INFO - Epoch [54][2400/3992] lr: 1.000e-06, eta: 3 days, 8:25:54, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0273, loss_cls: 0.1663, acc: 93.9023, loss_bbox: 0.2753, loss_mask: 0.0000, loss: 0.4856 2022-05-12 05:41:06,794 - mmdet - INFO - Epoch [54][2450/3992] lr: 1.000e-06, eta: 3 days, 8:25:27, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0247, loss_cls: 0.1379, acc: 94.8594, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4079 2022-05-12 05:41:32,743 - mmdet - INFO - Epoch [54][2500/3992] lr: 1.000e-06, eta: 3 days, 8:25:06, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0251, loss_cls: 0.1380, acc: 94.8750, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4128 2022-05-12 05:41:57,825 - mmdet - INFO - Epoch [54][2550/3992] lr: 1.000e-06, eta: 3 days, 8:24:42, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0259, loss_cls: 0.1614, acc: 94.3125, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4441 2022-05-12 05:42:22,845 - mmdet - INFO - Epoch [54][2600/3992] lr: 1.000e-06, eta: 3 days, 8:24:18, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0305, loss_cls: 0.1605, acc: 94.1484, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4717 2022-05-12 05:42:48,052 - mmdet - INFO - Epoch [54][2650/3992] lr: 1.000e-06, eta: 3 days, 8:23:54, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0267, loss_cls: 0.1462, acc: 94.4316, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4296 2022-05-12 05:43:13,563 - mmdet - INFO - Epoch [54][2700/3992] lr: 1.000e-06, eta: 3 days, 8:23:31, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0264, loss_cls: 0.1534, acc: 94.4492, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4378 2022-05-12 05:43:39,458 - mmdet - INFO - Epoch [54][2750/3992] lr: 1.000e-06, eta: 3 days, 8:23:10, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0305, loss_cls: 0.1587, acc: 94.0586, loss_bbox: 0.2634, loss_mask: 0.0000, loss: 0.4644 2022-05-12 05:44:04,426 - mmdet - INFO - Epoch [54][2800/3992] lr: 1.000e-06, eta: 3 days, 8:22:45, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0269, loss_cls: 0.1659, acc: 93.8203, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4724 2022-05-12 05:44:29,977 - mmdet - INFO - Epoch [54][2850/3992] lr: 1.000e-06, eta: 3 days, 8:22:23, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0290, loss_cls: 0.1591, acc: 93.8262, loss_bbox: 0.2712, loss_mask: 0.0000, loss: 0.4740 2022-05-12 05:44:54,859 - mmdet - INFO - Epoch [54][2900/3992] lr: 1.000e-06, eta: 3 days, 8:21:58, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0264, loss_cls: 0.1461, acc: 94.7500, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4301 2022-05-12 05:45:18,376 - mmdet - INFO - Epoch [54][2950/3992] lr: 1.000e-06, eta: 3 days, 8:21:30, time: 0.470, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0230, loss_cls: 0.1512, acc: 94.6133, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4245 2022-05-12 05:45:43,905 - mmdet - INFO - Epoch [54][3000/3992] lr: 1.000e-06, eta: 3 days, 8:21:07, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0303, loss_cls: 0.1739, acc: 93.7910, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4802 2022-05-12 05:46:08,141 - mmdet - INFO - Epoch [54][3050/3992] lr: 1.000e-06, eta: 3 days, 8:20:41, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0221, loss_cls: 0.1325, acc: 95.0215, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3886 2022-05-12 05:46:33,335 - mmdet - INFO - Epoch [54][3100/3992] lr: 1.000e-06, eta: 3 days, 8:20:17, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0247, loss_cls: 0.1442, acc: 94.8359, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4130 2022-05-12 05:46:57,501 - mmdet - INFO - Epoch [54][3150/3992] lr: 1.000e-06, eta: 3 days, 8:19:51, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0229, loss_cls: 0.1402, acc: 94.9160, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4060 2022-05-12 05:47:22,802 - mmdet - INFO - Epoch [54][3200/3992] lr: 1.000e-06, eta: 3 days, 8:19:28, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0238, loss_cls: 0.1426, acc: 94.7090, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4184 2022-05-12 05:47:48,101 - mmdet - INFO - Epoch [54][3250/3992] lr: 1.000e-06, eta: 3 days, 8:19:04, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0318, loss_cls: 0.1722, acc: 93.9473, loss_bbox: 0.2805, loss_mask: 0.0000, loss: 0.5026 2022-05-12 05:48:14,029 - mmdet - INFO - Epoch [54][3300/3992] lr: 1.000e-06, eta: 3 days, 8:18:43, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0278, loss_cls: 0.1403, acc: 94.6406, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4227 2022-05-12 05:48:37,412 - mmdet - INFO - Epoch [54][3350/3992] lr: 1.000e-06, eta: 3 days, 8:18:14, time: 0.468, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0312, loss_cls: 0.1638, acc: 94.0312, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4733 2022-05-12 05:49:02,548 - mmdet - INFO - Epoch [54][3400/3992] lr: 1.000e-06, eta: 3 days, 8:17:50, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0235, loss_cls: 0.1396, acc: 94.7676, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4072 2022-05-12 05:49:28,003 - mmdet - INFO - Epoch [54][3450/3992] lr: 1.000e-06, eta: 3 days, 8:17:27, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0231, loss_cls: 0.1402, acc: 94.5488, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4113 2022-05-12 05:49:52,629 - mmdet - INFO - Epoch [54][3500/3992] lr: 1.000e-06, eta: 3 days, 8:17:02, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0298, loss_cls: 0.1495, acc: 94.5938, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4488 2022-05-12 05:50:18,903 - mmdet - INFO - Epoch [54][3550/3992] lr: 1.000e-06, eta: 3 days, 8:16:41, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0254, loss_cls: 0.1575, acc: 94.1289, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4545 2022-05-12 05:50:44,699 - mmdet - INFO - Epoch [54][3600/3992] lr: 1.000e-06, eta: 3 days, 8:16:19, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0276, loss_cls: 0.1721, acc: 93.9102, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4829 2022-05-12 05:51:10,137 - mmdet - INFO - Epoch [54][3650/3992] lr: 1.000e-06, eta: 3 days, 8:15:57, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0258, loss_cls: 0.1448, acc: 94.7734, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4291 2022-05-12 05:51:34,264 - mmdet - INFO - Epoch [54][3700/3992] lr: 1.000e-06, eta: 3 days, 8:15:30, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0254, loss_cls: 0.1406, acc: 94.5801, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4182 2022-05-12 05:52:00,030 - mmdet - INFO - Epoch [54][3750/3992] lr: 1.000e-06, eta: 3 days, 8:15:08, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0251, loss_cls: 0.1500, acc: 94.1641, loss_bbox: 0.2809, loss_mask: 0.0000, loss: 0.4696 2022-05-12 05:52:23,837 - mmdet - INFO - Epoch [54][3800/3992] lr: 1.000e-06, eta: 3 days, 8:14:41, time: 0.476, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0234, loss_cls: 0.1381, acc: 94.7559, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4090 2022-05-12 05:52:48,394 - mmdet - INFO - Epoch [54][3850/3992] lr: 1.000e-06, eta: 3 days, 8:14:15, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0256, loss_cls: 0.1488, acc: 94.4609, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4252 2022-05-12 05:53:13,007 - mmdet - INFO - Epoch [54][3900/3992] lr: 1.000e-06, eta: 3 days, 8:13:50, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0309, loss_cls: 0.1658, acc: 93.9531, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4718 2022-05-12 05:53:38,953 - mmdet - INFO - Epoch [54][3950/3992] lr: 1.000e-06, eta: 3 days, 8:13:28, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0278, loss_cls: 0.1606, acc: 94.1055, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4628 2022-05-12 05:54:00,879 - mmdet - INFO - Saving checkpoint at 54 epochs 2022-05-12 05:59:42,214 - mmdet - INFO - Evaluating bbox... 2022-05-12 05:59:59,193 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.299 2022-05-12 05:59:59,197 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.256 | desk | 0.094 | | sofa_chair | 0.482 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.351 | cabinet | 0.044 | drawer | 0.058 | | shelf | 0.107 | kitchen_counter | 0.159 | kitchen_cabinet | 0.198 | | cpu | 0.029 | bench | 0.160 | file_cabinet | 0.075 | | whiteboard | 0.142 | lamp | 0.175 | endtable | 0.137 | | bookshelf | 0.230 | coffee_table | 0.197 | dresser | 0.177 | | paper | 0.008 | printer | 0.216 | monitor | 0.223 | | back_pack | 0.066 | night_stand | 0.300 | door | 0.086 | | picture | 0.045 | ottoman | 0.193 | stool | 0.222 | | outlet | 0.000 | towel | 0.073 | tray | 0.017 | | bag | 0.014 | stove | 0.106 | bathtub | 0.433 | | scanner | 0.228 | cubby | 0.022 | mirror | 0.021 | | bottle | 0.006 | rack | 0.017 | cup | 0.068 | | thermos | 0.001 | island | 0.089 | counter | 0.029 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.199 | | cart | 0.091 | tv_stand | 0.106 | poster | 0.000 | | soap_dispenser | 0.014 | toy | nan | chair | 0.340 | | sofa | 0.421 | plant | 0.041 | bed | 0.605 | | dining_table | 0.004 | toilet | 0.529 | tv | 0.253 | | laptop | 0.112 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.074 | telephone | 0.030 | microwave | 0.238 | | oven | 0.018 | paper_towel_dispenser | 0.264 | sink | 0.164 | | fridge | 0.158 | book | 0.008 | clock | 0.079 | | vase | 0.042 | fire_extinguisher | 0.003 | blinds | 0.016 | | podium | 0.195 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:59:59,201 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.217 | table | 0.457 | desk | 0.203 | | sofa_chair | 0.676 | pillow | 0.142 | box | 0.048 | | garbage_bin | 0.621 | cabinet | 0.089 | drawer | 0.093 | | shelf | 0.222 | kitchen_counter | 0.270 | kitchen_cabinet | 0.314 | | cpu | 0.070 | bench | 0.299 | file_cabinet | 0.118 | | whiteboard | 0.235 | lamp | 0.378 | endtable | 0.256 | | bookshelf | 0.403 | coffee_table | 0.368 | dresser | 0.277 | | paper | 0.024 | printer | 0.358 | monitor | 0.528 | | back_pack | 0.146 | night_stand | 0.520 | door | 0.118 | | picture | 0.079 | ottoman | 0.272 | stool | 0.421 | | outlet | 0.000 | towel | 0.115 | tray | 0.043 | | bag | 0.022 | stove | 0.196 | bathtub | 0.683 | | scanner | 0.314 | cubby | 0.034 | mirror | 0.052 | | bottle | 0.010 | rack | 0.024 | cup | 0.158 | | thermos | 0.002 | island | 0.127 | counter | 0.037 | | bowl | 0.087 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.304 | | cart | 0.159 | tv_stand | 0.180 | poster | 0.001 | | soap_dispenser | 0.018 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.101 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.852 | tv | 0.451 | | laptop | 0.238 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.233 | telephone | 0.071 | microwave | 0.477 | | oven | 0.054 | paper_towel_dispenser | 0.446 | sink | 0.468 | | fridge | 0.306 | book | 0.021 | clock | 0.118 | | vase | 0.084 | fire_extinguisher | 0.014 | blinds | 0.041 | | podium | 0.265 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:59:59,204 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.134 | table | 0.260 | desk | 0.079 | | sofa_chair | 0.561 | pillow | 0.033 | box | 0.018 | | garbage_bin | 0.384 | cabinet | 0.038 | drawer | 0.061 | | shelf | 0.100 | kitchen_counter | 0.151 | kitchen_cabinet | 0.236 | | cpu | 0.004 | bench | 0.128 | file_cabinet | 0.103 | | whiteboard | 0.146 | lamp | 0.151 | endtable | 0.129 | | bookshelf | 0.231 | coffee_table | 0.144 | dresser | 0.198 | | paper | 0.003 | printer | 0.211 | monitor | 0.151 | | back_pack | 0.031 | night_stand | 0.307 | door | 0.108 | | picture | 0.044 | ottoman | 0.241 | stool | 0.230 | | outlet | 0.000 | towel | 0.088 | tray | 0.021 | | bag | 0.018 | stove | 0.109 | bathtub | 0.482 | | scanner | 0.222 | cubby | 0.028 | mirror | 0.008 | | bottle | 0.008 | rack | 0.022 | cup | 0.039 | | thermos | 0.000 | island | 0.100 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.075 | tv_stand | 0.078 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.301 | | sofa | 0.465 | plant | 0.013 | bed | 0.694 | | dining_table | 0.002 | toilet | 0.592 | tv | 0.256 | | laptop | 0.092 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.009 | microwave | 0.177 | | oven | 0.012 | paper_towel_dispenser | 0.287 | sink | 0.075 | | fridge | 0.140 | book | 0.005 | clock | 0.118 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.235 | others | 0.036 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 05:59:59,204 - mmdet - INFO - Evaluating segm... 2022-05-12 06:00:18,555 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 06:00:18,559 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:00:18,563 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:00:18,567 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:00:18,892 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 06:00:18,893 - mmdet - INFO - Epoch(val) [54][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.221 0.124 0.005 0.046 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 06:00:45,805 - mmdet - INFO - Epoch [55][50/3992] lr: 1.000e-06, eta: 3 days, 8:11:52, time: 0.538, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0261, loss_cls: 0.1419, acc: 94.7793, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4248 2022-05-12 06:01:10,151 - mmdet - INFO - Epoch [55][100/3992] lr: 1.000e-06, eta: 3 days, 8:11:26, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0249, loss_cls: 0.1574, acc: 94.2363, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4503 2022-05-12 06:01:35,765 - mmdet - INFO - Epoch [55][150/3992] lr: 1.000e-06, eta: 3 days, 8:11:04, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0250, loss_cls: 0.1630, acc: 94.1895, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4510 2022-05-12 06:02:01,858 - mmdet - INFO - Epoch [55][200/3992] lr: 1.000e-06, eta: 3 days, 8:10:43, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0292, loss_cls: 0.1625, acc: 93.7441, loss_bbox: 0.2791, loss_mask: 0.0000, loss: 0.4906 2022-05-12 06:02:26,893 - mmdet - INFO - Epoch [55][250/3992] lr: 1.000e-06, eta: 3 days, 8:10:19, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0259, loss_cls: 0.1519, acc: 94.6055, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4363 2022-05-12 06:02:51,961 - mmdet - INFO - Epoch [55][300/3992] lr: 1.000e-06, eta: 3 days, 8:09:55, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0293, loss_cls: 0.1681, acc: 93.6582, loss_bbox: 0.2771, loss_mask: 0.0000, loss: 0.4873 2022-05-12 06:03:16,827 - mmdet - INFO - Epoch [55][350/3992] lr: 1.000e-06, eta: 3 days, 8:09:30, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0229, loss_cls: 0.1294, acc: 95.0996, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3882 2022-05-12 06:03:41,401 - mmdet - INFO - Epoch [55][400/3992] lr: 1.000e-06, eta: 3 days, 8:09:05, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0258, loss_cls: 0.1436, acc: 94.7539, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4287 2022-05-12 06:04:06,036 - mmdet - INFO - Epoch [55][450/3992] lr: 1.000e-06, eta: 3 days, 8:08:40, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0215, loss_cls: 0.1287, acc: 95.2324, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3814 2022-05-12 06:04:29,790 - mmdet - INFO - Epoch [55][500/3992] lr: 1.000e-06, eta: 3 days, 8:08:12, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0291, loss_cls: 0.1599, acc: 94.2480, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4495 2022-05-12 06:04:54,898 - mmdet - INFO - Epoch [55][550/3992] lr: 1.000e-06, eta: 3 days, 8:07:48, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0263, loss_cls: 0.1394, acc: 94.7988, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4147 2022-05-12 06:05:19,123 - mmdet - INFO - Epoch [55][600/3992] lr: 1.000e-06, eta: 3 days, 8:07:22, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0302, loss_cls: 0.1516, acc: 94.3281, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4424 2022-05-12 06:05:44,346 - mmdet - INFO - Epoch [55][650/3992] lr: 1.000e-06, eta: 3 days, 8:06:58, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0276, loss_cls: 0.1557, acc: 94.2676, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4661 2022-05-12 06:06:09,168 - mmdet - INFO - Epoch [55][700/3992] lr: 1.000e-06, eta: 3 days, 8:06:34, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0245, loss_cls: 0.1497, acc: 94.4004, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4340 2022-05-12 06:06:35,321 - mmdet - INFO - Epoch [55][750/3992] lr: 1.000e-06, eta: 3 days, 8:06:13, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0236, loss_cls: 0.1375, acc: 94.8926, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4109 2022-05-12 06:07:00,634 - mmdet - INFO - Epoch [55][800/3992] lr: 1.000e-06, eta: 3 days, 8:05:49, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0248, loss_cls: 0.1613, acc: 94.3594, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4513 2022-05-12 06:07:24,747 - mmdet - INFO - Epoch [55][850/3992] lr: 1.000e-06, eta: 3 days, 8:05:23, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0251, loss_cls: 0.1468, acc: 94.7324, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4214 2022-05-12 06:07:49,376 - mmdet - INFO - Epoch [55][900/3992] lr: 1.000e-06, eta: 3 days, 8:04:58, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0270, loss_cls: 0.1573, acc: 94.0762, loss_bbox: 0.2639, loss_mask: 0.0000, loss: 0.4628 2022-05-12 06:08:13,961 - mmdet - INFO - Epoch [55][950/3992] lr: 1.000e-06, eta: 3 days, 8:04:33, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0256, loss_cls: 0.1544, acc: 94.3438, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4479 2022-05-12 06:08:38,530 - mmdet - INFO - Epoch [55][1000/3992] lr: 1.000e-06, eta: 3 days, 8:04:07, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0268, loss_cls: 0.1528, acc: 94.4160, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4519 2022-05-12 06:09:02,604 - mmdet - INFO - Epoch [55][1050/3992] lr: 1.000e-06, eta: 3 days, 8:03:41, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0242, loss_cls: 0.1466, acc: 94.7109, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4250 2022-05-12 06:09:27,804 - mmdet - INFO - Epoch [55][1100/3992] lr: 1.000e-06, eta: 3 days, 8:03:17, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1425, acc: 94.5801, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4211 2022-05-12 06:09:53,107 - mmdet - INFO - Epoch [55][1150/3992] lr: 1.000e-06, eta: 3 days, 8:02:54, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0263, loss_cls: 0.1662, acc: 93.6074, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4792 2022-05-12 06:10:17,516 - mmdet - INFO - Epoch [55][1200/3992] lr: 1.000e-06, eta: 3 days, 8:02:28, time: 0.488, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0307, loss_cls: 0.1654, acc: 94.0156, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4805 2022-05-12 06:10:42,564 - mmdet - INFO - Epoch [55][1250/3992] lr: 1.000e-06, eta: 3 days, 8:02:04, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0261, loss_cls: 0.1531, acc: 94.3418, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4451 2022-05-12 06:11:07,547 - mmdet - INFO - Epoch [55][1300/3992] lr: 1.000e-06, eta: 3 days, 8:01:40, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0228, loss_cls: 0.1397, acc: 94.8711, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4107 2022-05-12 06:11:32,245 - mmdet - INFO - Epoch [55][1350/3992] lr: 1.000e-06, eta: 3 days, 8:01:15, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0249, loss_cls: 0.1558, acc: 94.5137, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4521 2022-05-12 06:11:57,006 - mmdet - INFO - Epoch [55][1400/3992] lr: 1.000e-06, eta: 3 days, 8:00:50, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0282, loss_cls: 0.1655, acc: 93.9316, loss_bbox: 0.2768, loss_mask: 0.0000, loss: 0.4835 2022-05-12 06:12:21,870 - mmdet - INFO - Epoch [55][1450/3992] lr: 1.000e-06, eta: 3 days, 8:00:25, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0254, loss_cls: 0.1456, acc: 94.5176, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4324 2022-05-12 06:12:46,905 - mmdet - INFO - Epoch [55][1500/3992] lr: 1.000e-06, eta: 3 days, 8:00:01, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0224, loss_cls: 0.1444, acc: 94.7520, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4068 2022-05-12 06:13:12,248 - mmdet - INFO - Epoch [55][1550/3992] lr: 1.000e-06, eta: 3 days, 7:59:38, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0269, loss_cls: 0.1611, acc: 94.0215, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4514 2022-05-12 06:13:37,088 - mmdet - INFO - Epoch [55][1600/3992] lr: 1.000e-06, eta: 3 days, 7:59:13, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0253, loss_cls: 0.1460, acc: 94.7012, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4222 2022-05-12 06:14:01,704 - mmdet - INFO - Epoch [55][1650/3992] lr: 1.000e-06, eta: 3 days, 7:58:48, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0242, loss_cls: 0.1378, acc: 94.8730, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4191 2022-05-12 06:14:25,930 - mmdet - INFO - Epoch [55][1700/3992] lr: 1.000e-06, eta: 3 days, 7:58:22, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0234, loss_cls: 0.1351, acc: 95.1289, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4014 2022-05-12 06:14:50,163 - mmdet - INFO - Epoch [55][1750/3992] lr: 1.000e-06, eta: 3 days, 7:57:56, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0284, loss_cls: 0.1603, acc: 94.1992, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4765 2022-05-12 06:15:15,125 - mmdet - INFO - Epoch [55][1800/3992] lr: 1.000e-06, eta: 3 days, 7:57:32, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0262, loss_cls: 0.1470, acc: 94.4492, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4478 2022-05-12 06:15:39,946 - mmdet - INFO - Epoch [55][1850/3992] lr: 1.000e-06, eta: 3 days, 7:57:07, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0305, loss_cls: 0.1659, acc: 93.9355, loss_bbox: 0.2743, loss_mask: 0.0000, loss: 0.4843 2022-05-12 06:16:04,076 - mmdet - INFO - Epoch [55][1900/3992] lr: 1.000e-06, eta: 3 days, 7:56:40, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0251, loss_cls: 0.1495, acc: 94.7129, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.4167 2022-05-12 06:16:28,943 - mmdet - INFO - Epoch [55][1950/3992] lr: 1.000e-06, eta: 3 days, 7:56:16, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0251, loss_cls: 0.1416, acc: 94.7285, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4268 2022-05-12 06:16:53,913 - mmdet - INFO - Epoch [55][2000/3992] lr: 1.000e-06, eta: 3 days, 7:55:52, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0256, loss_cls: 0.1566, acc: 94.1992, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4518 2022-05-12 06:17:19,723 - mmdet - INFO - Epoch [55][2050/3992] lr: 1.000e-06, eta: 3 days, 7:55:30, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0240, loss_cls: 0.1340, acc: 94.9531, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4008 2022-05-12 06:17:44,117 - mmdet - INFO - Epoch [55][2100/3992] lr: 1.000e-06, eta: 3 days, 7:55:04, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0269, loss_cls: 0.1399, acc: 94.7559, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4167 2022-05-12 06:18:08,494 - mmdet - INFO - Epoch [55][2150/3992] lr: 1.000e-06, eta: 3 days, 7:54:38, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0245, loss_cls: 0.1469, acc: 94.4355, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4266 2022-05-12 06:18:33,573 - mmdet - INFO - Epoch [55][2200/3992] lr: 1.000e-06, eta: 3 days, 7:54:14, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0310, loss_cls: 0.1744, acc: 93.6875, loss_bbox: 0.2733, loss_mask: 0.0000, loss: 0.4953 2022-05-12 06:18:58,632 - mmdet - INFO - Epoch [55][2250/3992] lr: 1.000e-06, eta: 3 days, 7:53:50, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0292, loss_cls: 0.1634, acc: 93.8359, loss_bbox: 0.2712, loss_mask: 0.0000, loss: 0.4776 2022-05-12 06:19:24,363 - mmdet - INFO - Epoch [55][2300/3992] lr: 1.000e-06, eta: 3 days, 7:53:28, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0266, loss_cls: 0.1523, acc: 94.1973, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4509 2022-05-12 06:19:49,293 - mmdet - INFO - Epoch [55][2350/3992] lr: 1.000e-06, eta: 3 days, 7:53:04, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0280, loss_cls: 0.1597, acc: 94.1484, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4645 2022-05-12 06:20:13,802 - mmdet - INFO - Epoch [55][2400/3992] lr: 1.000e-06, eta: 3 days, 7:52:38, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0297, loss_cls: 0.1765, acc: 93.5039, loss_bbox: 0.2919, loss_mask: 0.0000, loss: 0.5146 2022-05-12 06:20:39,629 - mmdet - INFO - Epoch [55][2450/3992] lr: 1.000e-06, eta: 3 days, 7:52:16, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0245, loss_cls: 0.1428, acc: 94.5801, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4207 2022-05-12 06:21:03,908 - mmdet - INFO - Epoch [55][2500/3992] lr: 1.000e-06, eta: 3 days, 7:51:50, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0268, loss_cls: 0.1612, acc: 94.1465, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4679 2022-05-12 06:21:28,681 - mmdet - INFO - Epoch [55][2550/3992] lr: 1.000e-06, eta: 3 days, 7:51:25, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0318, loss_cls: 0.1683, acc: 93.5996, loss_bbox: 0.2818, loss_mask: 0.0000, loss: 0.4981 2022-05-12 06:21:54,882 - mmdet - INFO - Epoch [55][2600/3992] lr: 1.000e-06, eta: 3 days, 7:51:04, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0251, loss_cls: 0.1454, acc: 94.6562, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4206 2022-05-12 06:22:19,968 - mmdet - INFO - Epoch [55][2650/3992] lr: 1.000e-06, eta: 3 days, 7:50:40, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0242, loss_cls: 0.1490, acc: 94.6191, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4296 2022-05-12 06:22:44,832 - mmdet - INFO - Epoch [55][2700/3992] lr: 1.000e-06, eta: 3 days, 7:50:16, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0232, loss_cls: 0.1421, acc: 94.7617, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4162 2022-05-12 06:23:10,031 - mmdet - INFO - Epoch [55][2750/3992] lr: 1.000e-06, eta: 3 days, 7:49:52, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0211, loss_cls: 0.1464, acc: 95.0605, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4165 2022-05-12 06:23:34,793 - mmdet - INFO - Epoch [55][2800/3992] lr: 1.000e-06, eta: 3 days, 7:49:27, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0260, loss_cls: 0.1578, acc: 94.0664, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4660 2022-05-12 06:23:59,734 - mmdet - INFO - Epoch [55][2850/3992] lr: 1.000e-06, eta: 3 days, 7:49:03, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0293, loss_cls: 0.1767, acc: 93.7168, loss_bbox: 0.2735, loss_mask: 0.0000, loss: 0.4980 2022-05-12 06:24:24,204 - mmdet - INFO - Epoch [55][2900/3992] lr: 1.000e-06, eta: 3 days, 7:48:38, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0258, loss_cls: 0.1400, acc: 94.7188, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4185 2022-05-12 06:24:50,023 - mmdet - INFO - Epoch [55][2950/3992] lr: 1.000e-06, eta: 3 days, 7:48:16, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0281, loss_cls: 0.1577, acc: 94.4668, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4457 2022-05-12 06:25:15,650 - mmdet - INFO - Epoch [55][3000/3992] lr: 1.000e-06, eta: 3 days, 7:47:53, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0294, loss_cls: 0.1656, acc: 93.7188, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4782 2022-05-12 06:25:41,646 - mmdet - INFO - Epoch [55][3050/3992] lr: 1.000e-06, eta: 3 days, 7:47:32, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0274, loss_cls: 0.1545, acc: 94.3535, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4469 2022-05-12 06:26:07,125 - mmdet - INFO - Epoch [55][3100/3992] lr: 1.000e-06, eta: 3 days, 7:47:09, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0245, loss_cls: 0.1421, acc: 94.7441, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4143 2022-05-12 06:26:32,111 - mmdet - INFO - Epoch [55][3150/3992] lr: 1.000e-06, eta: 3 days, 7:46:44, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0239, loss_cls: 0.1369, acc: 94.7402, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4053 2022-05-12 06:26:57,504 - mmdet - INFO - Epoch [55][3200/3992] lr: 1.000e-06, eta: 3 days, 7:46:21, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0280, loss_cls: 0.1414, acc: 94.5508, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4226 2022-05-12 06:27:22,567 - mmdet - INFO - Epoch [55][3250/3992] lr: 1.000e-06, eta: 3 days, 7:45:57, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0241, loss_cls: 0.1437, acc: 94.7598, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4088 2022-05-12 06:27:47,470 - mmdet - INFO - Epoch [55][3300/3992] lr: 1.000e-06, eta: 3 days, 7:45:33, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0264, loss_cls: 0.1551, acc: 94.2832, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4479 2022-05-12 06:28:11,956 - mmdet - INFO - Epoch [55][3350/3992] lr: 1.000e-06, eta: 3 days, 7:45:07, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0251, loss_cls: 0.1514, acc: 94.3008, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4417 2022-05-12 06:28:38,355 - mmdet - INFO - Epoch [55][3400/3992] lr: 1.000e-06, eta: 3 days, 7:44:47, time: 0.528, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0307, loss_cls: 0.1687, acc: 93.7520, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.4940 2022-05-12 06:29:03,910 - mmdet - INFO - Epoch [55][3450/3992] lr: 1.000e-06, eta: 3 days, 7:44:24, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0238, loss_cls: 0.1394, acc: 94.8047, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4054 2022-05-12 06:29:29,275 - mmdet - INFO - Epoch [55][3500/3992] lr: 1.000e-06, eta: 3 days, 7:44:01, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0278, loss_cls: 0.1546, acc: 94.1992, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4565 2022-05-12 06:29:54,256 - mmdet - INFO - Epoch [55][3550/3992] lr: 1.000e-06, eta: 3 days, 7:43:37, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0239, loss_cls: 0.1412, acc: 94.7578, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4191 2022-05-12 06:30:19,093 - mmdet - INFO - Epoch [55][3600/3992] lr: 1.000e-06, eta: 3 days, 7:43:12, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0259, loss_cls: 0.1564, acc: 94.1602, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4498 2022-05-12 06:30:43,162 - mmdet - INFO - Epoch [55][3650/3992] lr: 1.000e-06, eta: 3 days, 7:42:45, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0304, loss_cls: 0.1720, acc: 93.8848, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4846 2022-05-12 06:31:08,467 - mmdet - INFO - Epoch [55][3700/3992] lr: 1.000e-06, eta: 3 days, 7:42:22, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0248, loss_cls: 0.1525, acc: 94.4941, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4249 2022-05-12 06:31:34,000 - mmdet - INFO - Epoch [55][3750/3992] lr: 1.000e-06, eta: 3 days, 7:41:59, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0280, loss_cls: 0.1447, acc: 94.4727, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4279 2022-05-12 06:31:59,434 - mmdet - INFO - Epoch [55][3800/3992] lr: 1.000e-06, eta: 3 days, 7:41:36, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0355, loss_cls: 0.1757, acc: 93.3887, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5163 2022-05-12 06:32:25,001 - mmdet - INFO - Epoch [55][3850/3992] lr: 1.000e-06, eta: 3 days, 7:41:14, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0263, loss_cls: 0.1426, acc: 94.7012, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4195 2022-05-12 06:32:49,640 - mmdet - INFO - Epoch [55][3900/3992] lr: 1.000e-06, eta: 3 days, 7:40:48, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0270, loss_cls: 0.1531, acc: 94.3828, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4445 2022-05-12 06:33:14,878 - mmdet - INFO - Epoch [55][3950/3992] lr: 1.000e-06, eta: 3 days, 7:40:25, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0254, loss_cls: 0.1452, acc: 94.5137, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4280 2022-05-12 06:33:35,654 - mmdet - INFO - Saving checkpoint at 55 epochs 2022-05-12 06:39:15,390 - mmdet - INFO - Evaluating bbox... 2022-05-12 06:39:30,788 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.301 2022-05-12 06:39:30,792 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.258 | desk | 0.093 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.356 | cabinet | 0.044 | drawer | 0.057 | | shelf | 0.107 | kitchen_counter | 0.160 | kitchen_cabinet | 0.204 | | cpu | 0.027 | bench | 0.157 | file_cabinet | 0.075 | | whiteboard | 0.145 | lamp | 0.178 | endtable | 0.139 | | bookshelf | 0.233 | coffee_table | 0.193 | dresser | 0.181 | | paper | 0.010 | printer | 0.209 | monitor | 0.223 | | back_pack | 0.065 | night_stand | 0.297 | door | 0.080 | | picture | 0.045 | ottoman | 0.197 | stool | 0.220 | | outlet | 0.000 | towel | 0.078 | tray | 0.013 | | bag | 0.016 | stove | 0.107 | bathtub | 0.438 | | scanner | 0.227 | cubby | 0.021 | mirror | 0.020 | | bottle | 0.004 | rack | 0.013 | cup | 0.067 | | thermos | 0.001 | island | 0.089 | counter | 0.030 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.203 | | cart | 0.099 | tv_stand | 0.115 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.341 | | sofa | 0.420 | plant | 0.035 | bed | 0.606 | | dining_table | 0.004 | toilet | 0.537 | tv | 0.256 | | laptop | 0.110 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.073 | telephone | 0.031 | microwave | 0.246 | | oven | 0.019 | paper_towel_dispenser | 0.264 | sink | 0.162 | | fridge | 0.174 | book | 0.008 | clock | 0.082 | | vase | 0.046 | fire_extinguisher | 0.003 | blinds | 0.018 | | podium | 0.198 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:30,795 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.212 | table | 0.458 | desk | 0.206 | | sofa_chair | 0.675 | pillow | 0.149 | box | 0.049 | | garbage_bin | 0.622 | cabinet | 0.086 | drawer | 0.093 | | shelf | 0.218 | kitchen_counter | 0.268 | kitchen_cabinet | 0.326 | | cpu | 0.069 | bench | 0.301 | file_cabinet | 0.110 | | whiteboard | 0.232 | lamp | 0.388 | endtable | 0.259 | | bookshelf | 0.407 | coffee_table | 0.369 | dresser | 0.279 | | paper | 0.030 | printer | 0.363 | monitor | 0.527 | | back_pack | 0.151 | night_stand | 0.521 | door | 0.115 | | picture | 0.080 | ottoman | 0.277 | stool | 0.425 | | outlet | 0.000 | towel | 0.120 | tray | 0.034 | | bag | 0.023 | stove | 0.197 | bathtub | 0.685 | | scanner | 0.312 | cubby | 0.032 | mirror | 0.049 | | bottle | 0.007 | rack | 0.020 | cup | 0.155 | | thermos | 0.002 | island | 0.134 | counter | 0.038 | | bowl | 0.088 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.338 | | cart | 0.170 | tv_stand | 0.253 | poster | 0.001 | | soap_dispenser | 0.022 | toy | nan | chair | 0.686 | | sofa | 0.618 | plant | 0.090 | bed | 0.879 | | dining_table | 0.008 | toilet | 0.859 | tv | 0.451 | | laptop | 0.235 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.233 | telephone | 0.074 | microwave | 0.473 | | oven | 0.049 | paper_towel_dispenser | 0.446 | sink | 0.462 | | fridge | 0.307 | book | 0.024 | clock | 0.118 | | vase | 0.086 | fire_extinguisher | 0.016 | blinds | 0.044 | | podium | 0.267 | others | 0.093 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:30,798 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.137 | table | 0.260 | desk | 0.075 | | sofa_chair | 0.562 | pillow | 0.032 | box | 0.018 | | garbage_bin | 0.398 | cabinet | 0.038 | drawer | 0.058 | | shelf | 0.098 | kitchen_counter | 0.153 | kitchen_cabinet | 0.236 | | cpu | 0.005 | bench | 0.136 | file_cabinet | 0.108 | | whiteboard | 0.150 | lamp | 0.147 | endtable | 0.136 | | bookshelf | 0.233 | coffee_table | 0.157 | dresser | 0.196 | | paper | 0.002 | printer | 0.175 | monitor | 0.149 | | back_pack | 0.034 | night_stand | 0.319 | door | 0.104 | | picture | 0.047 | ottoman | 0.252 | stool | 0.212 | | outlet | 0.000 | towel | 0.094 | tray | 0.014 | | bag | 0.020 | stove | 0.109 | bathtub | 0.461 | | scanner | 0.221 | cubby | 0.026 | mirror | 0.009 | | bottle | 0.005 | rack | 0.017 | cup | 0.046 | | thermos | 0.000 | island | 0.098 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.092 | tv_stand | 0.078 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.297 | | sofa | 0.469 | plant | 0.013 | bed | 0.700 | | dining_table | 0.002 | toilet | 0.598 | tv | 0.270 | | laptop | 0.094 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.009 | microwave | 0.174 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.084 | | fridge | 0.154 | book | 0.005 | clock | 0.118 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.020 | | podium | 0.238 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:30,798 - mmdet - INFO - Evaluating segm... 2022-05-12 06:39:48,325 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 06:39:48,330 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:48,334 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:48,337 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 06:39:48,672 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 06:39:48,672 - mmdet - INFO - Epoch(val) [55][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.223 0.125 0.004 0.046 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 06:40:14,966 - mmdet - INFO - Epoch [56][50/3992] lr: 1.000e-06, eta: 3 days, 7:38:48, time: 0.526, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0283, loss_cls: 0.1545, acc: 94.2832, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4468 2022-05-12 06:40:40,044 - mmdet - INFO - Epoch [56][100/3992] lr: 1.000e-06, eta: 3 days, 7:38:25, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0261, loss_cls: 0.1525, acc: 94.3477, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4393 2022-05-12 06:41:04,280 - mmdet - INFO - Epoch [56][150/3992] lr: 1.000e-06, eta: 3 days, 7:37:58, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0277, loss_cls: 0.1540, acc: 94.3457, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4410 2022-05-12 06:41:29,634 - mmdet - INFO - Epoch [56][200/3992] lr: 1.000e-06, eta: 3 days, 7:37:35, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0261, loss_cls: 0.1581, acc: 94.2539, loss_bbox: 0.2587, loss_mask: 0.0000, loss: 0.4580 2022-05-12 06:41:54,013 - mmdet - INFO - Epoch [56][250/3992] lr: 1.000e-06, eta: 3 days, 7:37:09, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0244, loss_cls: 0.1436, acc: 94.8984, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.4038 2022-05-12 06:42:18,574 - mmdet - INFO - Epoch [56][300/3992] lr: 1.000e-06, eta: 3 days, 7:36:44, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0248, loss_cls: 0.1583, acc: 94.2344, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4534 2022-05-12 06:42:43,369 - mmdet - INFO - Epoch [56][350/3992] lr: 1.000e-06, eta: 3 days, 7:36:19, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0252, loss_cls: 0.1515, acc: 94.5078, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4381 2022-05-12 06:43:09,089 - mmdet - INFO - Epoch [56][400/3992] lr: 1.000e-06, eta: 3 days, 7:35:57, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0278, loss_cls: 0.1691, acc: 93.9160, loss_bbox: 0.2735, loss_mask: 0.0000, loss: 0.4838 2022-05-12 06:43:34,573 - mmdet - INFO - Epoch [56][450/3992] lr: 1.000e-06, eta: 3 days, 7:35:34, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0276, loss_cls: 0.1603, acc: 94.0645, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4621 2022-05-12 06:44:00,062 - mmdet - INFO - Epoch [56][500/3992] lr: 1.000e-06, eta: 3 days, 7:35:11, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0240, loss_cls: 0.1425, acc: 94.4922, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4179 2022-05-12 06:44:25,156 - mmdet - INFO - Epoch [56][550/3992] lr: 1.000e-06, eta: 3 days, 7:34:47, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0261, loss_cls: 0.1526, acc: 94.2715, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4362 2022-05-12 06:44:50,337 - mmdet - INFO - Epoch [56][600/3992] lr: 1.000e-06, eta: 3 days, 7:34:24, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0266, loss_cls: 0.1665, acc: 93.7949, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4659 2022-05-12 06:45:15,287 - mmdet - INFO - Epoch [56][650/3992] lr: 1.000e-06, eta: 3 days, 7:33:59, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0241, loss_cls: 0.1472, acc: 94.7500, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4220 2022-05-12 06:45:40,610 - mmdet - INFO - Epoch [56][700/3992] lr: 1.000e-06, eta: 3 days, 7:33:36, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0269, loss_cls: 0.1500, acc: 94.5430, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4352 2022-05-12 06:46:05,528 - mmdet - INFO - Epoch [56][750/3992] lr: 1.000e-06, eta: 3 days, 7:33:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0235, loss_cls: 0.1488, acc: 94.5547, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4245 2022-05-12 06:46:30,859 - mmdet - INFO - Epoch [56][800/3992] lr: 1.000e-06, eta: 3 days, 7:32:48, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0225, loss_cls: 0.1537, acc: 94.7109, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4371 2022-05-12 06:46:55,297 - mmdet - INFO - Epoch [56][850/3992] lr: 1.000e-06, eta: 3 days, 7:32:23, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0240, loss_cls: 0.1485, acc: 94.3887, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4295 2022-05-12 06:47:19,792 - mmdet - INFO - Epoch [56][900/3992] lr: 1.000e-06, eta: 3 days, 7:31:57, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0240, loss_cls: 0.1416, acc: 94.7148, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4097 2022-05-12 06:47:45,231 - mmdet - INFO - Epoch [56][950/3992] lr: 1.000e-06, eta: 3 days, 7:31:34, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0313, loss_cls: 0.1489, acc: 94.4082, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4499 2022-05-12 06:48:10,332 - mmdet - INFO - Epoch [56][1000/3992] lr: 1.000e-06, eta: 3 days, 7:31:10, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0295, loss_cls: 0.1652, acc: 93.8125, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4798 2022-05-12 06:48:36,284 - mmdet - INFO - Epoch [56][1050/3992] lr: 1.000e-06, eta: 3 days, 7:30:49, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0272, loss_cls: 0.1391, acc: 94.7637, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4115 2022-05-12 06:49:01,080 - mmdet - INFO - Epoch [56][1100/3992] lr: 1.000e-06, eta: 3 days, 7:30:24, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0245, loss_cls: 0.1401, acc: 94.6328, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4214 2022-05-12 06:49:25,760 - mmdet - INFO - Epoch [56][1150/3992] lr: 1.000e-06, eta: 3 days, 7:29:59, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0254, loss_cls: 0.1385, acc: 94.7109, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4166 2022-05-12 06:49:51,102 - mmdet - INFO - Epoch [56][1200/3992] lr: 1.000e-06, eta: 3 days, 7:29:36, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0272, loss_cls: 0.1615, acc: 94.0859, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4531 2022-05-12 06:50:16,495 - mmdet - INFO - Epoch [56][1250/3992] lr: 1.000e-06, eta: 3 days, 7:29:12, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0250, loss_cls: 0.1544, acc: 94.2148, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4476 2022-05-12 06:50:41,649 - mmdet - INFO - Epoch [56][1300/3992] lr: 1.000e-06, eta: 3 days, 7:28:49, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0268, loss_cls: 0.1592, acc: 94.2188, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4521 2022-05-12 06:51:06,376 - mmdet - INFO - Epoch [56][1350/3992] lr: 1.000e-06, eta: 3 days, 7:28:24, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0286, loss_cls: 0.1674, acc: 93.8398, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4906 2022-05-12 06:51:30,981 - mmdet - INFO - Epoch [56][1400/3992] lr: 1.000e-06, eta: 3 days, 7:27:59, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0279, loss_cls: 0.1470, acc: 94.6680, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4389 2022-05-12 06:51:56,811 - mmdet - INFO - Epoch [56][1450/3992] lr: 1.000e-06, eta: 3 days, 7:27:37, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0231, loss_cls: 0.1415, acc: 94.7266, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4049 2022-05-12 06:52:22,413 - mmdet - INFO - Epoch [56][1500/3992] lr: 1.000e-06, eta: 3 days, 7:27:14, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0258, loss_cls: 0.1442, acc: 94.5801, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4274 2022-05-12 06:52:46,785 - mmdet - INFO - Epoch [56][1550/3992] lr: 1.000e-06, eta: 3 days, 7:26:48, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0213, loss_cls: 0.1346, acc: 95.1680, loss_bbox: 0.2108, loss_mask: 0.0000, loss: 0.3778 2022-05-12 06:53:12,176 - mmdet - INFO - Epoch [56][1600/3992] lr: 1.000e-06, eta: 3 days, 7:26:25, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0249, loss_cls: 0.1489, acc: 94.3145, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4513 2022-05-12 06:53:37,613 - mmdet - INFO - Epoch [56][1650/3992] lr: 1.000e-06, eta: 3 days, 7:26:02, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0268, loss_cls: 0.1518, acc: 94.4707, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4510 2022-05-12 06:54:02,622 - mmdet - INFO - Epoch [56][1700/3992] lr: 1.000e-06, eta: 3 days, 7:25:38, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0262, loss_cls: 0.1440, acc: 94.8359, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4242 2022-05-12 06:54:27,962 - mmdet - INFO - Epoch [56][1750/3992] lr: 1.000e-06, eta: 3 days, 7:25:14, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0256, loss_cls: 0.1513, acc: 94.4570, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4310 2022-05-12 06:54:52,465 - mmdet - INFO - Epoch [56][1800/3992] lr: 1.000e-06, eta: 3 days, 7:24:49, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0267, loss_cls: 0.1466, acc: 94.3750, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4271 2022-05-12 06:55:18,012 - mmdet - INFO - Epoch [56][1850/3992] lr: 1.000e-06, eta: 3 days, 7:24:26, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0240, loss_cls: 0.1495, acc: 94.4023, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4274 2022-05-12 06:55:43,234 - mmdet - INFO - Epoch [56][1900/3992] lr: 1.000e-06, eta: 3 days, 7:24:03, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0233, loss_cls: 0.1338, acc: 94.8516, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.3882 2022-05-12 06:56:07,805 - mmdet - INFO - Epoch [56][1950/3992] lr: 1.000e-06, eta: 3 days, 7:23:37, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0240, loss_cls: 0.1483, acc: 94.4570, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4257 2022-05-12 06:56:33,733 - mmdet - INFO - Epoch [56][2000/3992] lr: 1.000e-06, eta: 3 days, 7:23:16, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0251, loss_cls: 0.1358, acc: 94.9609, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4095 2022-05-12 06:56:58,698 - mmdet - INFO - Epoch [56][2050/3992] lr: 1.000e-06, eta: 3 days, 7:22:51, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0301, loss_cls: 0.1609, acc: 94.0762, loss_bbox: 0.2659, loss_mask: 0.0000, loss: 0.4730 2022-05-12 06:57:22,374 - mmdet - INFO - Epoch [56][2100/3992] lr: 1.000e-06, eta: 3 days, 7:22:24, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0273, loss_cls: 0.1558, acc: 94.3027, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4511 2022-05-12 06:57:49,185 - mmdet - INFO - Epoch [56][2150/3992] lr: 1.000e-06, eta: 3 days, 7:22:04, time: 0.536, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0283, loss_cls: 0.1617, acc: 93.9629, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4670 2022-05-12 06:58:13,386 - mmdet - INFO - Epoch [56][2200/3992] lr: 1.000e-06, eta: 3 days, 7:21:38, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0289, loss_cls: 0.1610, acc: 94.1328, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4626 2022-05-12 06:58:37,560 - mmdet - INFO - Epoch [56][2250/3992] lr: 1.000e-06, eta: 3 days, 7:21:12, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0262, loss_cls: 0.1543, acc: 94.1016, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4477 2022-05-12 06:59:02,597 - mmdet - INFO - Epoch [56][2300/3992] lr: 1.000e-06, eta: 3 days, 7:20:48, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0251, loss_cls: 0.1480, acc: 94.6465, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4382 2022-05-12 06:59:28,608 - mmdet - INFO - Epoch [56][2350/3992] lr: 1.000e-06, eta: 3 days, 7:20:26, time: 0.520, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0247, loss_cls: 0.1500, acc: 94.6465, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4319 2022-05-12 06:59:54,457 - mmdet - INFO - Epoch [56][2400/3992] lr: 1.000e-06, eta: 3 days, 7:20:04, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0288, loss_cls: 0.1606, acc: 93.9668, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4699 2022-05-12 07:00:18,429 - mmdet - INFO - Epoch [56][2450/3992] lr: 1.000e-06, eta: 3 days, 7:19:37, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0229, loss_cls: 0.1424, acc: 94.7695, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4124 2022-05-12 07:00:43,666 - mmdet - INFO - Epoch [56][2500/3992] lr: 1.000e-06, eta: 3 days, 7:19:14, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0311, loss_cls: 0.1739, acc: 93.4922, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4962 2022-05-12 07:01:09,308 - mmdet - INFO - Epoch [56][2550/3992] lr: 1.000e-06, eta: 3 days, 7:18:51, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0264, loss_cls: 0.1561, acc: 94.1367, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4687 2022-05-12 07:01:34,527 - mmdet - INFO - Epoch [56][2600/3992] lr: 1.000e-06, eta: 3 days, 7:18:27, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0257, loss_cls: 0.1421, acc: 94.7539, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4179 2022-05-12 07:01:59,759 - mmdet - INFO - Epoch [56][2650/3992] lr: 1.000e-06, eta: 3 days, 7:18:04, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0283, loss_cls: 0.1502, acc: 94.2188, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4523 2022-05-12 07:02:25,978 - mmdet - INFO - Epoch [56][2700/3992] lr: 1.000e-06, eta: 3 days, 7:17:43, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0264, loss_cls: 0.1476, acc: 94.4395, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4471 2022-05-12 07:02:50,471 - mmdet - INFO - Epoch [56][2750/3992] lr: 1.000e-06, eta: 3 days, 7:17:17, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0283, loss_cls: 0.1520, acc: 94.3770, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4427 2022-05-12 07:03:16,288 - mmdet - INFO - Epoch [56][2800/3992] lr: 1.000e-06, eta: 3 days, 7:16:55, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0293, loss_cls: 0.1730, acc: 93.8398, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.5035 2022-05-12 07:03:41,119 - mmdet - INFO - Epoch [56][2850/3992] lr: 1.000e-06, eta: 3 days, 7:16:31, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0263, loss_cls: 0.1541, acc: 94.4238, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4408 2022-05-12 07:04:05,253 - mmdet - INFO - Epoch [56][2900/3992] lr: 1.000e-06, eta: 3 days, 7:16:04, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0225, loss_cls: 0.1354, acc: 95.0254, loss_bbox: 0.2122, loss_mask: 0.0000, loss: 0.3821 2022-05-12 07:04:30,760 - mmdet - INFO - Epoch [56][2950/3992] lr: 1.000e-06, eta: 3 days, 7:15:41, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0234, loss_cls: 0.1529, acc: 94.4785, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4359 2022-05-12 07:04:55,741 - mmdet - INFO - Epoch [56][3000/3992] lr: 1.000e-06, eta: 3 days, 7:15:17, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0287, loss_cls: 0.1562, acc: 94.0234, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4576 2022-05-12 07:05:21,014 - mmdet - INFO - Epoch [56][3050/3992] lr: 1.000e-06, eta: 3 days, 7:14:54, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0270, loss_cls: 0.1580, acc: 94.1719, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4560 2022-05-12 07:05:46,326 - mmdet - INFO - Epoch [56][3100/3992] lr: 1.000e-06, eta: 3 days, 7:14:30, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0213, loss_cls: 0.1217, acc: 95.2402, loss_bbox: 0.2189, loss_mask: 0.0000, loss: 0.3707 2022-05-12 07:06:11,347 - mmdet - INFO - Epoch [56][3150/3992] lr: 1.000e-06, eta: 3 days, 7:14:06, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0276, loss_cls: 0.1645, acc: 93.9805, loss_bbox: 0.2737, loss_mask: 0.0000, loss: 0.4817 2022-05-12 07:06:36,261 - mmdet - INFO - Epoch [56][3200/3992] lr: 1.000e-06, eta: 3 days, 7:13:42, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0226, loss_cls: 0.1349, acc: 94.9941, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.3998 2022-05-12 07:07:01,190 - mmdet - INFO - Epoch [56][3250/3992] lr: 1.000e-06, eta: 3 days, 7:13:17, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0286, loss_cls: 0.1458, acc: 94.6250, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4458 2022-05-12 07:07:25,329 - mmdet - INFO - Epoch [56][3300/3992] lr: 1.000e-06, eta: 3 days, 7:12:51, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0242, loss_cls: 0.1329, acc: 94.9609, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3943 2022-05-12 07:07:50,027 - mmdet - INFO - Epoch [56][3350/3992] lr: 1.000e-06, eta: 3 days, 7:12:26, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0277, loss_cls: 0.1568, acc: 94.3105, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4588 2022-05-12 07:08:16,016 - mmdet - INFO - Epoch [56][3400/3992] lr: 1.000e-06, eta: 3 days, 7:12:04, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0240, loss_cls: 0.1428, acc: 94.7598, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4096 2022-05-12 07:08:40,952 - mmdet - INFO - Epoch [56][3450/3992] lr: 1.000e-06, eta: 3 days, 7:11:40, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0274, loss_cls: 0.1644, acc: 93.9355, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4675 2022-05-12 07:09:05,754 - mmdet - INFO - Epoch [56][3500/3992] lr: 1.000e-06, eta: 3 days, 7:11:15, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0273, loss_cls: 0.1490, acc: 94.3047, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4528 2022-05-12 07:09:31,364 - mmdet - INFO - Epoch [56][3550/3992] lr: 1.000e-06, eta: 3 days, 7:10:53, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0262, loss_cls: 0.1485, acc: 94.1836, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4485 2022-05-12 07:09:55,812 - mmdet - INFO - Epoch [56][3600/3992] lr: 1.000e-06, eta: 3 days, 7:10:27, time: 0.489, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0262, loss_cls: 0.1627, acc: 93.9238, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4650 2022-05-12 07:10:20,861 - mmdet - INFO - Epoch [56][3650/3992] lr: 1.000e-06, eta: 3 days, 7:10:03, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0304, loss_cls: 0.1819, acc: 93.5898, loss_bbox: 0.2765, loss_mask: 0.0000, loss: 0.5068 2022-05-12 07:10:46,671 - mmdet - INFO - Epoch [56][3700/3992] lr: 1.000e-06, eta: 3 days, 7:09:41, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0316, loss_cls: 0.1655, acc: 94.0410, loss_bbox: 0.2680, loss_mask: 0.0000, loss: 0.4852 2022-05-12 07:11:12,928 - mmdet - INFO - Epoch [56][3750/3992] lr: 1.000e-06, eta: 3 days, 7:09:20, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0312, loss_cls: 0.1749, acc: 93.6582, loss_bbox: 0.2787, loss_mask: 0.0000, loss: 0.4975 2022-05-12 07:11:38,360 - mmdet - INFO - Epoch [56][3800/3992] lr: 1.000e-06, eta: 3 days, 7:08:57, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0267, loss_cls: 0.1489, acc: 94.3301, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4381 2022-05-12 07:12:03,668 - mmdet - INFO - Epoch [56][3850/3992] lr: 1.000e-06, eta: 3 days, 7:08:33, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0247, loss_cls: 0.1541, acc: 94.3555, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4437 2022-05-12 07:12:28,989 - mmdet - INFO - Epoch [56][3900/3992] lr: 1.000e-06, eta: 3 days, 7:08:10, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0251, loss_cls: 0.1505, acc: 94.5352, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4290 2022-05-12 07:12:53,413 - mmdet - INFO - Epoch [56][3950/3992] lr: 1.000e-06, eta: 3 days, 7:07:44, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0318, loss_cls: 0.1451, acc: 94.7695, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4481 2022-05-12 07:13:14,737 - mmdet - INFO - Saving checkpoint at 56 epochs 2022-05-12 07:18:54,827 - mmdet - INFO - Evaluating bbox... 2022-05-12 07:19:09,941 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.105 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 07:19:09,944 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.119 | table | 0.255 | desk | 0.095 | | sofa_chair | 0.485 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.355 | cabinet | 0.045 | drawer | 0.056 | | shelf | 0.109 | kitchen_counter | 0.156 | kitchen_cabinet | 0.201 | | cpu | 0.027 | bench | 0.158 | file_cabinet | 0.075 | | whiteboard | 0.143 | lamp | 0.180 | endtable | 0.137 | | bookshelf | 0.228 | coffee_table | 0.195 | dresser | 0.178 | | paper | 0.010 | printer | 0.210 | monitor | 0.226 | | back_pack | 0.069 | night_stand | 0.296 | door | 0.088 | | picture | 0.045 | ottoman | 0.187 | stool | 0.222 | | outlet | 0.000 | towel | 0.076 | tray | 0.012 | | bag | 0.014 | stove | 0.106 | bathtub | 0.424 | | scanner | 0.230 | cubby | 0.019 | mirror | 0.021 | | bottle | 0.006 | rack | 0.017 | cup | 0.068 | | thermos | 0.001 | island | 0.085 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.197 | | cart | 0.086 | tv_stand | 0.114 | poster | 0.001 | | soap_dispenser | 0.017 | toy | nan | chair | 0.339 | | sofa | 0.420 | plant | 0.037 | bed | 0.606 | | dining_table | 0.004 | toilet | 0.530 | tv | 0.256 | | laptop | 0.108 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.027 | microwave | 0.241 | | oven | 0.016 | paper_towel_dispenser | 0.245 | sink | 0.170 | | fridge | 0.165 | book | 0.009 | clock | 0.078 | | vase | 0.039 | fire_extinguisher | 0.010 | blinds | 0.015 | | podium | 0.196 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:09,947 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.460 | desk | 0.205 | | sofa_chair | 0.676 | pillow | 0.146 | box | 0.050 | | garbage_bin | 0.621 | cabinet | 0.088 | drawer | 0.089 | | shelf | 0.220 | kitchen_counter | 0.265 | kitchen_cabinet | 0.329 | | cpu | 0.066 | bench | 0.295 | file_cabinet | 0.113 | | whiteboard | 0.222 | lamp | 0.388 | endtable | 0.259 | | bookshelf | 0.400 | coffee_table | 0.368 | dresser | 0.278 | | paper | 0.031 | printer | 0.361 | monitor | 0.528 | | back_pack | 0.159 | night_stand | 0.520 | door | 0.125 | | picture | 0.081 | ottoman | 0.267 | stool | 0.431 | | outlet | 0.000 | towel | 0.117 | tray | 0.035 | | bag | 0.021 | stove | 0.196 | bathtub | 0.675 | | scanner | 0.312 | cubby | 0.031 | mirror | 0.049 | | bottle | 0.010 | rack | 0.027 | cup | 0.172 | | thermos | 0.002 | island | 0.122 | counter | 0.039 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.336 | | cart | 0.153 | tv_stand | 0.243 | poster | 0.002 | | soap_dispenser | 0.023 | toy | nan | chair | 0.686 | | sofa | 0.617 | plant | 0.094 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.446 | | laptop | 0.237 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.234 | telephone | 0.067 | microwave | 0.477 | | oven | 0.051 | paper_towel_dispenser | 0.406 | sink | 0.465 | | fridge | 0.309 | book | 0.025 | clock | 0.118 | | vase | 0.086 | fire_extinguisher | 0.080 | blinds | 0.037 | | podium | 0.272 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:09,950 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.154 | table | 0.256 | desk | 0.080 | | sofa_chair | 0.569 | pillow | 0.033 | box | 0.019 | | garbage_bin | 0.391 | cabinet | 0.038 | drawer | 0.056 | | shelf | 0.098 | kitchen_counter | 0.147 | kitchen_cabinet | 0.243 | | cpu | 0.003 | bench | 0.132 | file_cabinet | 0.111 | | whiteboard | 0.148 | lamp | 0.146 | endtable | 0.125 | | bookshelf | 0.222 | coffee_table | 0.170 | dresser | 0.196 | | paper | 0.003 | printer | 0.207 | monitor | 0.150 | | back_pack | 0.036 | night_stand | 0.304 | door | 0.113 | | picture | 0.043 | ottoman | 0.231 | stool | 0.225 | | outlet | 0.000 | towel | 0.091 | tray | 0.011 | | bag | 0.018 | stove | 0.109 | bathtub | 0.407 | | scanner | 0.220 | cubby | 0.025 | mirror | 0.011 | | bottle | 0.008 | rack | 0.023 | cup | 0.033 | | thermos | 0.000 | island | 0.097 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.155 | | cart | 0.072 | tv_stand | 0.074 | poster | 0.000 | | soap_dispenser | 0.023 | toy | nan | chair | 0.300 | | sofa | 0.472 | plant | 0.013 | bed | 0.702 | | dining_table | 0.002 | toilet | 0.572 | tv | 0.268 | | laptop | 0.094 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.007 | microwave | 0.178 | | oven | 0.012 | paper_towel_dispenser | 0.274 | sink | 0.076 | | fridge | 0.150 | book | 0.005 | clock | 0.094 | | vase | 0.020 | fire_extinguisher | 0.000 | blinds | 0.013 | | podium | 0.240 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:09,950 - mmdet - INFO - Evaluating segm... 2022-05-12 07:19:26,743 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 07:19:26,747 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:26,750 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:26,753 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:19:27,065 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 07:19:27,065 - mmdet - INFO - Epoch(val) [56][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.223 0.123 0.006 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 07:19:53,720 - mmdet - INFO - Epoch [57][50/3992] lr: 1.000e-06, eta: 3 days, 7:06:10, time: 0.533, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0232, loss_cls: 0.1267, acc: 95.3613, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3807 2022-05-12 07:20:18,480 - mmdet - INFO - Epoch [57][100/3992] lr: 1.000e-06, eta: 3 days, 7:05:45, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0270, loss_cls: 0.1571, acc: 94.2539, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4351 2022-05-12 07:20:44,256 - mmdet - INFO - Epoch [57][150/3992] lr: 1.000e-06, eta: 3 days, 7:05:23, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0278, loss_cls: 0.1618, acc: 94.2480, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4616 2022-05-12 07:21:09,315 - mmdet - INFO - Epoch [57][200/3992] lr: 1.000e-06, eta: 3 days, 7:04:59, time: 0.501, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0231, loss_cls: 0.1282, acc: 95.2168, loss_bbox: 0.2211, loss_mask: 0.0000, loss: 0.3846 2022-05-12 07:21:35,069 - mmdet - INFO - Epoch [57][250/3992] lr: 1.000e-06, eta: 3 days, 7:04:37, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0270, loss_cls: 0.1543, acc: 94.2930, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4513 2022-05-12 07:21:59,626 - mmdet - INFO - Epoch [57][300/3992] lr: 1.000e-06, eta: 3 days, 7:04:11, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0294, loss_cls: 0.1669, acc: 93.8164, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.4874 2022-05-12 07:22:24,462 - mmdet - INFO - Epoch [57][350/3992] lr: 1.000e-06, eta: 3 days, 7:03:47, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0298, loss_cls: 0.1825, acc: 93.2852, loss_bbox: 0.2925, loss_mask: 0.0000, loss: 0.5244 2022-05-12 07:22:49,657 - mmdet - INFO - Epoch [57][400/3992] lr: 1.000e-06, eta: 3 days, 7:03:23, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0270, loss_cls: 0.1441, acc: 94.6367, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4245 2022-05-12 07:23:15,625 - mmdet - INFO - Epoch [57][450/3992] lr: 1.000e-06, eta: 3 days, 7:03:01, time: 0.519, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0327, loss_cls: 0.1784, acc: 93.5156, loss_bbox: 0.2956, loss_mask: 0.0000, loss: 0.5282 2022-05-12 07:23:40,256 - mmdet - INFO - Epoch [57][500/3992] lr: 1.000e-06, eta: 3 days, 7:02:36, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0272, loss_cls: 0.1643, acc: 94.1309, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4589 2022-05-12 07:24:04,271 - mmdet - INFO - Epoch [57][550/3992] lr: 1.000e-06, eta: 3 days, 7:02:10, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0250, loss_cls: 0.1423, acc: 94.7344, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4313 2022-05-12 07:24:30,334 - mmdet - INFO - Epoch [57][600/3992] lr: 1.000e-06, eta: 3 days, 7:01:48, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0202, loss_cls: 0.1160, acc: 95.7305, loss_bbox: 0.1999, loss_mask: 0.0000, loss: 0.3450 2022-05-12 07:24:54,270 - mmdet - INFO - Epoch [57][650/3992] lr: 1.000e-06, eta: 3 days, 7:01:21, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0252, loss_cls: 0.1422, acc: 94.8984, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4312 2022-05-12 07:25:18,647 - mmdet - INFO - Epoch [57][700/3992] lr: 1.000e-06, eta: 3 days, 7:00:55, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0253, loss_cls: 0.1497, acc: 94.4512, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4401 2022-05-12 07:25:44,151 - mmdet - INFO - Epoch [57][750/3992] lr: 1.000e-06, eta: 3 days, 7:00:32, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0282, loss_cls: 0.1514, acc: 94.4844, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4336 2022-05-12 07:26:09,319 - mmdet - INFO - Epoch [57][800/3992] lr: 1.000e-06, eta: 3 days, 7:00:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0240, loss_cls: 0.1519, acc: 94.3457, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4431 2022-05-12 07:26:34,858 - mmdet - INFO - Epoch [57][850/3992] lr: 1.000e-06, eta: 3 days, 6:59:46, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0286, loss_cls: 0.1687, acc: 93.8145, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4768 2022-05-12 07:26:59,316 - mmdet - INFO - Epoch [57][900/3992] lr: 1.000e-06, eta: 3 days, 6:59:20, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0266, loss_cls: 0.1595, acc: 94.2539, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4436 2022-05-12 07:27:23,747 - mmdet - INFO - Epoch [57][950/3992] lr: 1.000e-06, eta: 3 days, 6:58:55, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0243, loss_cls: 0.1572, acc: 94.1074, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4446 2022-05-12 07:27:48,605 - mmdet - INFO - Epoch [57][1000/3992] lr: 1.000e-06, eta: 3 days, 6:58:30, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0244, loss_cls: 0.1600, acc: 94.2480, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4456 2022-05-12 07:28:12,317 - mmdet - INFO - Epoch [57][1050/3992] lr: 1.000e-06, eta: 3 days, 6:58:03, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0257, loss_cls: 0.1517, acc: 94.3789, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4427 2022-05-12 07:28:38,145 - mmdet - INFO - Epoch [57][1100/3992] lr: 1.000e-06, eta: 3 days, 6:57:41, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0234, loss_cls: 0.1439, acc: 94.6973, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4258 2022-05-12 07:29:02,669 - mmdet - INFO - Epoch [57][1150/3992] lr: 1.000e-06, eta: 3 days, 6:57:15, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0261, loss_cls: 0.1610, acc: 94.0820, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4640 2022-05-12 07:29:27,940 - mmdet - INFO - Epoch [57][1200/3992] lr: 1.000e-06, eta: 3 days, 6:56:52, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0323, loss_cls: 0.1652, acc: 93.7305, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.4865 2022-05-12 07:29:52,413 - mmdet - INFO - Epoch [57][1250/3992] lr: 1.000e-06, eta: 3 days, 6:56:26, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0226, loss_rpn_bbox: 0.0294, loss_cls: 0.1709, acc: 93.9688, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4945 2022-05-12 07:30:17,605 - mmdet - INFO - Epoch [57][1300/3992] lr: 1.000e-06, eta: 3 days, 6:56:02, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0286, loss_cls: 0.1603, acc: 94.1230, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4583 2022-05-12 07:30:43,336 - mmdet - INFO - Epoch [57][1350/3992] lr: 1.000e-06, eta: 3 days, 6:55:40, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0294, loss_cls: 0.1591, acc: 94.2168, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4661 2022-05-12 07:31:09,354 - mmdet - INFO - Epoch [57][1400/3992] lr: 1.000e-06, eta: 3 days, 6:55:19, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0274, loss_cls: 0.1592, acc: 93.9160, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4736 2022-05-12 07:31:33,260 - mmdet - INFO - Epoch [57][1450/3992] lr: 1.000e-06, eta: 3 days, 6:54:52, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0286, loss_cls: 0.1502, acc: 94.2676, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4494 2022-05-12 07:31:58,533 - mmdet - INFO - Epoch [57][1500/3992] lr: 1.000e-06, eta: 3 days, 6:54:28, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0293, loss_cls: 0.1645, acc: 93.9121, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4821 2022-05-12 07:32:22,736 - mmdet - INFO - Epoch [57][1550/3992] lr: 1.000e-06, eta: 3 days, 6:54:02, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0260, loss_cls: 0.1376, acc: 94.9219, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.4025 2022-05-12 07:32:48,043 - mmdet - INFO - Epoch [57][1600/3992] lr: 1.000e-06, eta: 3 days, 6:53:38, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0327, loss_cls: 0.1744, acc: 93.4023, loss_bbox: 0.2864, loss_mask: 0.0000, loss: 0.5108 2022-05-12 07:33:13,240 - mmdet - INFO - Epoch [57][1650/3992] lr: 1.000e-06, eta: 3 days, 6:53:15, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0213, loss_cls: 0.1329, acc: 94.9883, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3873 2022-05-12 07:33:38,700 - mmdet - INFO - Epoch [57][1700/3992] lr: 1.000e-06, eta: 3 days, 6:52:52, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0255, loss_cls: 0.1359, acc: 94.9180, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4108 2022-05-12 07:34:04,959 - mmdet - INFO - Epoch [57][1750/3992] lr: 1.000e-06, eta: 3 days, 6:52:31, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0292, loss_cls: 0.1634, acc: 94.0352, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4698 2022-05-12 07:34:29,590 - mmdet - INFO - Epoch [57][1800/3992] lr: 1.000e-06, eta: 3 days, 6:52:06, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0265, loss_cls: 0.1533, acc: 94.2324, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4459 2022-05-12 07:34:54,741 - mmdet - INFO - Epoch [57][1850/3992] lr: 1.000e-06, eta: 3 days, 6:51:42, time: 0.503, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0218, loss_cls: 0.1271, acc: 95.2734, loss_bbox: 0.2101, loss_mask: 0.0000, loss: 0.3723 2022-05-12 07:35:19,259 - mmdet - INFO - Epoch [57][1900/3992] lr: 1.000e-06, eta: 3 days, 6:51:16, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0238, loss_cls: 0.1369, acc: 95.1094, loss_bbox: 0.2189, loss_mask: 0.0000, loss: 0.3946 2022-05-12 07:35:43,100 - mmdet - INFO - Epoch [57][1950/3992] lr: 1.000e-06, eta: 3 days, 6:50:49, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0241, loss_cls: 0.1435, acc: 94.8086, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4309 2022-05-12 07:36:07,286 - mmdet - INFO - Epoch [57][2000/3992] lr: 1.000e-06, eta: 3 days, 6:50:23, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0083, loss_rpn_bbox: 0.0216, loss_cls: 0.1249, acc: 95.2305, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3766 2022-05-12 07:36:32,269 - mmdet - INFO - Epoch [57][2050/3992] lr: 1.000e-06, eta: 3 days, 6:49:59, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0247, loss_cls: 0.1489, acc: 94.6680, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4286 2022-05-12 07:36:58,515 - mmdet - INFO - Epoch [57][2100/3992] lr: 1.000e-06, eta: 3 days, 6:49:38, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0247, loss_cls: 0.1418, acc: 94.7969, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4133 2022-05-12 07:37:23,209 - mmdet - INFO - Epoch [57][2150/3992] lr: 1.000e-06, eta: 3 days, 6:49:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0213, loss_cls: 0.1379, acc: 94.9160, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4081 2022-05-12 07:37:48,754 - mmdet - INFO - Epoch [57][2200/3992] lr: 1.000e-06, eta: 3 days, 6:48:50, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0237, loss_cls: 0.1457, acc: 94.5547, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4118 2022-05-12 07:38:13,399 - mmdet - INFO - Epoch [57][2250/3992] lr: 1.000e-06, eta: 3 days, 6:48:25, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0308, loss_cls: 0.1810, acc: 93.7031, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4956 2022-05-12 07:38:38,614 - mmdet - INFO - Epoch [57][2300/3992] lr: 1.000e-06, eta: 3 days, 6:48:01, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0250, loss_cls: 0.1665, acc: 93.9082, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4702 2022-05-12 07:39:03,551 - mmdet - INFO - Epoch [57][2350/3992] lr: 1.000e-06, eta: 3 days, 6:47:37, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0237, loss_cls: 0.1455, acc: 94.7773, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4178 2022-05-12 07:39:28,698 - mmdet - INFO - Epoch [57][2400/3992] lr: 1.000e-06, eta: 3 days, 6:47:13, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0267, loss_cls: 0.1561, acc: 94.3066, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4533 2022-05-12 07:39:54,842 - mmdet - INFO - Epoch [57][2450/3992] lr: 1.000e-06, eta: 3 days, 6:46:52, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0305, loss_cls: 0.1636, acc: 93.6465, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4719 2022-05-12 07:40:19,965 - mmdet - INFO - Epoch [57][2500/3992] lr: 1.000e-06, eta: 3 days, 6:46:28, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0269, loss_cls: 0.1505, acc: 94.2891, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4507 2022-05-12 07:40:45,538 - mmdet - INFO - Epoch [57][2550/3992] lr: 1.000e-06, eta: 3 days, 6:46:05, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0235, loss_cls: 0.1469, acc: 94.4883, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4276 2022-05-12 07:41:10,520 - mmdet - INFO - Epoch [57][2600/3992] lr: 1.000e-06, eta: 3 days, 6:45:41, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0276, loss_cls: 0.1584, acc: 94.0371, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4510 2022-05-12 07:41:36,283 - mmdet - INFO - Epoch [57][2650/3992] lr: 1.000e-06, eta: 3 days, 6:45:18, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0223, loss_cls: 0.1325, acc: 94.9512, loss_bbox: 0.2247, loss_mask: 0.0000, loss: 0.3893 2022-05-12 07:42:01,788 - mmdet - INFO - Epoch [57][2700/3992] lr: 1.000e-06, eta: 3 days, 6:44:55, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0242, loss_cls: 0.1395, acc: 94.9082, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4078 2022-05-12 07:42:26,705 - mmdet - INFO - Epoch [57][2750/3992] lr: 1.000e-06, eta: 3 days, 6:44:31, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0260, loss_cls: 0.1515, acc: 94.3379, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4464 2022-05-12 07:42:52,149 - mmdet - INFO - Epoch [57][2800/3992] lr: 1.000e-06, eta: 3 days, 6:44:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0242, loss_cls: 0.1397, acc: 94.6758, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4186 2022-05-12 07:43:16,574 - mmdet - INFO - Epoch [57][2850/3992] lr: 1.000e-06, eta: 3 days, 6:43:42, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0262, loss_cls: 0.1597, acc: 94.2227, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4522 2022-05-12 07:43:41,436 - mmdet - INFO - Epoch [57][2900/3992] lr: 1.000e-06, eta: 3 days, 6:43:18, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0267, loss_cls: 0.1667, acc: 93.8203, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4745 2022-05-12 07:44:06,627 - mmdet - INFO - Epoch [57][2950/3992] lr: 1.000e-06, eta: 3 days, 6:42:54, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0208, loss_cls: 0.1342, acc: 94.9082, loss_bbox: 0.2305, loss_mask: 0.0000, loss: 0.3974 2022-05-12 07:44:31,742 - mmdet - INFO - Epoch [57][3000/3992] lr: 1.000e-06, eta: 3 days, 6:42:30, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0238, loss_cls: 0.1579, acc: 94.2012, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4504 2022-05-12 07:44:56,492 - mmdet - INFO - Epoch [57][3050/3992] lr: 1.000e-06, eta: 3 days, 6:42:05, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0285, loss_cls: 0.1640, acc: 93.9453, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4811 2022-05-12 07:45:20,857 - mmdet - INFO - Epoch [57][3100/3992] lr: 1.000e-06, eta: 3 days, 6:41:39, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0245, loss_cls: 0.1465, acc: 94.5820, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4276 2022-05-12 07:45:45,987 - mmdet - INFO - Epoch [57][3150/3992] lr: 1.000e-06, eta: 3 days, 6:41:16, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0218, loss_cls: 0.1367, acc: 94.9375, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.3964 2022-05-12 07:46:11,081 - mmdet - INFO - Epoch [57][3200/3992] lr: 1.000e-06, eta: 3 days, 6:40:52, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0256, loss_cls: 0.1687, acc: 94.0156, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4679 2022-05-12 07:46:36,106 - mmdet - INFO - Epoch [57][3250/3992] lr: 1.000e-06, eta: 3 days, 6:40:27, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0264, loss_cls: 0.1443, acc: 94.4922, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4156 2022-05-12 07:47:00,571 - mmdet - INFO - Epoch [57][3300/3992] lr: 1.000e-06, eta: 3 days, 6:40:02, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0266, loss_cls: 0.1647, acc: 94.0957, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4487 2022-05-12 07:47:25,142 - mmdet - INFO - Epoch [57][3350/3992] lr: 1.000e-06, eta: 3 days, 6:39:37, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0251, loss_cls: 0.1481, acc: 94.3438, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4434 2022-05-12 07:47:50,488 - mmdet - INFO - Epoch [57][3400/3992] lr: 1.000e-06, eta: 3 days, 6:39:13, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0238, loss_cls: 0.1500, acc: 94.3809, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4199 2022-05-12 07:48:16,292 - mmdet - INFO - Epoch [57][3450/3992] lr: 1.000e-06, eta: 3 days, 6:38:51, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0246, loss_cls: 0.1487, acc: 94.3652, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4363 2022-05-12 07:48:41,308 - mmdet - INFO - Epoch [57][3500/3992] lr: 1.000e-06, eta: 3 days, 6:38:27, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0279, loss_cls: 0.1357, acc: 94.9863, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4118 2022-05-12 07:49:05,267 - mmdet - INFO - Epoch [57][3550/3992] lr: 1.000e-06, eta: 3 days, 6:38:00, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0311, loss_cls: 0.1533, acc: 94.3750, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4543 2022-05-12 07:49:30,399 - mmdet - INFO - Epoch [57][3600/3992] lr: 1.000e-06, eta: 3 days, 6:37:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0286, loss_cls: 0.1602, acc: 94.1602, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4602 2022-05-12 07:49:55,298 - mmdet - INFO - Epoch [57][3650/3992] lr: 1.000e-06, eta: 3 days, 6:37:12, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0235, loss_cls: 0.1358, acc: 94.9453, loss_bbox: 0.2268, loss_mask: 0.0000, loss: 0.3974 2022-05-12 07:50:20,715 - mmdet - INFO - Epoch [57][3700/3992] lr: 1.000e-06, eta: 3 days, 6:36:49, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0261, loss_cls: 0.1542, acc: 94.1992, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4431 2022-05-12 07:50:45,498 - mmdet - INFO - Epoch [57][3750/3992] lr: 1.000e-06, eta: 3 days, 6:36:24, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0282, loss_cls: 0.1581, acc: 94.1992, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4646 2022-05-12 07:51:09,835 - mmdet - INFO - Epoch [57][3800/3992] lr: 1.000e-06, eta: 3 days, 6:35:58, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0285, loss_cls: 0.1620, acc: 93.9766, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4619 2022-05-12 07:51:35,662 - mmdet - INFO - Epoch [57][3850/3992] lr: 1.000e-06, eta: 3 days, 6:35:36, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0259, loss_cls: 0.1552, acc: 94.2773, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4500 2022-05-12 07:52:00,071 - mmdet - INFO - Epoch [57][3900/3992] lr: 1.000e-06, eta: 3 days, 6:35:10, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0198, loss_cls: 0.1271, acc: 95.3457, loss_bbox: 0.2126, loss_mask: 0.0000, loss: 0.3754 2022-05-12 07:52:25,549 - mmdet - INFO - Epoch [57][3950/3992] lr: 1.000e-06, eta: 3 days, 6:34:47, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0241, loss_rpn_bbox: 0.0275, loss_cls: 0.1587, acc: 94.1895, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4637 2022-05-12 07:52:45,943 - mmdet - INFO - Saving checkpoint at 57 epochs 2022-05-12 07:58:25,872 - mmdet - INFO - Evaluating bbox... 2022-05-12 07:58:42,228 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.029 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 07:58:42,232 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.255 | desk | 0.095 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.023 | | garbage_bin | 0.358 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.105 | kitchen_counter | 0.151 | kitchen_cabinet | 0.204 | | cpu | 0.027 | bench | 0.161 | file_cabinet | 0.077 | | whiteboard | 0.142 | lamp | 0.179 | endtable | 0.137 | | bookshelf | 0.228 | coffee_table | 0.190 | dresser | 0.178 | | paper | 0.008 | printer | 0.202 | monitor | 0.225 | | back_pack | 0.066 | night_stand | 0.295 | door | 0.084 | | picture | 0.047 | ottoman | 0.194 | stool | 0.226 | | outlet | 0.000 | towel | 0.075 | tray | 0.012 | | bag | 0.016 | stove | 0.104 | bathtub | 0.430 | | scanner | 0.221 | cubby | 0.022 | mirror | 0.019 | | bottle | 0.006 | rack | 0.017 | cup | 0.071 | | thermos | 0.001 | island | 0.105 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.189 | | cart | 0.093 | tv_stand | 0.107 | poster | 0.001 | | soap_dispenser | 0.017 | toy | nan | chair | 0.341 | | sofa | 0.415 | plant | 0.039 | bed | 0.602 | | dining_table | 0.004 | toilet | 0.533 | tv | 0.259 | | laptop | 0.110 | mouse | 0.031 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.033 | microwave | 0.243 | | oven | 0.015 | paper_towel_dispenser | 0.265 | sink | 0.165 | | fridge | 0.172 | book | 0.009 | clock | 0.082 | | vase | 0.043 | fire_extinguisher | 0.004 | blinds | 0.016 | | podium | 0.196 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:58:42,236 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.210 | table | 0.461 | desk | 0.206 | | sofa_chair | 0.676 | pillow | 0.144 | box | 0.052 | | garbage_bin | 0.617 | cabinet | 0.086 | drawer | 0.089 | | shelf | 0.218 | kitchen_counter | 0.252 | kitchen_cabinet | 0.318 | | cpu | 0.074 | bench | 0.298 | file_cabinet | 0.116 | | whiteboard | 0.228 | lamp | 0.391 | endtable | 0.255 | | bookshelf | 0.402 | coffee_table | 0.366 | dresser | 0.277 | | paper | 0.022 | printer | 0.354 | monitor | 0.529 | | back_pack | 0.154 | night_stand | 0.518 | door | 0.124 | | picture | 0.083 | ottoman | 0.264 | stool | 0.437 | | outlet | 0.000 | towel | 0.114 | tray | 0.036 | | bag | 0.023 | stove | 0.195 | bathtub | 0.679 | | scanner | 0.313 | cubby | 0.036 | mirror | 0.048 | | bottle | 0.009 | rack | 0.026 | cup | 0.177 | | thermos | 0.002 | island | 0.152 | counter | 0.040 | | bowl | 0.087 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.320 | | cart | 0.165 | tv_stand | 0.184 | poster | 0.002 | | soap_dispenser | 0.022 | toy | nan | chair | 0.685 | | sofa | 0.615 | plant | 0.099 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.857 | tv | 0.448 | | laptop | 0.239 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.080 | microwave | 0.468 | | oven | 0.056 | paper_towel_dispenser | 0.406 | sink | 0.465 | | fridge | 0.320 | book | 0.024 | clock | 0.121 | | vase | 0.084 | fire_extinguisher | 0.018 | blinds | 0.041 | | podium | 0.273 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:58:42,239 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.136 | table | 0.255 | desk | 0.081 | | sofa_chair | 0.574 | pillow | 0.032 | box | 0.019 | | garbage_bin | 0.383 | cabinet | 0.036 | drawer | 0.065 | | shelf | 0.087 | kitchen_counter | 0.141 | kitchen_cabinet | 0.239 | | cpu | 0.005 | bench | 0.138 | file_cabinet | 0.114 | | whiteboard | 0.144 | lamp | 0.146 | endtable | 0.124 | | bookshelf | 0.221 | coffee_table | 0.139 | dresser | 0.197 | | paper | 0.002 | printer | 0.165 | monitor | 0.151 | | back_pack | 0.035 | night_stand | 0.308 | door | 0.112 | | picture | 0.047 | ottoman | 0.234 | stool | 0.237 | | outlet | 0.000 | towel | 0.091 | tray | 0.011 | | bag | 0.020 | stove | 0.109 | bathtub | 0.412 | | scanner | 0.204 | cubby | 0.028 | mirror | 0.011 | | bottle | 0.007 | rack | 0.022 | cup | 0.037 | | thermos | 0.000 | island | 0.119 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.149 | | cart | 0.074 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.300 | | sofa | 0.465 | plant | 0.014 | bed | 0.703 | | dining_table | 0.001 | toilet | 0.586 | tv | 0.281 | | laptop | 0.100 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.016 | microwave | 0.176 | | oven | 0.006 | paper_towel_dispenser | 0.274 | sink | 0.082 | | fridge | 0.139 | book | 0.005 | clock | 0.121 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.243 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:58:42,239 - mmdet - INFO - Evaluating segm... 2022-05-12 07:59:00,204 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 07:59:00,208 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:59:00,212 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:59:00,215 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 07:59:00,529 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 07:59:00,529 - mmdet - INFO - Epoch(val) [57][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.222 0.123 0.005 0.046 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 07:59:26,585 - mmdet - INFO - Epoch [58][50/3992] lr: 1.000e-06, eta: 3 days, 6:33:13, time: 0.521, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0274, loss_cls: 0.1527, acc: 94.1777, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4560 2022-05-12 07:59:50,376 - mmdet - INFO - Epoch [58][100/3992] lr: 1.000e-06, eta: 3 days, 6:32:45, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0250, loss_cls: 0.1514, acc: 94.2324, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4503 2022-05-12 08:00:15,749 - mmdet - INFO - Epoch [58][150/3992] lr: 1.000e-06, eta: 3 days, 6:32:22, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0261, loss_cls: 0.1560, acc: 94.3359, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4540 2022-05-12 08:00:41,163 - mmdet - INFO - Epoch [58][200/3992] lr: 1.000e-06, eta: 3 days, 6:31:59, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0263, loss_cls: 0.1491, acc: 94.3398, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4462 2022-05-12 08:01:06,896 - mmdet - INFO - Epoch [58][250/3992] lr: 1.000e-06, eta: 3 days, 6:31:37, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0262, loss_cls: 0.1539, acc: 94.1719, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4531 2022-05-12 08:01:32,302 - mmdet - INFO - Epoch [58][300/3992] lr: 1.000e-06, eta: 3 days, 6:31:13, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0258, loss_cls: 0.1467, acc: 94.6504, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4256 2022-05-12 08:01:56,687 - mmdet - INFO - Epoch [58][350/3992] lr: 1.000e-06, eta: 3 days, 6:30:48, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0267, loss_cls: 0.1441, acc: 94.6191, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4245 2022-05-12 08:02:21,768 - mmdet - INFO - Epoch [58][400/3992] lr: 1.000e-06, eta: 3 days, 6:30:24, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0272, loss_cls: 0.1514, acc: 94.6289, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4236 2022-05-12 08:02:46,863 - mmdet - INFO - Epoch [58][450/3992] lr: 1.000e-06, eta: 3 days, 6:30:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0296, loss_cls: 0.1622, acc: 94.2812, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4633 2022-05-12 08:03:11,585 - mmdet - INFO - Epoch [58][500/3992] lr: 1.000e-06, eta: 3 days, 6:29:35, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0273, loss_cls: 0.1539, acc: 94.2363, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4570 2022-05-12 08:03:37,563 - mmdet - INFO - Epoch [58][550/3992] lr: 1.000e-06, eta: 3 days, 6:29:13, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0254, loss_cls: 0.1538, acc: 94.3496, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4376 2022-05-12 08:04:02,148 - mmdet - INFO - Epoch [58][600/3992] lr: 1.000e-06, eta: 3 days, 6:28:48, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0313, loss_cls: 0.1519, acc: 94.3867, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4535 2022-05-12 08:04:27,806 - mmdet - INFO - Epoch [58][650/3992] lr: 1.000e-06, eta: 3 days, 6:28:25, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0288, loss_cls: 0.1444, acc: 94.4414, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4313 2022-05-12 08:04:51,901 - mmdet - INFO - Epoch [58][700/3992] lr: 1.000e-06, eta: 3 days, 6:27:59, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0220, loss_cls: 0.1374, acc: 95.0547, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4040 2022-05-12 08:05:17,686 - mmdet - INFO - Epoch [58][750/3992] lr: 1.000e-06, eta: 3 days, 6:27:36, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0232, loss_cls: 0.1422, acc: 94.8555, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4153 2022-05-12 08:05:43,083 - mmdet - INFO - Epoch [58][800/3992] lr: 1.000e-06, eta: 3 days, 6:27:13, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0246, loss_cls: 0.1389, acc: 94.5273, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4101 2022-05-12 08:06:08,008 - mmdet - INFO - Epoch [58][850/3992] lr: 1.000e-06, eta: 3 days, 6:26:49, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0282, loss_cls: 0.1583, acc: 94.0020, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4675 2022-05-12 08:06:33,348 - mmdet - INFO - Epoch [58][900/3992] lr: 1.000e-06, eta: 3 days, 6:26:25, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0249, loss_cls: 0.1419, acc: 94.6445, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4215 2022-05-12 08:06:58,321 - mmdet - INFO - Epoch [58][950/3992] lr: 1.000e-06, eta: 3 days, 6:26:01, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0274, loss_cls: 0.1629, acc: 93.9141, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4752 2022-05-12 08:07:24,008 - mmdet - INFO - Epoch [58][1000/3992] lr: 1.000e-06, eta: 3 days, 6:25:39, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0231, loss_cls: 0.1485, acc: 94.5000, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4300 2022-05-12 08:07:50,086 - mmdet - INFO - Epoch [58][1050/3992] lr: 1.000e-06, eta: 3 days, 6:25:17, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0272, loss_cls: 0.1527, acc: 94.2070, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4450 2022-05-12 08:08:15,851 - mmdet - INFO - Epoch [58][1100/3992] lr: 1.000e-06, eta: 3 days, 6:24:55, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0225, loss_cls: 0.1286, acc: 95.1699, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3839 2022-05-12 08:08:40,806 - mmdet - INFO - Epoch [58][1150/3992] lr: 1.000e-06, eta: 3 days, 6:24:31, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0222, loss_cls: 0.1454, acc: 94.6777, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.4033 2022-05-12 08:09:06,254 - mmdet - INFO - Epoch [58][1200/3992] lr: 1.000e-06, eta: 3 days, 6:24:07, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0255, loss_cls: 0.1479, acc: 94.4180, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4358 2022-05-12 08:09:30,917 - mmdet - INFO - Epoch [58][1250/3992] lr: 1.000e-06, eta: 3 days, 6:23:42, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0314, loss_cls: 0.1619, acc: 94.0254, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4806 2022-05-12 08:09:56,546 - mmdet - INFO - Epoch [58][1300/3992] lr: 1.000e-06, eta: 3 days, 6:23:20, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0286, loss_cls: 0.1550, acc: 94.1133, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4622 2022-05-12 08:10:20,819 - mmdet - INFO - Epoch [58][1350/3992] lr: 1.000e-06, eta: 3 days, 6:22:54, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0225, loss_cls: 0.1405, acc: 94.9961, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4035 2022-05-12 08:10:45,704 - mmdet - INFO - Epoch [58][1400/3992] lr: 1.000e-06, eta: 3 days, 6:22:29, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0238, loss_cls: 0.1332, acc: 95.0176, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3861 2022-05-12 08:11:10,276 - mmdet - INFO - Epoch [58][1450/3992] lr: 1.000e-06, eta: 3 days, 6:22:04, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0294, loss_cls: 0.1479, acc: 94.6406, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4308 2022-05-12 08:11:35,324 - mmdet - INFO - Epoch [58][1500/3992] lr: 1.000e-06, eta: 3 days, 6:21:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0222, loss_cls: 0.1349, acc: 95.1543, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4001 2022-05-12 08:12:00,565 - mmdet - INFO - Epoch [58][1550/3992] lr: 1.000e-06, eta: 3 days, 6:21:16, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0278, loss_cls: 0.1446, acc: 94.6309, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4355 2022-05-12 08:12:24,467 - mmdet - INFO - Epoch [58][1600/3992] lr: 1.000e-06, eta: 3 days, 6:20:49, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0245, loss_cls: 0.1497, acc: 94.4785, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4224 2022-05-12 08:12:49,848 - mmdet - INFO - Epoch [58][1650/3992] lr: 1.000e-06, eta: 3 days, 6:20:26, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0268, loss_cls: 0.1623, acc: 94.1543, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4686 2022-05-12 08:13:15,642 - mmdet - INFO - Epoch [58][1700/3992] lr: 1.000e-06, eta: 3 days, 6:20:04, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0274, loss_cls: 0.1512, acc: 94.4434, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4562 2022-05-12 08:13:39,952 - mmdet - INFO - Epoch [58][1750/3992] lr: 1.000e-06, eta: 3 days, 6:19:38, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0309, loss_cls: 0.1699, acc: 93.9121, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4889 2022-05-12 08:14:05,757 - mmdet - INFO - Epoch [58][1800/3992] lr: 1.000e-06, eta: 3 days, 6:19:16, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0285, loss_cls: 0.1498, acc: 94.2031, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4554 2022-05-12 08:14:30,771 - mmdet - INFO - Epoch [58][1850/3992] lr: 1.000e-06, eta: 3 days, 6:18:52, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0222, loss_cls: 0.1278, acc: 95.1562, loss_bbox: 0.2177, loss_mask: 0.0000, loss: 0.3802 2022-05-12 08:14:56,260 - mmdet - INFO - Epoch [58][1900/3992] lr: 1.000e-06, eta: 3 days, 6:18:29, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0325, loss_cls: 0.1718, acc: 93.7207, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4869 2022-05-12 08:15:20,517 - mmdet - INFO - Epoch [58][1950/3992] lr: 1.000e-06, eta: 3 days, 6:18:02, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0272, loss_cls: 0.1427, acc: 94.6992, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4214 2022-05-12 08:15:45,532 - mmdet - INFO - Epoch [58][2000/3992] lr: 1.000e-06, eta: 3 days, 6:17:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0250, loss_cls: 0.1412, acc: 94.5605, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4158 2022-05-12 08:16:10,928 - mmdet - INFO - Epoch [58][2050/3992] lr: 1.000e-06, eta: 3 days, 6:17:15, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0216, loss_cls: 0.1371, acc: 95.0254, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4041 2022-05-12 08:16:36,073 - mmdet - INFO - Epoch [58][2100/3992] lr: 1.000e-06, eta: 3 days, 6:16:51, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0244, loss_cls: 0.1483, acc: 94.4648, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4214 2022-05-12 08:17:01,678 - mmdet - INFO - Epoch [58][2150/3992] lr: 1.000e-06, eta: 3 days, 6:16:28, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0272, loss_cls: 0.1362, acc: 94.8965, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4061 2022-05-12 08:17:28,389 - mmdet - INFO - Epoch [58][2200/3992] lr: 1.000e-06, eta: 3 days, 6:16:08, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0281, loss_cls: 0.1684, acc: 93.8242, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4766 2022-05-12 08:17:53,948 - mmdet - INFO - Epoch [58][2250/3992] lr: 1.000e-06, eta: 3 days, 6:15:46, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0251, loss_cls: 0.1474, acc: 94.4766, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4281 2022-05-12 08:18:19,407 - mmdet - INFO - Epoch [58][2300/3992] lr: 1.000e-06, eta: 3 days, 6:15:23, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0326, loss_cls: 0.1753, acc: 93.3359, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5082 2022-05-12 08:18:44,605 - mmdet - INFO - Epoch [58][2350/3992] lr: 1.000e-06, eta: 3 days, 6:14:59, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0240, loss_cls: 0.1440, acc: 94.8008, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4083 2022-05-12 08:19:09,246 - mmdet - INFO - Epoch [58][2400/3992] lr: 1.000e-06, eta: 3 days, 6:14:34, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0223, loss_cls: 0.1372, acc: 94.7930, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4053 2022-05-12 08:19:35,428 - mmdet - INFO - Epoch [58][2450/3992] lr: 1.000e-06, eta: 3 days, 6:14:12, time: 0.524, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0268, loss_cls: 0.1602, acc: 93.9609, loss_bbox: 0.2660, loss_mask: 0.0000, loss: 0.4663 2022-05-12 08:20:00,871 - mmdet - INFO - Epoch [58][2500/3992] lr: 1.000e-06, eta: 3 days, 6:13:49, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0267, loss_cls: 0.1634, acc: 93.9512, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4637 2022-05-12 08:20:26,295 - mmdet - INFO - Epoch [58][2550/3992] lr: 1.000e-06, eta: 3 days, 6:13:26, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0273, loss_cls: 0.1544, acc: 94.1309, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4409 2022-05-12 08:20:50,609 - mmdet - INFO - Epoch [58][2600/3992] lr: 1.000e-06, eta: 3 days, 6:13:00, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0252, loss_cls: 0.1496, acc: 94.6641, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4416 2022-05-12 08:21:16,811 - mmdet - INFO - Epoch [58][2650/3992] lr: 1.000e-06, eta: 3 days, 6:12:39, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0290, loss_cls: 0.1481, acc: 94.4629, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4368 2022-05-12 08:21:41,874 - mmdet - INFO - Epoch [58][2700/3992] lr: 1.000e-06, eta: 3 days, 6:12:15, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0304, loss_cls: 0.1573, acc: 93.9043, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4618 2022-05-12 08:22:08,156 - mmdet - INFO - Epoch [58][2750/3992] lr: 1.000e-06, eta: 3 days, 6:11:54, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0258, loss_cls: 0.1486, acc: 94.3125, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4459 2022-05-12 08:22:33,274 - mmdet - INFO - Epoch [58][2800/3992] lr: 1.000e-06, eta: 3 days, 6:11:30, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0221, loss_cls: 0.1391, acc: 94.8320, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4025 2022-05-12 08:22:58,315 - mmdet - INFO - Epoch [58][2850/3992] lr: 1.000e-06, eta: 3 days, 6:11:06, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0306, loss_cls: 0.1679, acc: 93.8223, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.4864 2022-05-12 08:23:23,954 - mmdet - INFO - Epoch [58][2900/3992] lr: 1.000e-06, eta: 3 days, 6:10:43, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0256, loss_cls: 0.1591, acc: 94.2949, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4579 2022-05-12 08:23:48,614 - mmdet - INFO - Epoch [58][2950/3992] lr: 1.000e-06, eta: 3 days, 6:10:18, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0271, loss_cls: 0.1561, acc: 94.3828, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4495 2022-05-12 08:24:13,534 - mmdet - INFO - Epoch [58][3000/3992] lr: 1.000e-06, eta: 3 days, 6:09:54, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0250, loss_cls: 0.1612, acc: 94.0352, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4673 2022-05-12 08:24:38,377 - mmdet - INFO - Epoch [58][3050/3992] lr: 1.000e-06, eta: 3 days, 6:09:29, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0228, loss_cls: 0.1390, acc: 94.7051, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4130 2022-05-12 08:25:04,048 - mmdet - INFO - Epoch [58][3100/3992] lr: 1.000e-06, eta: 3 days, 6:09:06, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0230, loss_cls: 0.1529, acc: 94.4336, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4272 2022-05-12 08:25:29,545 - mmdet - INFO - Epoch [58][3150/3992] lr: 1.000e-06, eta: 3 days, 6:08:43, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0277, loss_cls: 0.1587, acc: 94.1445, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4657 2022-05-12 08:25:53,889 - mmdet - INFO - Epoch [58][3200/3992] lr: 1.000e-06, eta: 3 days, 6:08:18, time: 0.487, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0291, loss_cls: 0.1591, acc: 93.9688, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4633 2022-05-12 08:26:18,662 - mmdet - INFO - Epoch [58][3250/3992] lr: 1.000e-06, eta: 3 days, 6:07:53, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0245, loss_cls: 0.1602, acc: 94.0977, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4454 2022-05-12 08:26:43,032 - mmdet - INFO - Epoch [58][3300/3992] lr: 1.000e-06, eta: 3 days, 6:07:27, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0273, loss_cls: 0.1535, acc: 94.2793, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4473 2022-05-12 08:27:07,943 - mmdet - INFO - Epoch [58][3350/3992] lr: 1.000e-06, eta: 3 days, 6:07:03, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0288, loss_cls: 0.1560, acc: 94.4121, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4512 2022-05-12 08:27:33,609 - mmdet - INFO - Epoch [58][3400/3992] lr: 1.000e-06, eta: 3 days, 6:06:40, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0258, loss_cls: 0.1465, acc: 94.8164, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4289 2022-05-12 08:27:59,056 - mmdet - INFO - Epoch [58][3450/3992] lr: 1.000e-06, eta: 3 days, 6:06:17, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0240, loss_cls: 0.1370, acc: 94.8145, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4060 2022-05-12 08:28:25,123 - mmdet - INFO - Epoch [58][3500/3992] lr: 1.000e-06, eta: 3 days, 6:05:55, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0307, loss_cls: 0.1737, acc: 93.7559, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4912 2022-05-12 08:28:49,835 - mmdet - INFO - Epoch [58][3550/3992] lr: 1.000e-06, eta: 3 days, 6:05:30, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0251, loss_cls: 0.1587, acc: 93.8379, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.4709 2022-05-12 08:29:15,013 - mmdet - INFO - Epoch [58][3600/3992] lr: 1.000e-06, eta: 3 days, 6:05:06, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0231, loss_cls: 0.1506, acc: 94.4707, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4350 2022-05-12 08:29:39,188 - mmdet - INFO - Epoch [58][3650/3992] lr: 1.000e-06, eta: 3 days, 6:04:40, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0243, loss_cls: 0.1529, acc: 94.3086, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4320 2022-05-12 08:30:03,403 - mmdet - INFO - Epoch [58][3700/3992] lr: 1.000e-06, eta: 3 days, 6:04:14, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0281, loss_cls: 0.1606, acc: 94.3242, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4484 2022-05-12 08:30:27,863 - mmdet - INFO - Epoch [58][3750/3992] lr: 1.000e-06, eta: 3 days, 6:03:49, time: 0.489, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0214, loss_cls: 0.1356, acc: 95.1348, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4027 2022-05-12 08:30:53,492 - mmdet - INFO - Epoch [58][3800/3992] lr: 1.000e-06, eta: 3 days, 6:03:26, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0282, loss_cls: 0.1473, acc: 94.3379, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4509 2022-05-12 08:31:19,027 - mmdet - INFO - Epoch [58][3850/3992] lr: 1.000e-06, eta: 3 days, 6:03:03, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0280, loss_cls: 0.1539, acc: 94.3496, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4462 2022-05-12 08:31:43,710 - mmdet - INFO - Epoch [58][3900/3992] lr: 1.000e-06, eta: 3 days, 6:02:38, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0284, loss_cls: 0.1628, acc: 94.1016, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4742 2022-05-12 08:32:08,560 - mmdet - INFO - Epoch [58][3950/3992] lr: 1.000e-06, eta: 3 days, 6:02:13, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0280, loss_cls: 0.1669, acc: 93.8496, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4783 2022-05-12 08:32:30,448 - mmdet - INFO - Saving checkpoint at 58 epochs 2022-05-12 08:38:13,195 - mmdet - INFO - Evaluating bbox... 2022-05-12 08:38:30,218 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.007 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 08:38:30,222 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.255 | desk | 0.092 | | sofa_chair | 0.482 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.351 | cabinet | 0.044 | drawer | 0.058 | | shelf | 0.106 | kitchen_counter | 0.157 | kitchen_cabinet | 0.199 | | cpu | 0.028 | bench | 0.158 | file_cabinet | 0.081 | | whiteboard | 0.144 | lamp | 0.177 | endtable | 0.139 | | bookshelf | 0.231 | coffee_table | 0.195 | dresser | 0.177 | | paper | 0.009 | printer | 0.204 | monitor | 0.225 | | back_pack | 0.075 | night_stand | 0.297 | door | 0.084 | | picture | 0.047 | ottoman | 0.188 | stool | 0.223 | | outlet | 0.000 | towel | 0.068 | tray | 0.012 | | bag | 0.016 | stove | 0.105 | bathtub | 0.443 | | scanner | 0.199 | cubby | 0.017 | mirror | 0.021 | | bottle | 0.005 | rack | 0.013 | cup | 0.072 | | thermos | 0.001 | island | 0.097 | counter | 0.030 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.188 | | cart | 0.097 | tv_stand | 0.113 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.341 | | sofa | 0.418 | plant | 0.036 | bed | 0.607 | | dining_table | 0.004 | toilet | 0.528 | tv | 0.255 | | laptop | 0.106 | mouse | 0.029 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.033 | microwave | 0.243 | | oven | 0.013 | paper_towel_dispenser | 0.264 | sink | 0.163 | | fridge | 0.171 | book | 0.009 | clock | 0.081 | | vase | 0.046 | fire_extinguisher | 0.004 | blinds | 0.016 | | podium | 0.192 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:30,225 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.233 | table | 0.459 | desk | 0.202 | | sofa_chair | 0.673 | pillow | 0.149 | box | 0.050 | | garbage_bin | 0.618 | cabinet | 0.086 | drawer | 0.089 | | shelf | 0.216 | kitchen_counter | 0.274 | kitchen_cabinet | 0.327 | | cpu | 0.075 | bench | 0.297 | file_cabinet | 0.120 | | whiteboard | 0.230 | lamp | 0.388 | endtable | 0.256 | | bookshelf | 0.403 | coffee_table | 0.366 | dresser | 0.272 | | paper | 0.029 | printer | 0.357 | monitor | 0.528 | | back_pack | 0.166 | night_stand | 0.522 | door | 0.125 | | picture | 0.082 | ottoman | 0.259 | stool | 0.430 | | outlet | 0.000 | towel | 0.105 | tray | 0.035 | | bag | 0.023 | stove | 0.197 | bathtub | 0.683 | | scanner | 0.316 | cubby | 0.031 | mirror | 0.050 | | bottle | 0.009 | rack | 0.021 | cup | 0.178 | | thermos | 0.002 | island | 0.136 | counter | 0.036 | | bowl | 0.089 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.291 | | cart | 0.153 | tv_stand | 0.253 | poster | 0.002 | | soap_dispenser | 0.018 | toy | nan | chair | 0.687 | | sofa | 0.611 | plant | 0.093 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.855 | tv | 0.450 | | laptop | 0.230 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.246 | telephone | 0.079 | microwave | 0.472 | | oven | 0.043 | paper_towel_dispenser | 0.446 | sink | 0.460 | | fridge | 0.319 | book | 0.025 | clock | 0.125 | | vase | 0.088 | fire_extinguisher | 0.018 | blinds | 0.044 | | podium | 0.266 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:30,228 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.122 | table | 0.255 | desk | 0.076 | | sofa_chair | 0.569 | pillow | 0.033 | box | 0.019 | | garbage_bin | 0.386 | cabinet | 0.038 | drawer | 0.057 | | shelf | 0.091 | kitchen_counter | 0.144 | kitchen_cabinet | 0.240 | | cpu | 0.004 | bench | 0.125 | file_cabinet | 0.118 | | whiteboard | 0.144 | lamp | 0.142 | endtable | 0.124 | | bookshelf | 0.232 | coffee_table | 0.170 | dresser | 0.207 | | paper | 0.002 | printer | 0.165 | monitor | 0.154 | | back_pack | 0.049 | night_stand | 0.317 | door | 0.114 | | picture | 0.047 | ottoman | 0.227 | stool | 0.234 | | outlet | 0.000 | towel | 0.081 | tray | 0.011 | | bag | 0.018 | stove | 0.104 | bathtub | 0.492 | | scanner | 0.186 | cubby | 0.013 | mirror | 0.011 | | bottle | 0.007 | rack | 0.017 | cup | 0.038 | | thermos | 0.000 | island | 0.106 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.152 | | cart | 0.085 | tv_stand | 0.074 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.303 | | sofa | 0.475 | plant | 0.007 | bed | 0.693 | | dining_table | 0.002 | toilet | 0.579 | tv | 0.259 | | laptop | 0.090 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.016 | microwave | 0.168 | | oven | 0.008 | paper_towel_dispenser | 0.287 | sink | 0.073 | | fridge | 0.180 | book | 0.005 | clock | 0.101 | | vase | 0.052 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.237 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:30,229 - mmdet - INFO - Evaluating segm... 2022-05-12 08:38:49,458 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 08:38:49,463 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:49,466 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:49,470 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 08:38:49,800 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 08:38:49,800 - mmdet - INFO - Epoch(val) [58][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0070, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.223 0.123 0.007 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 08:39:16,919 - mmdet - INFO - Epoch [59][50/3992] lr: 1.000e-06, eta: 3 days, 6:00:42, time: 0.542, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0305, loss_cls: 0.1528, acc: 94.3965, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4430 2022-05-12 08:39:40,676 - mmdet - INFO - Epoch [59][100/3992] lr: 1.000e-06, eta: 3 days, 6:00:15, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0240, loss_cls: 0.1377, acc: 94.7930, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4133 2022-05-12 08:40:05,845 - mmdet - INFO - Epoch [59][150/3992] lr: 1.000e-06, eta: 3 days, 5:59:51, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0284, loss_cls: 0.1499, acc: 94.4004, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4511 2022-05-12 08:40:30,893 - mmdet - INFO - Epoch [59][200/3992] lr: 1.000e-06, eta: 3 days, 5:59:27, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0297, loss_cls: 0.1540, acc: 94.2598, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4473 2022-05-12 08:40:54,806 - mmdet - INFO - Epoch [59][250/3992] lr: 1.000e-06, eta: 3 days, 5:59:00, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0280, loss_cls: 0.1506, acc: 94.5859, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4292 2022-05-12 08:41:19,558 - mmdet - INFO - Epoch [59][300/3992] lr: 1.000e-06, eta: 3 days, 5:58:36, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0255, loss_cls: 0.1477, acc: 94.5078, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4294 2022-05-12 08:41:44,487 - mmdet - INFO - Epoch [59][350/3992] lr: 1.000e-06, eta: 3 days, 5:58:11, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0282, loss_cls: 0.1591, acc: 94.2500, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4532 2022-05-12 08:42:08,689 - mmdet - INFO - Epoch [59][400/3992] lr: 1.000e-06, eta: 3 days, 5:57:45, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0265, loss_cls: 0.1449, acc: 94.7969, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4315 2022-05-12 08:42:33,233 - mmdet - INFO - Epoch [59][450/3992] lr: 1.000e-06, eta: 3 days, 5:57:20, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0230, loss_cls: 0.1411, acc: 94.8184, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4108 2022-05-12 08:42:58,138 - mmdet - INFO - Epoch [59][500/3992] lr: 1.000e-06, eta: 3 days, 5:56:55, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0257, loss_cls: 0.1463, acc: 94.5742, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4432 2022-05-12 08:43:21,699 - mmdet - INFO - Epoch [59][550/3992] lr: 1.000e-06, eta: 3 days, 5:56:28, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0241, loss_cls: 0.1286, acc: 95.1719, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.3978 2022-05-12 08:43:47,059 - mmdet - INFO - Epoch [59][600/3992] lr: 1.000e-06, eta: 3 days, 5:56:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0269, loss_cls: 0.1494, acc: 94.4590, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4381 2022-05-12 08:44:12,855 - mmdet - INFO - Epoch [59][650/3992] lr: 1.000e-06, eta: 3 days, 5:55:42, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0218, loss_cls: 0.1439, acc: 94.8418, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4143 2022-05-12 08:44:37,782 - mmdet - INFO - Epoch [59][700/3992] lr: 1.000e-06, eta: 3 days, 5:55:17, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0291, loss_cls: 0.1826, acc: 93.5957, loss_bbox: 0.2742, loss_mask: 0.0000, loss: 0.5035 2022-05-12 08:45:02,035 - mmdet - INFO - Epoch [59][750/3992] lr: 1.000e-06, eta: 3 days, 5:54:51, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0282, loss_cls: 0.1599, acc: 94.1504, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4673 2022-05-12 08:45:27,617 - mmdet - INFO - Epoch [59][800/3992] lr: 1.000e-06, eta: 3 days, 5:54:29, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0256, loss_cls: 0.1458, acc: 94.4492, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4398 2022-05-12 08:45:52,706 - mmdet - INFO - Epoch [59][850/3992] lr: 1.000e-06, eta: 3 days, 5:54:05, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0234, loss_cls: 0.1448, acc: 94.7715, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.4042 2022-05-12 08:46:18,173 - mmdet - INFO - Epoch [59][900/3992] lr: 1.000e-06, eta: 3 days, 5:53:42, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0274, loss_cls: 0.1654, acc: 93.9922, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4724 2022-05-12 08:46:43,276 - mmdet - INFO - Epoch [59][950/3992] lr: 1.000e-06, eta: 3 days, 5:53:18, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0264, loss_cls: 0.1511, acc: 94.4023, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4338 2022-05-12 08:47:07,267 - mmdet - INFO - Epoch [59][1000/3992] lr: 1.000e-06, eta: 3 days, 5:52:51, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0319, loss_cls: 0.1577, acc: 94.0234, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4744 2022-05-12 08:47:33,024 - mmdet - INFO - Epoch [59][1050/3992] lr: 1.000e-06, eta: 3 days, 5:52:29, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0317, loss_cls: 0.1611, acc: 93.9316, loss_bbox: 0.2807, loss_mask: 0.0000, loss: 0.4880 2022-05-12 08:47:57,140 - mmdet - INFO - Epoch [59][1100/3992] lr: 1.000e-06, eta: 3 days, 5:52:02, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0274, loss_cls: 0.1505, acc: 94.8672, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4273 2022-05-12 08:48:22,536 - mmdet - INFO - Epoch [59][1150/3992] lr: 1.000e-06, eta: 3 days, 5:51:39, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1504, acc: 94.4453, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4420 2022-05-12 08:48:49,258 - mmdet - INFO - Epoch [59][1200/3992] lr: 1.000e-06, eta: 3 days, 5:51:19, time: 0.534, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0276, loss_cls: 0.1570, acc: 94.3086, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4630 2022-05-12 08:49:14,675 - mmdet - INFO - Epoch [59][1250/3992] lr: 1.000e-06, eta: 3 days, 5:50:56, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0300, loss_cls: 0.1704, acc: 93.8008, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4819 2022-05-12 08:49:39,723 - mmdet - INFO - Epoch [59][1300/3992] lr: 1.000e-06, eta: 3 days, 5:50:32, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0265, loss_cls: 0.1493, acc: 94.6445, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4388 2022-05-12 08:50:04,852 - mmdet - INFO - Epoch [59][1350/3992] lr: 1.000e-06, eta: 3 days, 5:50:08, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0255, loss_cls: 0.1610, acc: 94.1797, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4612 2022-05-12 08:50:29,935 - mmdet - INFO - Epoch [59][1400/3992] lr: 1.000e-06, eta: 3 days, 5:49:44, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0268, loss_cls: 0.1655, acc: 94.1191, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4797 2022-05-12 08:50:54,096 - mmdet - INFO - Epoch [59][1450/3992] lr: 1.000e-06, eta: 3 days, 5:49:17, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0244, loss_cls: 0.1559, acc: 94.1738, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4517 2022-05-12 08:51:20,482 - mmdet - INFO - Epoch [59][1500/3992] lr: 1.000e-06, eta: 3 days, 5:48:56, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0256, loss_cls: 0.1388, acc: 94.7012, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4179 2022-05-12 08:51:45,220 - mmdet - INFO - Epoch [59][1550/3992] lr: 1.000e-06, eta: 3 days, 5:48:32, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0206, loss_cls: 0.1359, acc: 94.9863, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.3948 2022-05-12 08:52:08,973 - mmdet - INFO - Epoch [59][1600/3992] lr: 1.000e-06, eta: 3 days, 5:48:04, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0280, loss_cls: 0.1516, acc: 94.3281, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4459 2022-05-12 08:52:33,132 - mmdet - INFO - Epoch [59][1650/3992] lr: 1.000e-06, eta: 3 days, 5:47:38, time: 0.483, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0316, loss_cls: 0.1671, acc: 93.9746, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4850 2022-05-12 08:52:58,428 - mmdet - INFO - Epoch [59][1700/3992] lr: 1.000e-06, eta: 3 days, 5:47:15, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0295, loss_cls: 0.1619, acc: 94.0332, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4639 2022-05-12 08:53:23,867 - mmdet - INFO - Epoch [59][1750/3992] lr: 1.000e-06, eta: 3 days, 5:46:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0267, loss_cls: 0.1460, acc: 94.5254, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4392 2022-05-12 08:53:49,914 - mmdet - INFO - Epoch [59][1800/3992] lr: 1.000e-06, eta: 3 days, 5:46:30, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0263, loss_cls: 0.1327, acc: 95.0527, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4055 2022-05-12 08:54:14,422 - mmdet - INFO - Epoch [59][1850/3992] lr: 1.000e-06, eta: 3 days, 5:46:04, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0244, loss_cls: 0.1474, acc: 94.6035, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4216 2022-05-12 08:54:39,625 - mmdet - INFO - Epoch [59][1900/3992] lr: 1.000e-06, eta: 3 days, 5:45:41, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0275, loss_cls: 0.1636, acc: 93.9648, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4672 2022-05-12 08:55:04,925 - mmdet - INFO - Epoch [59][1950/3992] lr: 1.000e-06, eta: 3 days, 5:45:17, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0278, loss_cls: 0.1450, acc: 94.3945, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4416 2022-05-12 08:55:31,085 - mmdet - INFO - Epoch [59][2000/3992] lr: 1.000e-06, eta: 3 days, 5:44:56, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0267, loss_cls: 0.1550, acc: 94.2383, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4562 2022-05-12 08:55:55,817 - mmdet - INFO - Epoch [59][2050/3992] lr: 1.000e-06, eta: 3 days, 5:44:31, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0261, loss_cls: 0.1480, acc: 94.5508, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4346 2022-05-12 08:56:20,116 - mmdet - INFO - Epoch [59][2100/3992] lr: 1.000e-06, eta: 3 days, 5:44:05, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0241, loss_cls: 0.1463, acc: 94.4746, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4308 2022-05-12 08:56:46,229 - mmdet - INFO - Epoch [59][2150/3992] lr: 1.000e-06, eta: 3 days, 5:43:43, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0265, loss_cls: 0.1485, acc: 94.4961, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4376 2022-05-12 08:57:11,148 - mmdet - INFO - Epoch [59][2200/3992] lr: 1.000e-06, eta: 3 days, 5:43:19, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0290, loss_cls: 0.1667, acc: 93.7969, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4815 2022-05-12 08:57:35,764 - mmdet - INFO - Epoch [59][2250/3992] lr: 1.000e-06, eta: 3 days, 5:42:54, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0257, loss_cls: 0.1556, acc: 94.4062, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4305 2022-05-12 08:58:00,630 - mmdet - INFO - Epoch [59][2300/3992] lr: 1.000e-06, eta: 3 days, 5:42:29, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0234, loss_cls: 0.1363, acc: 95.0449, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.3985 2022-05-12 08:58:26,598 - mmdet - INFO - Epoch [59][2350/3992] lr: 1.000e-06, eta: 3 days, 5:42:07, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0261, loss_cls: 0.1427, acc: 94.9219, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4167 2022-05-12 08:58:50,488 - mmdet - INFO - Epoch [59][2400/3992] lr: 1.000e-06, eta: 3 days, 5:41:40, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0310, loss_cls: 0.1576, acc: 94.1816, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4648 2022-05-12 08:59:14,963 - mmdet - INFO - Epoch [59][2450/3992] lr: 1.000e-06, eta: 3 days, 5:41:15, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0237, loss_cls: 0.1347, acc: 95.2344, loss_bbox: 0.2088, loss_mask: 0.0000, loss: 0.3779 2022-05-12 08:59:40,650 - mmdet - INFO - Epoch [59][2500/3992] lr: 1.000e-06, eta: 3 days, 5:40:52, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0222, loss_cls: 0.1356, acc: 95.0781, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.3965 2022-05-12 09:00:05,189 - mmdet - INFO - Epoch [59][2550/3992] lr: 1.000e-06, eta: 3 days, 5:40:27, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0206, loss_cls: 0.1337, acc: 94.9414, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3936 2022-05-12 09:00:30,805 - mmdet - INFO - Epoch [59][2600/3992] lr: 1.000e-06, eta: 3 days, 5:40:04, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0268, loss_cls: 0.1478, acc: 94.6250, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4365 2022-05-12 09:00:55,210 - mmdet - INFO - Epoch [59][2650/3992] lr: 1.000e-06, eta: 3 days, 5:39:38, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0248, loss_cls: 0.1415, acc: 94.7441, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4201 2022-05-12 09:01:19,874 - mmdet - INFO - Epoch [59][2700/3992] lr: 1.000e-06, eta: 3 days, 5:39:13, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0231, loss_cls: 0.1392, acc: 94.6562, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4091 2022-05-12 09:01:46,001 - mmdet - INFO - Epoch [59][2750/3992] lr: 1.000e-06, eta: 3 days, 5:38:52, time: 0.523, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0315, loss_cls: 0.1709, acc: 93.6016, loss_bbox: 0.2879, loss_mask: 0.0000, loss: 0.5074 2022-05-12 09:02:10,871 - mmdet - INFO - Epoch [59][2800/3992] lr: 1.000e-06, eta: 3 days, 5:38:27, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0269, loss_cls: 0.1451, acc: 94.7012, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4273 2022-05-12 09:02:34,891 - mmdet - INFO - Epoch [59][2850/3992] lr: 1.000e-06, eta: 3 days, 5:38:01, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0276, loss_cls: 0.1596, acc: 94.1328, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4688 2022-05-12 09:02:59,554 - mmdet - INFO - Epoch [59][2900/3992] lr: 1.000e-06, eta: 3 days, 5:37:36, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0299, loss_cls: 0.1699, acc: 93.9375, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4856 2022-05-12 09:03:24,839 - mmdet - INFO - Epoch [59][2950/3992] lr: 1.000e-06, eta: 3 days, 5:37:12, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0272, loss_cls: 0.1799, acc: 93.7305, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4904 2022-05-12 09:03:49,576 - mmdet - INFO - Epoch [59][3000/3992] lr: 1.000e-06, eta: 3 days, 5:36:47, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0282, loss_cls: 0.1587, acc: 94.2109, loss_bbox: 0.2753, loss_mask: 0.0000, loss: 0.4749 2022-05-12 09:04:13,643 - mmdet - INFO - Epoch [59][3050/3992] lr: 1.000e-06, eta: 3 days, 5:36:21, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0269, loss_cls: 0.1674, acc: 93.9609, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4619 2022-05-12 09:04:38,003 - mmdet - INFO - Epoch [59][3100/3992] lr: 1.000e-06, eta: 3 days, 5:35:55, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0257, loss_cls: 0.1566, acc: 94.1973, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4487 2022-05-12 09:05:03,589 - mmdet - INFO - Epoch [59][3150/3992] lr: 1.000e-06, eta: 3 days, 5:35:32, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0235, loss_cls: 0.1420, acc: 94.7695, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4096 2022-05-12 09:05:29,593 - mmdet - INFO - Epoch [59][3200/3992] lr: 1.000e-06, eta: 3 days, 5:35:10, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0332, loss_cls: 0.1585, acc: 94.2402, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4509 2022-05-12 09:05:55,001 - mmdet - INFO - Epoch [59][3250/3992] lr: 1.000e-06, eta: 3 days, 5:34:47, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0224, loss_cls: 0.1370, acc: 94.9512, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3934 2022-05-12 09:06:20,180 - mmdet - INFO - Epoch [59][3300/3992] lr: 1.000e-06, eta: 3 days, 5:34:23, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0269, loss_cls: 0.1540, acc: 94.4590, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4431 2022-05-12 09:06:46,167 - mmdet - INFO - Epoch [59][3350/3992] lr: 1.000e-06, eta: 3 days, 5:34:01, time: 0.520, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0211, loss_cls: 0.1364, acc: 95.2305, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.3960 2022-05-12 09:07:11,392 - mmdet - INFO - Epoch [59][3400/3992] lr: 1.000e-06, eta: 3 days, 5:33:38, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0219, loss_cls: 0.1387, acc: 94.8203, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4135 2022-05-12 09:07:36,112 - mmdet - INFO - Epoch [59][3450/3992] lr: 1.000e-06, eta: 3 days, 5:33:13, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0272, loss_cls: 0.1529, acc: 94.5703, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4384 2022-05-12 09:08:01,913 - mmdet - INFO - Epoch [59][3500/3992] lr: 1.000e-06, eta: 3 days, 5:32:50, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0315, loss_cls: 0.1591, acc: 94.1230, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4677 2022-05-12 09:08:26,388 - mmdet - INFO - Epoch [59][3550/3992] lr: 1.000e-06, eta: 3 days, 5:32:25, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0270, loss_cls: 0.1501, acc: 94.5762, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4471 2022-05-12 09:08:51,096 - mmdet - INFO - Epoch [59][3600/3992] lr: 1.000e-06, eta: 3 days, 5:32:00, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0252, loss_cls: 0.1389, acc: 94.7305, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4154 2022-05-12 09:09:16,334 - mmdet - INFO - Epoch [59][3650/3992] lr: 1.000e-06, eta: 3 days, 5:31:36, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0234, loss_cls: 0.1462, acc: 94.5625, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4276 2022-05-12 09:09:40,634 - mmdet - INFO - Epoch [59][3700/3992] lr: 1.000e-06, eta: 3 days, 5:31:10, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0259, loss_cls: 0.1649, acc: 94.0527, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4602 2022-05-12 09:10:06,307 - mmdet - INFO - Epoch [59][3750/3992] lr: 1.000e-06, eta: 3 days, 5:30:48, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0245, loss_cls: 0.1436, acc: 94.6055, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4277 2022-05-12 09:10:31,297 - mmdet - INFO - Epoch [59][3800/3992] lr: 1.000e-06, eta: 3 days, 5:30:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0270, loss_cls: 0.1439, acc: 94.8574, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4221 2022-05-12 09:10:57,513 - mmdet - INFO - Epoch [59][3850/3992] lr: 1.000e-06, eta: 3 days, 5:30:02, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0295, loss_cls: 0.1604, acc: 94.1191, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4598 2022-05-12 09:11:22,269 - mmdet - INFO - Epoch [59][3900/3992] lr: 1.000e-06, eta: 3 days, 5:29:37, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0226, loss_cls: 0.1434, acc: 94.5840, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4092 2022-05-12 09:11:48,184 - mmdet - INFO - Epoch [59][3950/3992] lr: 1.000e-06, eta: 3 days, 5:29:15, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0281, loss_cls: 0.1550, acc: 94.0820, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4512 2022-05-12 09:12:08,186 - mmdet - INFO - Saving checkpoint at 59 epochs 2022-05-12 09:17:49,086 - mmdet - INFO - Evaluating bbox... 2022-05-12 09:18:05,994 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.300 2022-05-12 09:18:05,999 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.255 | desk | 0.093 | | sofa_chair | 0.484 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.351 | cabinet | 0.043 | drawer | 0.056 | | shelf | 0.108 | kitchen_counter | 0.157 | kitchen_cabinet | 0.199 | | cpu | 0.026 | bench | 0.159 | file_cabinet | 0.077 | | whiteboard | 0.142 | lamp | 0.173 | endtable | 0.134 | | bookshelf | 0.230 | coffee_table | 0.197 | dresser | 0.178 | | paper | 0.010 | printer | 0.203 | monitor | 0.226 | | back_pack | 0.072 | night_stand | 0.297 | door | 0.086 | | picture | 0.045 | ottoman | 0.188 | stool | 0.225 | | outlet | 0.000 | towel | 0.076 | tray | 0.017 | | bag | 0.019 | stove | 0.104 | bathtub | 0.427 | | scanner | 0.223 | cubby | 0.020 | mirror | 0.018 | | bottle | 0.004 | rack | 0.015 | cup | 0.069 | | thermos | 0.001 | island | 0.094 | counter | 0.033 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.192 | | cart | 0.102 | tv_stand | 0.109 | poster | 0.001 | | soap_dispenser | 0.015 | toy | nan | chair | 0.340 | | sofa | 0.418 | plant | 0.035 | bed | 0.605 | | dining_table | 0.005 | toilet | 0.537 | tv | 0.257 | | laptop | 0.114 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.028 | microwave | 0.241 | | oven | 0.019 | paper_towel_dispenser | 0.236 | sink | 0.160 | | fridge | 0.170 | book | 0.009 | clock | 0.085 | | vase | 0.043 | fire_extinguisher | 0.003 | blinds | 0.015 | | podium | 0.204 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:06,002 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.212 | table | 0.458 | desk | 0.203 | | sofa_chair | 0.677 | pillow | 0.147 | box | 0.050 | | garbage_bin | 0.621 | cabinet | 0.086 | drawer | 0.088 | | shelf | 0.213 | kitchen_counter | 0.269 | kitchen_cabinet | 0.320 | | cpu | 0.065 | bench | 0.295 | file_cabinet | 0.116 | | whiteboard | 0.228 | lamp | 0.376 | endtable | 0.253 | | bookshelf | 0.416 | coffee_table | 0.367 | dresser | 0.276 | | paper | 0.030 | printer | 0.355 | monitor | 0.531 | | back_pack | 0.163 | night_stand | 0.515 | door | 0.127 | | picture | 0.080 | ottoman | 0.263 | stool | 0.431 | | outlet | 0.000 | towel | 0.117 | tray | 0.042 | | bag | 0.028 | stove | 0.192 | bathtub | 0.683 | | scanner | 0.314 | cubby | 0.034 | mirror | 0.044 | | bottle | 0.006 | rack | 0.023 | cup | 0.167 | | thermos | 0.002 | island | 0.130 | counter | 0.039 | | bowl | 0.084 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.329 | | cart | 0.166 | tv_stand | 0.189 | poster | 0.002 | | soap_dispenser | 0.018 | toy | nan | chair | 0.685 | | sofa | 0.608 | plant | 0.088 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.855 | tv | 0.449 | | laptop | 0.231 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.248 | telephone | 0.071 | microwave | 0.468 | | oven | 0.059 | paper_towel_dispenser | 0.392 | sink | 0.442 | | fridge | 0.316 | book | 0.024 | clock | 0.124 | | vase | 0.087 | fire_extinguisher | 0.016 | blinds | 0.038 | | podium | 0.282 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:06,005 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.256 | desk | 0.078 | | sofa_chair | 0.577 | pillow | 0.033 | box | 0.019 | | garbage_bin | 0.373 | cabinet | 0.038 | drawer | 0.061 | | shelf | 0.098 | kitchen_counter | 0.143 | kitchen_cabinet | 0.234 | | cpu | 0.005 | bench | 0.138 | file_cabinet | 0.113 | | whiteboard | 0.143 | lamp | 0.144 | endtable | 0.112 | | bookshelf | 0.231 | coffee_table | 0.175 | dresser | 0.210 | | paper | 0.002 | printer | 0.164 | monitor | 0.152 | | back_pack | 0.041 | night_stand | 0.317 | door | 0.115 | | picture | 0.043 | ottoman | 0.235 | stool | 0.223 | | outlet | 0.000 | towel | 0.090 | tray | 0.021 | | bag | 0.024 | stove | 0.109 | bathtub | 0.432 | | scanner | 0.222 | cubby | 0.013 | mirror | 0.009 | | bottle | 0.005 | rack | 0.019 | cup | 0.042 | | thermos | 0.000 | island | 0.111 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.079 | tv_stand | 0.077 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.299 | | sofa | 0.480 | plant | 0.013 | bed | 0.703 | | dining_table | 0.006 | toilet | 0.588 | tv | 0.269 | | laptop | 0.102 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.009 | microwave | 0.179 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.065 | | fridge | 0.168 | book | 0.006 | clock | 0.124 | | vase | 0.052 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.282 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:06,005 - mmdet - INFO - Evaluating segm... 2022-05-12 09:18:25,089 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 09:18:25,094 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:25,097 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:25,101 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:18:25,425 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 09:18:25,425 - mmdet - INFO - Epoch(val) [59][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.221 0.124 0.006 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 09:18:51,918 - mmdet - INFO - Epoch [60][50/3992] lr: 1.000e-06, eta: 3 days, 5:27:44, time: 0.530, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0272, loss_cls: 0.1547, acc: 94.3887, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4480 2022-05-12 09:19:15,680 - mmdet - INFO - Epoch [60][100/3992] lr: 1.000e-06, eta: 3 days, 5:27:17, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0218, loss_cls: 0.1422, acc: 94.7598, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4217 2022-05-12 09:19:41,231 - mmdet - INFO - Epoch [60][150/3992] lr: 1.000e-06, eta: 3 days, 5:26:54, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0254, loss_cls: 0.1628, acc: 94.4453, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4521 2022-05-12 09:20:06,572 - mmdet - INFO - Epoch [60][200/3992] lr: 1.000e-06, eta: 3 days, 5:26:30, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0208, loss_cls: 0.1350, acc: 94.7969, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3893 2022-05-12 09:20:32,107 - mmdet - INFO - Epoch [60][250/3992] lr: 1.000e-06, eta: 3 days, 5:26:08, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1547, acc: 94.2754, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4497 2022-05-12 09:20:57,337 - mmdet - INFO - Epoch [60][300/3992] lr: 1.000e-06, eta: 3 days, 5:25:44, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0266, loss_cls: 0.1494, acc: 94.5977, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4369 2022-05-12 09:21:23,356 - mmdet - INFO - Epoch [60][350/3992] lr: 1.000e-06, eta: 3 days, 5:25:22, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0343, loss_cls: 0.1674, acc: 93.7578, loss_bbox: 0.2804, loss_mask: 0.0000, loss: 0.5033 2022-05-12 09:21:48,718 - mmdet - INFO - Epoch [60][400/3992] lr: 1.000e-06, eta: 3 days, 5:24:59, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0281, loss_cls: 0.1581, acc: 94.0020, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4670 2022-05-12 09:22:12,996 - mmdet - INFO - Epoch [60][450/3992] lr: 1.000e-06, eta: 3 days, 5:24:33, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1555, acc: 94.2773, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4437 2022-05-12 09:22:38,056 - mmdet - INFO - Epoch [60][500/3992] lr: 1.000e-06, eta: 3 days, 5:24:09, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0245, loss_cls: 0.1498, acc: 94.4629, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4443 2022-05-12 09:23:02,727 - mmdet - INFO - Epoch [60][550/3992] lr: 1.000e-06, eta: 3 days, 5:23:44, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0297, loss_cls: 0.1739, acc: 93.5391, loss_bbox: 0.2835, loss_mask: 0.0000, loss: 0.5041 2022-05-12 09:23:28,525 - mmdet - INFO - Epoch [60][600/3992] lr: 1.000e-06, eta: 3 days, 5:23:21, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0255, loss_cls: 0.1508, acc: 94.3047, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4384 2022-05-12 09:23:53,816 - mmdet - INFO - Epoch [60][650/3992] lr: 1.000e-06, eta: 3 days, 5:22:58, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0249, loss_cls: 0.1497, acc: 94.4453, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4407 2022-05-12 09:24:18,377 - mmdet - INFO - Epoch [60][700/3992] lr: 1.000e-06, eta: 3 days, 5:22:32, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0250, loss_cls: 0.1360, acc: 94.9375, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4254 2022-05-12 09:24:42,921 - mmdet - INFO - Epoch [60][750/3992] lr: 1.000e-06, eta: 3 days, 5:22:07, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0249, loss_cls: 0.1460, acc: 94.6230, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4236 2022-05-12 09:25:07,638 - mmdet - INFO - Epoch [60][800/3992] lr: 1.000e-06, eta: 3 days, 5:21:42, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0270, loss_cls: 0.1531, acc: 94.3047, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4358 2022-05-12 09:25:32,782 - mmdet - INFO - Epoch [60][850/3992] lr: 1.000e-06, eta: 3 days, 5:21:18, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0288, loss_cls: 0.1642, acc: 93.7930, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4718 2022-05-12 09:25:57,600 - mmdet - INFO - Epoch [60][900/3992] lr: 1.000e-06, eta: 3 days, 5:20:54, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0304, loss_cls: 0.1495, acc: 94.5293, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4507 2022-05-12 09:26:22,766 - mmdet - INFO - Epoch [60][950/3992] lr: 1.000e-06, eta: 3 days, 5:20:30, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0269, loss_cls: 0.1457, acc: 94.4590, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4358 2022-05-12 09:26:46,919 - mmdet - INFO - Epoch [60][1000/3992] lr: 1.000e-06, eta: 3 days, 5:20:04, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0286, loss_cls: 0.1584, acc: 94.0195, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4673 2022-05-12 09:27:11,411 - mmdet - INFO - Epoch [60][1050/3992] lr: 1.000e-06, eta: 3 days, 5:19:38, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0215, loss_cls: 0.1356, acc: 95.0762, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3878 2022-05-12 09:27:36,486 - mmdet - INFO - Epoch [60][1100/3992] lr: 1.000e-06, eta: 3 days, 5:19:14, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0274, loss_cls: 0.1625, acc: 94.2129, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4627 2022-05-12 09:28:01,003 - mmdet - INFO - Epoch [60][1150/3992] lr: 1.000e-06, eta: 3 days, 5:18:49, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0227, loss_cls: 0.1431, acc: 94.6973, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.4021 2022-05-12 09:28:25,529 - mmdet - INFO - Epoch [60][1200/3992] lr: 1.000e-06, eta: 3 days, 5:18:23, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0085, loss_rpn_bbox: 0.0216, loss_cls: 0.1367, acc: 94.8867, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.3983 2022-05-12 09:28:50,478 - mmdet - INFO - Epoch [60][1250/3992] lr: 1.000e-06, eta: 3 days, 5:17:59, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0273, loss_cls: 0.1632, acc: 94.3301, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4620 2022-05-12 09:29:15,902 - mmdet - INFO - Epoch [60][1300/3992] lr: 1.000e-06, eta: 3 days, 5:17:36, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0253, loss_cls: 0.1419, acc: 94.6602, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4349 2022-05-12 09:29:41,236 - mmdet - INFO - Epoch [60][1350/3992] lr: 1.000e-06, eta: 3 days, 5:17:12, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0290, loss_cls: 0.1579, acc: 94.3008, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4644 2022-05-12 09:30:06,120 - mmdet - INFO - Epoch [60][1400/3992] lr: 1.000e-06, eta: 3 days, 5:16:48, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0240, loss_cls: 0.1352, acc: 95.0020, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4007 2022-05-12 09:30:32,761 - mmdet - INFO - Epoch [60][1450/3992] lr: 1.000e-06, eta: 3 days, 5:16:27, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0265, loss_cls: 0.1607, acc: 94.1152, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4583 2022-05-12 09:30:56,796 - mmdet - INFO - Epoch [60][1500/3992] lr: 1.000e-06, eta: 3 days, 5:16:01, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0305, loss_cls: 0.1653, acc: 93.8340, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.4836 2022-05-12 09:31:22,025 - mmdet - INFO - Epoch [60][1550/3992] lr: 1.000e-06, eta: 3 days, 5:15:37, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0274, loss_cls: 0.1517, acc: 94.5410, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4383 2022-05-12 09:31:47,089 - mmdet - INFO - Epoch [60][1600/3992] lr: 1.000e-06, eta: 3 days, 5:15:13, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0292, loss_cls: 0.1561, acc: 94.3086, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4552 2022-05-12 09:32:11,364 - mmdet - INFO - Epoch [60][1650/3992] lr: 1.000e-06, eta: 3 days, 5:14:47, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0263, loss_cls: 0.1559, acc: 94.2227, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4582 2022-05-12 09:32:36,243 - mmdet - INFO - Epoch [60][1700/3992] lr: 1.000e-06, eta: 3 days, 5:14:23, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0236, loss_cls: 0.1533, acc: 94.3750, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4345 2022-05-12 09:33:02,057 - mmdet - INFO - Epoch [60][1750/3992] lr: 1.000e-06, eta: 3 days, 5:14:00, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0293, loss_cls: 0.1586, acc: 94.1934, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4671 2022-05-12 09:33:27,808 - mmdet - INFO - Epoch [60][1800/3992] lr: 1.000e-06, eta: 3 days, 5:13:38, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0323, loss_cls: 0.1593, acc: 94.2754, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4731 2022-05-12 09:33:52,444 - mmdet - INFO - Epoch [60][1850/3992] lr: 1.000e-06, eta: 3 days, 5:13:13, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0239, loss_cls: 0.1588, acc: 94.3262, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4552 2022-05-12 09:34:16,856 - mmdet - INFO - Epoch [60][1900/3992] lr: 1.000e-06, eta: 3 days, 5:12:47, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0230, loss_cls: 0.1419, acc: 94.8203, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3940 2022-05-12 09:34:41,206 - mmdet - INFO - Epoch [60][1950/3992] lr: 1.000e-06, eta: 3 days, 5:12:21, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0257, loss_cls: 0.1387, acc: 94.8496, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4240 2022-05-12 09:35:06,580 - mmdet - INFO - Epoch [60][2000/3992] lr: 1.000e-06, eta: 3 days, 5:11:58, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0241, loss_cls: 0.1456, acc: 94.5586, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4351 2022-05-12 09:35:31,794 - mmdet - INFO - Epoch [60][2050/3992] lr: 1.000e-06, eta: 3 days, 5:11:34, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0269, loss_cls: 0.1603, acc: 94.0449, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4692 2022-05-12 09:35:56,417 - mmdet - INFO - Epoch [60][2100/3992] lr: 1.000e-06, eta: 3 days, 5:11:09, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0262, loss_cls: 0.1404, acc: 94.8711, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4151 2022-05-12 09:36:21,311 - mmdet - INFO - Epoch [60][2150/3992] lr: 1.000e-06, eta: 3 days, 5:10:44, time: 0.498, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0225, loss_cls: 0.1267, acc: 95.1562, loss_bbox: 0.2150, loss_mask: 0.0000, loss: 0.3737 2022-05-12 09:36:46,701 - mmdet - INFO - Epoch [60][2200/3992] lr: 1.000e-06, eta: 3 days, 5:10:21, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0241, loss_cls: 0.1337, acc: 95.2910, loss_bbox: 0.2116, loss_mask: 0.0000, loss: 0.3844 2022-05-12 09:37:11,094 - mmdet - INFO - Epoch [60][2250/3992] lr: 1.000e-06, eta: 3 days, 5:09:55, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0300, loss_cls: 0.1423, acc: 94.5859, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4278 2022-05-12 09:37:36,085 - mmdet - INFO - Epoch [60][2300/3992] lr: 1.000e-06, eta: 3 days, 5:09:31, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0244, loss_cls: 0.1489, acc: 94.5488, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4298 2022-05-12 09:38:01,489 - mmdet - INFO - Epoch [60][2350/3992] lr: 1.000e-06, eta: 3 days, 5:09:08, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0207, loss_cls: 0.1360, acc: 94.8242, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3863 2022-05-12 09:38:25,859 - mmdet - INFO - Epoch [60][2400/3992] lr: 1.000e-06, eta: 3 days, 5:08:42, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0303, loss_cls: 0.1794, acc: 93.6523, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.5049 2022-05-12 09:38:50,802 - mmdet - INFO - Epoch [60][2450/3992] lr: 1.000e-06, eta: 3 days, 5:08:18, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0236, loss_cls: 0.1449, acc: 94.6016, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4274 2022-05-12 09:39:15,631 - mmdet - INFO - Epoch [60][2500/3992] lr: 1.000e-06, eta: 3 days, 5:07:53, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0231, loss_cls: 0.1392, acc: 94.7344, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4152 2022-05-12 09:39:39,743 - mmdet - INFO - Epoch [60][2550/3992] lr: 1.000e-06, eta: 3 days, 5:07:27, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0272, loss_cls: 0.1563, acc: 94.3281, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4403 2022-05-12 09:40:04,657 - mmdet - INFO - Epoch [60][2600/3992] lr: 1.000e-06, eta: 3 days, 5:07:02, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0249, loss_cls: 0.1597, acc: 94.1328, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4566 2022-05-12 09:40:29,937 - mmdet - INFO - Epoch [60][2650/3992] lr: 1.000e-06, eta: 3 days, 5:06:39, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0081, loss_rpn_bbox: 0.0231, loss_cls: 0.1413, acc: 94.7988, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4040 2022-05-12 09:40:54,189 - mmdet - INFO - Epoch [60][2700/3992] lr: 1.000e-06, eta: 3 days, 5:06:13, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0351, loss_cls: 0.1638, acc: 93.8340, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4786 2022-05-12 09:41:18,796 - mmdet - INFO - Epoch [60][2750/3992] lr: 1.000e-06, eta: 3 days, 5:05:48, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0295, loss_cls: 0.1528, acc: 94.2285, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4571 2022-05-12 09:41:43,821 - mmdet - INFO - Epoch [60][2800/3992] lr: 1.000e-06, eta: 3 days, 5:05:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0293, loss_cls: 0.1628, acc: 93.8066, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4780 2022-05-12 09:42:09,058 - mmdet - INFO - Epoch [60][2850/3992] lr: 1.000e-06, eta: 3 days, 5:05:00, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0237, loss_cls: 0.1440, acc: 94.5801, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4263 2022-05-12 09:42:33,005 - mmdet - INFO - Epoch [60][2900/3992] lr: 1.000e-06, eta: 3 days, 5:04:33, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0277, loss_cls: 0.1648, acc: 93.9863, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4696 2022-05-12 09:42:58,757 - mmdet - INFO - Epoch [60][2950/3992] lr: 1.000e-06, eta: 3 days, 5:04:10, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0224, loss_cls: 0.1405, acc: 94.8105, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4114 2022-05-12 09:43:25,003 - mmdet - INFO - Epoch [60][3000/3992] lr: 1.000e-06, eta: 3 days, 5:03:49, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0279, loss_cls: 0.1562, acc: 94.4785, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4569 2022-05-12 09:43:49,683 - mmdet - INFO - Epoch [60][3050/3992] lr: 1.000e-06, eta: 3 days, 5:03:24, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0258, loss_cls: 0.1523, acc: 94.4141, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4564 2022-05-12 09:44:13,673 - mmdet - INFO - Epoch [60][3100/3992] lr: 1.000e-06, eta: 3 days, 5:02:58, time: 0.480, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0219, loss_cls: 0.1388, acc: 94.8672, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4131 2022-05-12 09:44:38,436 - mmdet - INFO - Epoch [60][3150/3992] lr: 1.000e-06, eta: 3 days, 5:02:33, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0275, loss_cls: 0.1568, acc: 94.1504, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4479 2022-05-12 09:45:03,890 - mmdet - INFO - Epoch [60][3200/3992] lr: 1.000e-06, eta: 3 days, 5:02:10, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0290, loss_cls: 0.1606, acc: 94.1328, loss_bbox: 0.2687, loss_mask: 0.0000, loss: 0.4732 2022-05-12 09:45:28,353 - mmdet - INFO - Epoch [60][3250/3992] lr: 1.000e-06, eta: 3 days, 5:01:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0234, loss_cls: 0.1534, acc: 94.1797, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4367 2022-05-12 09:45:53,904 - mmdet - INFO - Epoch [60][3300/3992] lr: 1.000e-06, eta: 3 days, 5:01:21, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0263, loss_cls: 0.1645, acc: 93.8496, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4718 2022-05-12 09:46:18,628 - mmdet - INFO - Epoch [60][3350/3992] lr: 1.000e-06, eta: 3 days, 5:00:56, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0245, loss_cls: 0.1446, acc: 94.9727, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.4063 2022-05-12 09:46:43,683 - mmdet - INFO - Epoch [60][3400/3992] lr: 1.000e-06, eta: 3 days, 5:00:32, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0277, loss_cls: 0.1518, acc: 94.3359, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4557 2022-05-12 09:47:07,600 - mmdet - INFO - Epoch [60][3450/3992] lr: 1.000e-06, eta: 3 days, 5:00:05, time: 0.478, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0224, loss_cls: 0.1342, acc: 94.9961, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4025 2022-05-12 09:47:31,651 - mmdet - INFO - Epoch [60][3500/3992] lr: 1.000e-06, eta: 3 days, 4:59:39, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0241, loss_cls: 0.1493, acc: 94.5605, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4272 2022-05-12 09:47:55,790 - mmdet - INFO - Epoch [60][3550/3992] lr: 1.000e-06, eta: 3 days, 4:59:13, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0238, loss_cls: 0.1486, acc: 94.4902, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4291 2022-05-12 09:48:20,816 - mmdet - INFO - Epoch [60][3600/3992] lr: 1.000e-06, eta: 3 days, 4:58:48, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0275, loss_cls: 0.1496, acc: 94.3438, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4405 2022-05-12 09:48:45,553 - mmdet - INFO - Epoch [60][3650/3992] lr: 1.000e-06, eta: 3 days, 4:58:23, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0264, loss_cls: 0.1521, acc: 94.4336, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4402 2022-05-12 09:49:11,478 - mmdet - INFO - Epoch [60][3700/3992] lr: 1.000e-06, eta: 3 days, 4:58:01, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0220, loss_cls: 0.1419, acc: 94.6445, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4106 2022-05-12 09:49:36,357 - mmdet - INFO - Epoch [60][3750/3992] lr: 1.000e-06, eta: 3 days, 4:57:37, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0250, loss_cls: 0.1549, acc: 94.4648, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4477 2022-05-12 09:50:01,163 - mmdet - INFO - Epoch [60][3800/3992] lr: 1.000e-06, eta: 3 days, 4:57:12, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0225, loss_cls: 0.1311, acc: 95.2285, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3917 2022-05-12 09:50:25,225 - mmdet - INFO - Epoch [60][3850/3992] lr: 1.000e-06, eta: 3 days, 4:56:46, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0262, loss_cls: 0.1509, acc: 94.1914, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4515 2022-05-12 09:50:51,137 - mmdet - INFO - Epoch [60][3900/3992] lr: 1.000e-06, eta: 3 days, 4:56:24, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0293, loss_cls: 0.1654, acc: 93.8184, loss_bbox: 0.2799, loss_mask: 0.0000, loss: 0.4860 2022-05-12 09:51:15,796 - mmdet - INFO - Epoch [60][3950/3992] lr: 1.000e-06, eta: 3 days, 4:55:58, time: 0.493, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0238, loss_cls: 0.1429, acc: 94.7344, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4169 2022-05-12 09:51:36,351 - mmdet - INFO - Saving checkpoint at 60 epochs 2022-05-12 09:57:16,041 - mmdet - INFO - Evaluating bbox... 2022-05-12 09:57:32,572 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.298 2022-05-12 09:57:32,576 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.094 | table | 0.257 | desk | 0.093 | | sofa_chair | 0.482 | pillow | 0.059 | box | 0.023 | | garbage_bin | 0.356 | cabinet | 0.044 | drawer | 0.056 | | shelf | 0.106 | kitchen_counter | 0.158 | kitchen_cabinet | 0.198 | | cpu | 0.028 | bench | 0.152 | file_cabinet | 0.090 | | whiteboard | 0.145 | lamp | 0.175 | endtable | 0.131 | | bookshelf | 0.228 | coffee_table | 0.196 | dresser | 0.176 | | paper | 0.008 | printer | 0.205 | monitor | 0.223 | | back_pack | 0.073 | night_stand | 0.295 | door | 0.087 | | picture | 0.045 | ottoman | 0.185 | stool | 0.222 | | outlet | 0.000 | towel | 0.073 | tray | 0.018 | | bag | 0.016 | stove | 0.104 | bathtub | 0.436 | | scanner | 0.187 | cubby | 0.026 | mirror | 0.021 | | bottle | 0.004 | rack | 0.019 | cup | 0.074 | | thermos | 0.001 | island | 0.103 | counter | 0.032 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.198 | | cart | 0.103 | tv_stand | 0.111 | poster | 0.001 | | soap_dispenser | 0.017 | toy | nan | chair | 0.340 | | sofa | 0.418 | plant | 0.041 | bed | 0.605 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.255 | | laptop | 0.113 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.031 | microwave | 0.236 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.163 | | fridge | 0.173 | book | 0.009 | clock | 0.079 | | vase | 0.049 | fire_extinguisher | 0.004 | blinds | 0.017 | | podium | 0.199 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:32,579 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.233 | table | 0.461 | desk | 0.204 | | sofa_chair | 0.672 | pillow | 0.148 | box | 0.051 | | garbage_bin | 0.621 | cabinet | 0.088 | drawer | 0.088 | | shelf | 0.218 | kitchen_counter | 0.267 | kitchen_cabinet | 0.308 | | cpu | 0.069 | bench | 0.292 | file_cabinet | 0.124 | | whiteboard | 0.233 | lamp | 0.382 | endtable | 0.252 | | bookshelf | 0.413 | coffee_table | 0.368 | dresser | 0.273 | | paper | 0.024 | printer | 0.362 | monitor | 0.522 | | back_pack | 0.160 | night_stand | 0.512 | door | 0.122 | | picture | 0.081 | ottoman | 0.257 | stool | 0.421 | | outlet | 0.000 | towel | 0.111 | tray | 0.043 | | bag | 0.020 | stove | 0.194 | bathtub | 0.682 | | scanner | 0.271 | cubby | 0.040 | mirror | 0.052 | | bottle | 0.007 | rack | 0.029 | cup | 0.183 | | thermos | 0.002 | island | 0.146 | counter | 0.040 | | bowl | 0.086 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.308 | | cart | 0.162 | tv_stand | 0.250 | poster | 0.002 | | soap_dispenser | 0.025 | toy | nan | chair | 0.685 | | sofa | 0.610 | plant | 0.103 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.853 | tv | 0.445 | | laptop | 0.236 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.255 | telephone | 0.078 | microwave | 0.473 | | oven | 0.056 | paper_towel_dispenser | 0.446 | sink | 0.453 | | fridge | 0.325 | book | 0.026 | clock | 0.116 | | vase | 0.090 | fire_extinguisher | 0.018 | blinds | 0.049 | | podium | 0.277 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:32,582 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.060 | table | 0.256 | desk | 0.078 | | sofa_chair | 0.567 | pillow | 0.034 | box | 0.020 | | garbage_bin | 0.385 | cabinet | 0.036 | drawer | 0.055 | | shelf | 0.089 | kitchen_counter | 0.162 | kitchen_cabinet | 0.242 | | cpu | 0.004 | bench | 0.127 | file_cabinet | 0.122 | | whiteboard | 0.145 | lamp | 0.147 | endtable | 0.109 | | bookshelf | 0.232 | coffee_table | 0.143 | dresser | 0.205 | | paper | 0.002 | printer | 0.165 | monitor | 0.156 | | back_pack | 0.056 | night_stand | 0.305 | door | 0.112 | | picture | 0.042 | ottoman | 0.231 | stool | 0.248 | | outlet | 0.000 | towel | 0.087 | tray | 0.021 | | bag | 0.019 | stove | 0.109 | bathtub | 0.430 | | scanner | 0.183 | cubby | 0.032 | mirror | 0.011 | | bottle | 0.005 | rack | 0.025 | cup | 0.040 | | thermos | 0.000 | island | 0.114 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.082 | tv_stand | 0.073 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.299 | | sofa | 0.480 | plant | 0.014 | bed | 0.696 | | dining_table | 0.006 | toilet | 0.585 | tv | 0.266 | | laptop | 0.099 | mouse | 0.010 | basket | 0.000 | | keyboard | 0.020 | telephone | 0.011 | microwave | 0.162 | | oven | 0.006 | paper_towel_dispenser | 0.287 | sink | 0.066 | | fridge | 0.143 | book | 0.005 | clock | 0.116 | | vase | 0.048 | fire_extinguisher | 0.000 | blinds | 0.017 | | podium | 0.249 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:32,582 - mmdet - INFO - Evaluating segm... 2022-05-12 09:57:51,006 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 09:57:51,010 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:51,013 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:51,017 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 09:57:51,333 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 09:57:51,333 - mmdet - INFO - Epoch(val) [60][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.122 0.006 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 09:58:18,721 - mmdet - INFO - Epoch [61][50/3992] lr: 1.000e-06, eta: 3 days, 4:54:30, time: 0.548, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0240, loss_cls: 0.1467, acc: 94.5020, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4256 2022-05-12 09:58:43,307 - mmdet - INFO - Epoch [61][100/3992] lr: 1.000e-06, eta: 3 days, 4:54:05, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0246, loss_cls: 0.1434, acc: 94.6230, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4253 2022-05-12 09:59:07,985 - mmdet - INFO - Epoch [61][150/3992] lr: 1.000e-06, eta: 3 days, 4:53:40, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0259, loss_cls: 0.1499, acc: 94.5195, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4408 2022-05-12 09:59:33,384 - mmdet - INFO - Epoch [61][200/3992] lr: 1.000e-06, eta: 3 days, 4:53:17, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0266, loss_cls: 0.1687, acc: 94.0664, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4780 2022-05-12 09:59:57,441 - mmdet - INFO - Epoch [61][250/3992] lr: 1.000e-06, eta: 3 days, 4:52:50, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0261, loss_cls: 0.1357, acc: 94.8945, loss_bbox: 0.2191, loss_mask: 0.0000, loss: 0.3951 2022-05-12 10:00:22,243 - mmdet - INFO - Epoch [61][300/3992] lr: 1.000e-06, eta: 3 days, 4:52:26, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0278, loss_cls: 0.1604, acc: 94.0645, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4637 2022-05-12 10:00:46,749 - mmdet - INFO - Epoch [61][350/3992] lr: 1.000e-06, eta: 3 days, 4:52:00, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0240, loss_cls: 0.1312, acc: 95.0195, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.3999 2022-05-12 10:01:11,913 - mmdet - INFO - Epoch [61][400/3992] lr: 1.000e-06, eta: 3 days, 4:51:37, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0302, loss_cls: 0.1533, acc: 94.1582, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4614 2022-05-12 10:01:37,306 - mmdet - INFO - Epoch [61][450/3992] lr: 1.000e-06, eta: 3 days, 4:51:13, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0275, loss_cls: 0.1498, acc: 94.3125, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4368 2022-05-12 10:02:01,587 - mmdet - INFO - Epoch [61][500/3992] lr: 1.000e-06, eta: 3 days, 4:50:47, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0281, loss_cls: 0.1575, acc: 94.2969, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4512 2022-05-12 10:02:26,665 - mmdet - INFO - Epoch [61][550/3992] lr: 1.000e-06, eta: 3 days, 4:50:23, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0305, loss_cls: 0.1698, acc: 93.6758, loss_bbox: 0.2733, loss_mask: 0.0000, loss: 0.4902 2022-05-12 10:02:50,955 - mmdet - INFO - Epoch [61][600/3992] lr: 1.000e-06, eta: 3 days, 4:49:57, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0229, loss_cls: 0.1330, acc: 95.0684, loss_bbox: 0.2233, loss_mask: 0.0000, loss: 0.3891 2022-05-12 10:03:16,066 - mmdet - INFO - Epoch [61][650/3992] lr: 1.000e-06, eta: 3 days, 4:49:33, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0262, loss_cls: 0.1561, acc: 94.2031, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4574 2022-05-12 10:03:41,796 - mmdet - INFO - Epoch [61][700/3992] lr: 1.000e-06, eta: 3 days, 4:49:11, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0295, loss_cls: 0.1512, acc: 94.4355, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4397 2022-05-12 10:04:07,126 - mmdet - INFO - Epoch [61][750/3992] lr: 1.000e-06, eta: 3 days, 4:48:47, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0287, loss_cls: 0.1584, acc: 94.3281, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4544 2022-05-12 10:04:32,567 - mmdet - INFO - Epoch [61][800/3992] lr: 1.000e-06, eta: 3 days, 4:48:24, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0271, loss_cls: 0.1607, acc: 94.1465, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4723 2022-05-12 10:04:58,792 - mmdet - INFO - Epoch [61][850/3992] lr: 1.000e-06, eta: 3 days, 4:48:03, time: 0.524, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0280, loss_cls: 0.1629, acc: 93.8672, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4742 2022-05-12 10:05:24,197 - mmdet - INFO - Epoch [61][900/3992] lr: 1.000e-06, eta: 3 days, 4:47:39, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0237, loss_cls: 0.1629, acc: 94.1758, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4572 2022-05-12 10:05:49,724 - mmdet - INFO - Epoch [61][950/3992] lr: 1.000e-06, eta: 3 days, 4:47:16, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0267, loss_cls: 0.1495, acc: 94.4609, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4386 2022-05-12 10:06:15,221 - mmdet - INFO - Epoch [61][1000/3992] lr: 1.000e-06, eta: 3 days, 4:46:53, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0284, loss_cls: 0.1542, acc: 94.5078, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4313 2022-05-12 10:06:40,479 - mmdet - INFO - Epoch [61][1050/3992] lr: 1.000e-06, eta: 3 days, 4:46:30, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0243, loss_cls: 0.1419, acc: 94.5840, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4130 2022-05-12 10:07:06,218 - mmdet - INFO - Epoch [61][1100/3992] lr: 1.000e-06, eta: 3 days, 4:46:07, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0262, loss_cls: 0.1494, acc: 94.3594, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4447 2022-05-12 10:07:30,529 - mmdet - INFO - Epoch [61][1150/3992] lr: 1.000e-06, eta: 3 days, 4:45:41, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0299, loss_cls: 0.1559, acc: 94.0879, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4558 2022-05-12 10:07:55,662 - mmdet - INFO - Epoch [61][1200/3992] lr: 1.000e-06, eta: 3 days, 4:45:17, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0266, loss_cls: 0.1470, acc: 94.3086, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4436 2022-05-12 10:08:21,322 - mmdet - INFO - Epoch [61][1250/3992] lr: 1.000e-06, eta: 3 days, 4:44:55, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0263, loss_cls: 0.1381, acc: 94.8633, loss_bbox: 0.2305, loss_mask: 0.0000, loss: 0.4134 2022-05-12 10:08:45,633 - mmdet - INFO - Epoch [61][1300/3992] lr: 1.000e-06, eta: 3 days, 4:44:29, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0240, loss_cls: 0.1540, acc: 94.2852, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4426 2022-05-12 10:09:11,389 - mmdet - INFO - Epoch [61][1350/3992] lr: 1.000e-06, eta: 3 days, 4:44:06, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0261, loss_cls: 0.1473, acc: 94.4980, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4280 2022-05-12 10:09:36,112 - mmdet - INFO - Epoch [61][1400/3992] lr: 1.000e-06, eta: 3 days, 4:43:41, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0250, loss_cls: 0.1587, acc: 94.3789, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4481 2022-05-12 10:10:02,156 - mmdet - INFO - Epoch [61][1450/3992] lr: 1.000e-06, eta: 3 days, 4:43:19, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0241, loss_cls: 0.1442, acc: 94.5508, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4249 2022-05-12 10:10:27,451 - mmdet - INFO - Epoch [61][1500/3992] lr: 1.000e-06, eta: 3 days, 4:42:56, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0241, loss_cls: 0.1330, acc: 94.8516, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4000 2022-05-12 10:10:52,061 - mmdet - INFO - Epoch [61][1550/3992] lr: 1.000e-06, eta: 3 days, 4:42:31, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0243, loss_cls: 0.1417, acc: 94.7676, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4113 2022-05-12 10:11:17,447 - mmdet - INFO - Epoch [61][1600/3992] lr: 1.000e-06, eta: 3 days, 4:42:07, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0259, loss_cls: 0.1584, acc: 94.3848, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4355 2022-05-12 10:11:43,073 - mmdet - INFO - Epoch [61][1650/3992] lr: 1.000e-06, eta: 3 days, 4:41:45, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0338, loss_cls: 0.1786, acc: 93.4473, loss_bbox: 0.2775, loss_mask: 0.0000, loss: 0.5148 2022-05-12 10:12:08,972 - mmdet - INFO - Epoch [61][1700/3992] lr: 1.000e-06, eta: 3 days, 4:41:22, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0233, loss_cls: 0.1366, acc: 95.0059, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4055 2022-05-12 10:12:34,198 - mmdet - INFO - Epoch [61][1750/3992] lr: 1.000e-06, eta: 3 days, 4:40:59, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0267, loss_cls: 0.1519, acc: 94.3027, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4362 2022-05-12 10:12:59,561 - mmdet - INFO - Epoch [61][1800/3992] lr: 1.000e-06, eta: 3 days, 4:40:35, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0261, loss_cls: 0.1643, acc: 94.1426, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4531 2022-05-12 10:13:25,025 - mmdet - INFO - Epoch [61][1850/3992] lr: 1.000e-06, eta: 3 days, 4:40:12, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0257, loss_cls: 0.1534, acc: 94.3125, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4467 2022-05-12 10:13:50,575 - mmdet - INFO - Epoch [61][1900/3992] lr: 1.000e-06, eta: 3 days, 4:39:49, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0217, loss_cls: 0.1344, acc: 94.9258, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.3938 2022-05-12 10:14:16,693 - mmdet - INFO - Epoch [61][1950/3992] lr: 1.000e-06, eta: 3 days, 4:39:27, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0258, loss_cls: 0.1566, acc: 94.2617, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4597 2022-05-12 10:14:41,185 - mmdet - INFO - Epoch [61][2000/3992] lr: 1.000e-06, eta: 3 days, 4:39:02, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0273, loss_cls: 0.1637, acc: 94.1016, loss_bbox: 0.2738, loss_mask: 0.0000, loss: 0.4792 2022-05-12 10:15:07,197 - mmdet - INFO - Epoch [61][2050/3992] lr: 1.000e-06, eta: 3 days, 4:38:40, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0251, loss_cls: 0.1552, acc: 94.3691, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4511 2022-05-12 10:15:33,844 - mmdet - INFO - Epoch [61][2100/3992] lr: 1.000e-06, eta: 3 days, 4:38:20, time: 0.533, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0245, loss_cls: 0.1427, acc: 94.6035, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4227 2022-05-12 10:15:59,807 - mmdet - INFO - Epoch [61][2150/3992] lr: 1.000e-06, eta: 3 days, 4:37:58, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0251, loss_cls: 0.1389, acc: 94.8730, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4103 2022-05-12 10:16:25,294 - mmdet - INFO - Epoch [61][2200/3992] lr: 1.000e-06, eta: 3 days, 4:37:34, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0235, loss_cls: 0.1423, acc: 94.7441, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4124 2022-05-12 10:16:49,575 - mmdet - INFO - Epoch [61][2250/3992] lr: 1.000e-06, eta: 3 days, 4:37:08, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0251, loss_cls: 0.1482, acc: 94.4434, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4385 2022-05-12 10:17:13,708 - mmdet - INFO - Epoch [61][2300/3992] lr: 1.000e-06, eta: 3 days, 4:36:42, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0236, loss_cls: 0.1473, acc: 94.3945, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4237 2022-05-12 10:17:40,213 - mmdet - INFO - Epoch [61][2350/3992] lr: 1.000e-06, eta: 3 days, 4:36:21, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0259, loss_cls: 0.1524, acc: 94.3965, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4389 2022-05-12 10:18:05,037 - mmdet - INFO - Epoch [61][2400/3992] lr: 1.000e-06, eta: 3 days, 4:35:57, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0247, loss_cls: 0.1559, acc: 94.4023, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4498 2022-05-12 10:18:29,554 - mmdet - INFO - Epoch [61][2450/3992] lr: 1.000e-06, eta: 3 days, 4:35:31, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0280, loss_cls: 0.1412, acc: 94.7930, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4217 2022-05-12 10:18:55,590 - mmdet - INFO - Epoch [61][2500/3992] lr: 1.000e-06, eta: 3 days, 4:35:09, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0207, loss_rpn_bbox: 0.0303, loss_cls: 0.1761, acc: 93.6348, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4896 2022-05-12 10:19:21,473 - mmdet - INFO - Epoch [61][2550/3992] lr: 1.000e-06, eta: 3 days, 4:34:47, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0254, loss_cls: 0.1552, acc: 94.4844, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4327 2022-05-12 10:19:45,961 - mmdet - INFO - Epoch [61][2600/3992] lr: 1.000e-06, eta: 3 days, 4:34:22, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0273, loss_cls: 0.1485, acc: 94.4219, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4408 2022-05-12 10:20:11,319 - mmdet - INFO - Epoch [61][2650/3992] lr: 1.000e-06, eta: 3 days, 4:33:58, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0265, loss_cls: 0.1460, acc: 94.5156, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4300 2022-05-12 10:20:35,949 - mmdet - INFO - Epoch [61][2700/3992] lr: 1.000e-06, eta: 3 days, 4:33:33, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0286, loss_cls: 0.1433, acc: 94.7422, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4378 2022-05-12 10:21:01,218 - mmdet - INFO - Epoch [61][2750/3992] lr: 1.000e-06, eta: 3 days, 4:33:10, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0272, loss_cls: 0.1627, acc: 94.1191, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4613 2022-05-12 10:21:25,969 - mmdet - INFO - Epoch [61][2800/3992] lr: 1.000e-06, eta: 3 days, 4:32:45, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0296, loss_cls: 0.1662, acc: 93.8125, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4768 2022-05-12 10:21:50,711 - mmdet - INFO - Epoch [61][2850/3992] lr: 1.000e-06, eta: 3 days, 4:32:20, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0272, loss_cls: 0.1568, acc: 94.2461, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4450 2022-05-12 10:22:16,641 - mmdet - INFO - Epoch [61][2900/3992] lr: 1.000e-06, eta: 3 days, 4:31:58, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0307, loss_cls: 0.1655, acc: 93.6523, loss_bbox: 0.2805, loss_mask: 0.0000, loss: 0.4907 2022-05-12 10:22:41,266 - mmdet - INFO - Epoch [61][2950/3992] lr: 1.000e-06, eta: 3 days, 4:31:33, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0266, loss_cls: 0.1425, acc: 94.9688, loss_bbox: 0.2217, loss_mask: 0.0000, loss: 0.4089 2022-05-12 10:23:06,768 - mmdet - INFO - Epoch [61][3000/3992] lr: 1.000e-06, eta: 3 days, 4:31:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0305, loss_cls: 0.1629, acc: 94.0820, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4749 2022-05-12 10:23:32,221 - mmdet - INFO - Epoch [61][3050/3992] lr: 1.000e-06, eta: 3 days, 4:30:46, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0283, loss_cls: 0.1559, acc: 94.0332, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4688 2022-05-12 10:23:57,572 - mmdet - INFO - Epoch [61][3100/3992] lr: 1.000e-06, eta: 3 days, 4:30:23, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0246, loss_cls: 0.1488, acc: 94.4688, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4242 2022-05-12 10:24:23,353 - mmdet - INFO - Epoch [61][3150/3992] lr: 1.000e-06, eta: 3 days, 4:30:00, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0256, loss_cls: 0.1505, acc: 94.3730, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4442 2022-05-12 10:24:47,893 - mmdet - INFO - Epoch [61][3200/3992] lr: 1.000e-06, eta: 3 days, 4:29:35, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0248, loss_cls: 0.1480, acc: 94.4863, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4342 2022-05-12 10:25:13,340 - mmdet - INFO - Epoch [61][3250/3992] lr: 1.000e-06, eta: 3 days, 4:29:12, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0204, loss_cls: 0.1328, acc: 95.0957, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3845 2022-05-12 10:25:39,044 - mmdet - INFO - Epoch [61][3300/3992] lr: 1.000e-06, eta: 3 days, 4:28:49, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0298, loss_cls: 0.1528, acc: 94.1465, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4510 2022-05-12 10:26:04,962 - mmdet - INFO - Epoch [61][3350/3992] lr: 1.000e-06, eta: 3 days, 4:28:27, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0290, loss_cls: 0.1692, acc: 93.9512, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4962 2022-05-12 10:26:30,504 - mmdet - INFO - Epoch [61][3400/3992] lr: 1.000e-06, eta: 3 days, 4:28:04, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0261, loss_cls: 0.1524, acc: 94.3418, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4567 2022-05-12 10:26:54,600 - mmdet - INFO - Epoch [61][3450/3992] lr: 1.000e-06, eta: 3 days, 4:27:38, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0235, loss_cls: 0.1394, acc: 94.6777, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4215 2022-05-12 10:27:20,648 - mmdet - INFO - Epoch [61][3500/3992] lr: 1.000e-06, eta: 3 days, 4:27:16, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0247, loss_cls: 0.1530, acc: 94.5059, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4397 2022-05-12 10:27:45,936 - mmdet - INFO - Epoch [61][3550/3992] lr: 1.000e-06, eta: 3 days, 4:26:52, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0282, loss_cls: 0.1639, acc: 94.0586, loss_bbox: 0.2666, loss_mask: 0.0000, loss: 0.4726 2022-05-12 10:28:10,287 - mmdet - INFO - Epoch [61][3600/3992] lr: 1.000e-06, eta: 3 days, 4:26:26, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0213, loss_cls: 0.1253, acc: 95.2949, loss_bbox: 0.2193, loss_mask: 0.0000, loss: 0.3756 2022-05-12 10:28:35,263 - mmdet - INFO - Epoch [61][3650/3992] lr: 1.000e-06, eta: 3 days, 4:26:02, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0267, loss_cls: 0.1468, acc: 94.6465, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4245 2022-05-12 10:29:00,399 - mmdet - INFO - Epoch [61][3700/3992] lr: 1.000e-06, eta: 3 days, 4:25:38, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0246, loss_cls: 0.1511, acc: 94.4648, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4408 2022-05-12 10:29:24,886 - mmdet - INFO - Epoch [61][3750/3992] lr: 1.000e-06, eta: 3 days, 4:25:13, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0232, loss_cls: 0.1518, acc: 94.4199, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4375 2022-05-12 10:29:49,823 - mmdet - INFO - Epoch [61][3800/3992] lr: 1.000e-06, eta: 3 days, 4:24:48, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0283, loss_cls: 0.1651, acc: 93.9727, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4727 2022-05-12 10:30:14,496 - mmdet - INFO - Epoch [61][3850/3992] lr: 1.000e-06, eta: 3 days, 4:24:23, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0236, loss_cls: 0.1444, acc: 94.5898, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4234 2022-05-12 10:30:39,298 - mmdet - INFO - Epoch [61][3900/3992] lr: 1.000e-06, eta: 3 days, 4:23:58, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0221, loss_cls: 0.1415, acc: 94.8359, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.4040 2022-05-12 10:31:05,181 - mmdet - INFO - Epoch [61][3950/3992] lr: 1.000e-06, eta: 3 days, 4:23:36, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0285, loss_cls: 0.1398, acc: 94.9512, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.4142 2022-05-12 10:31:25,759 - mmdet - INFO - Saving checkpoint at 61 epochs 2022-05-12 10:37:06,372 - mmdet - INFO - Evaluating bbox... 2022-05-12 10:37:22,674 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 10:37:22,678 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.106 | table | 0.257 | desk | 0.093 | | sofa_chair | 0.484 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.356 | cabinet | 0.042 | drawer | 0.056 | | shelf | 0.109 | kitchen_counter | 0.160 | kitchen_cabinet | 0.204 | | cpu | 0.027 | bench | 0.158 | file_cabinet | 0.075 | | whiteboard | 0.146 | lamp | 0.174 | endtable | 0.134 | | bookshelf | 0.227 | coffee_table | 0.199 | dresser | 0.175 | | paper | 0.008 | printer | 0.216 | monitor | 0.224 | | back_pack | 0.077 | night_stand | 0.296 | door | 0.088 | | picture | 0.045 | ottoman | 0.194 | stool | 0.222 | | outlet | 0.000 | towel | 0.078 | tray | 0.013 | | bag | 0.013 | stove | 0.103 | bathtub | 0.436 | | scanner | 0.191 | cubby | 0.021 | mirror | 0.021 | | bottle | 0.006 | rack | 0.016 | cup | 0.075 | | thermos | 0.001 | island | 0.099 | counter | 0.035 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.003 | coffee_maker | 0.192 | | cart | 0.119 | tv_stand | 0.112 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.340 | | sofa | 0.420 | plant | 0.033 | bed | 0.608 | | dining_table | 0.005 | toilet | 0.536 | tv | 0.252 | | laptop | 0.112 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.034 | microwave | 0.237 | | oven | 0.018 | paper_towel_dispenser | 0.265 | sink | 0.166 | | fridge | 0.165 | book | 0.009 | clock | 0.080 | | vase | 0.049 | fire_extinguisher | 0.004 | blinds | 0.017 | | podium | 0.196 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:22,682 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.211 | table | 0.464 | desk | 0.202 | | sofa_chair | 0.671 | pillow | 0.145 | box | 0.050 | | garbage_bin | 0.618 | cabinet | 0.086 | drawer | 0.086 | | shelf | 0.218 | kitchen_counter | 0.267 | kitchen_cabinet | 0.329 | | cpu | 0.071 | bench | 0.302 | file_cabinet | 0.112 | | whiteboard | 0.236 | lamp | 0.380 | endtable | 0.255 | | bookshelf | 0.417 | coffee_table | 0.371 | dresser | 0.273 | | paper | 0.024 | printer | 0.366 | monitor | 0.523 | | back_pack | 0.151 | night_stand | 0.523 | door | 0.127 | | picture | 0.079 | ottoman | 0.268 | stool | 0.424 | | outlet | 0.000 | towel | 0.117 | tray | 0.036 | | bag | 0.020 | stove | 0.192 | bathtub | 0.679 | | scanner | 0.273 | cubby | 0.037 | mirror | 0.051 | | bottle | 0.009 | rack | 0.027 | cup | 0.186 | | thermos | 0.003 | island | 0.141 | counter | 0.042 | | bowl | 0.084 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.286 | | cart | 0.181 | tv_stand | 0.250 | poster | 0.002 | | soap_dispenser | 0.017 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.086 | bed | 0.882 | | dining_table | 0.008 | toilet | 0.854 | tv | 0.438 | | laptop | 0.232 | mouse | 0.108 | basket | 0.000 | | keyboard | 0.251 | telephone | 0.082 | microwave | 0.462 | | oven | 0.059 | paper_towel_dispenser | 0.406 | sink | 0.471 | | fridge | 0.314 | book | 0.024 | clock | 0.117 | | vase | 0.093 | fire_extinguisher | 0.021 | blinds | 0.051 | | podium | 0.277 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:22,685 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.125 | table | 0.259 | desk | 0.078 | | sofa_chair | 0.573 | pillow | 0.033 | box | 0.018 | | garbage_bin | 0.381 | cabinet | 0.033 | drawer | 0.055 | | shelf | 0.096 | kitchen_counter | 0.155 | kitchen_cabinet | 0.247 | | cpu | 0.004 | bench | 0.127 | file_cabinet | 0.110 | | whiteboard | 0.159 | lamp | 0.145 | endtable | 0.109 | | bookshelf | 0.226 | coffee_table | 0.140 | dresser | 0.190 | | paper | 0.002 | printer | 0.213 | monitor | 0.149 | | back_pack | 0.090 | night_stand | 0.303 | door | 0.116 | | picture | 0.047 | ottoman | 0.237 | stool | 0.234 | | outlet | 0.000 | towel | 0.091 | tray | 0.011 | | bag | 0.017 | stove | 0.108 | bathtub | 0.462 | | scanner | 0.185 | cubby | 0.015 | mirror | 0.011 | | bottle | 0.007 | rack | 0.023 | cup | 0.042 | | thermos | 0.000 | island | 0.112 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.102 | tv_stand | 0.073 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.297 | | sofa | 0.481 | plant | 0.012 | bed | 0.703 | | dining_table | 0.006 | toilet | 0.598 | tv | 0.258 | | laptop | 0.093 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.010 | microwave | 0.216 | | oven | 0.006 | paper_towel_dispenser | 0.274 | sink | 0.070 | | fridge | 0.170 | book | 0.006 | clock | 0.117 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.018 | | podium | 0.226 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:22,685 - mmdet - INFO - Evaluating segm... 2022-05-12 10:37:40,917 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 10:37:40,922 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:40,925 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:40,929 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 10:37:41,254 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 10:37:41,255 - mmdet - INFO - Epoch(val) [61][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.222 0.125 0.004 0.046 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 10:38:08,697 - mmdet - INFO - Epoch [62][50/3992] lr: 1.000e-06, eta: 3 days, 4:22:09, time: 0.549, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0281, loss_cls: 0.1520, acc: 94.4375, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4530 2022-05-12 10:38:33,124 - mmdet - INFO - Epoch [62][100/3992] lr: 1.000e-06, eta: 3 days, 4:21:44, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0298, loss_cls: 0.1643, acc: 93.8203, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4750 2022-05-12 10:38:57,718 - mmdet - INFO - Epoch [62][150/3992] lr: 1.000e-06, eta: 3 days, 4:21:18, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0302, loss_cls: 0.1690, acc: 93.6426, loss_bbox: 0.2747, loss_mask: 0.0000, loss: 0.4892 2022-05-12 10:39:22,561 - mmdet - INFO - Epoch [62][200/3992] lr: 1.000e-06, eta: 3 days, 4:20:54, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0280, loss_cls: 0.1450, acc: 94.6289, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4329 2022-05-12 10:39:47,271 - mmdet - INFO - Epoch [62][250/3992] lr: 1.000e-06, eta: 3 days, 4:20:29, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0306, loss_cls: 0.1756, acc: 93.5312, loss_bbox: 0.2889, loss_mask: 0.0000, loss: 0.5094 2022-05-12 10:40:12,242 - mmdet - INFO - Epoch [62][300/3992] lr: 1.000e-06, eta: 3 days, 4:20:05, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0276, loss_cls: 0.1627, acc: 94.0781, loss_bbox: 0.2690, loss_mask: 0.0000, loss: 0.4774 2022-05-12 10:40:38,304 - mmdet - INFO - Epoch [62][350/3992] lr: 1.000e-06, eta: 3 days, 4:19:43, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0308, loss_cls: 0.1575, acc: 94.1094, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4646 2022-05-12 10:41:04,992 - mmdet - INFO - Epoch [62][400/3992] lr: 1.000e-06, eta: 3 days, 4:19:22, time: 0.534, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0240, loss_cls: 0.1316, acc: 95.0625, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.4040 2022-05-12 10:41:30,716 - mmdet - INFO - Epoch [62][450/3992] lr: 1.000e-06, eta: 3 days, 4:19:00, time: 0.514, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0335, loss_cls: 0.1593, acc: 93.8301, loss_bbox: 0.2761, loss_mask: 0.0000, loss: 0.4847 2022-05-12 10:41:55,468 - mmdet - INFO - Epoch [62][500/3992] lr: 1.000e-06, eta: 3 days, 4:18:35, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0320, loss_cls: 0.1521, acc: 94.3086, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4591 2022-05-12 10:42:21,047 - mmdet - INFO - Epoch [62][550/3992] lr: 1.000e-06, eta: 3 days, 4:18:12, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1466, acc: 94.5312, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4259 2022-05-12 10:42:47,099 - mmdet - INFO - Epoch [62][600/3992] lr: 1.000e-06, eta: 3 days, 4:17:50, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0333, loss_cls: 0.1556, acc: 94.1582, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4759 2022-05-12 10:43:12,381 - mmdet - INFO - Epoch [62][650/3992] lr: 1.000e-06, eta: 3 days, 4:17:26, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0239, loss_cls: 0.1462, acc: 94.3750, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4263 2022-05-12 10:43:37,423 - mmdet - INFO - Epoch [62][700/3992] lr: 1.000e-06, eta: 3 days, 4:17:02, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0264, loss_cls: 0.1526, acc: 94.3184, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4507 2022-05-12 10:44:03,098 - mmdet - INFO - Epoch [62][750/3992] lr: 1.000e-06, eta: 3 days, 4:16:39, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0204, loss_cls: 0.1383, acc: 94.9277, loss_bbox: 0.2241, loss_mask: 0.0000, loss: 0.3922 2022-05-12 10:44:28,449 - mmdet - INFO - Epoch [62][800/3992] lr: 1.000e-06, eta: 3 days, 4:16:16, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0301, loss_cls: 0.1633, acc: 94.1270, loss_bbox: 0.2723, loss_mask: 0.0000, loss: 0.4818 2022-05-12 10:44:53,502 - mmdet - INFO - Epoch [62][850/3992] lr: 1.000e-06, eta: 3 days, 4:15:52, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0246, loss_cls: 0.1488, acc: 94.3828, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4382 2022-05-12 10:45:18,167 - mmdet - INFO - Epoch [62][900/3992] lr: 1.000e-06, eta: 3 days, 4:15:27, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0222, loss_cls: 0.1412, acc: 94.7246, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4210 2022-05-12 10:45:43,579 - mmdet - INFO - Epoch [62][950/3992] lr: 1.000e-06, eta: 3 days, 4:15:03, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0253, loss_cls: 0.1397, acc: 94.7812, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4121 2022-05-12 10:46:08,889 - mmdet - INFO - Epoch [62][1000/3992] lr: 1.000e-06, eta: 3 days, 4:14:40, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0291, loss_cls: 0.1529, acc: 94.3066, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4528 2022-05-12 10:46:33,696 - mmdet - INFO - Epoch [62][1050/3992] lr: 1.000e-06, eta: 3 days, 4:14:15, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0258, loss_cls: 0.1568, acc: 94.4023, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4429 2022-05-12 10:46:59,152 - mmdet - INFO - Epoch [62][1100/3992] lr: 1.000e-06, eta: 3 days, 4:13:52, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0297, loss_cls: 0.1547, acc: 94.3164, loss_bbox: 0.2681, loss_mask: 0.0000, loss: 0.4672 2022-05-12 10:47:24,255 - mmdet - INFO - Epoch [62][1150/3992] lr: 1.000e-06, eta: 3 days, 4:13:28, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0281, loss_cls: 0.1523, acc: 94.1797, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4501 2022-05-12 10:47:48,822 - mmdet - INFO - Epoch [62][1200/3992] lr: 1.000e-06, eta: 3 days, 4:13:03, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0243, loss_cls: 0.1434, acc: 94.7383, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4222 2022-05-12 10:48:13,830 - mmdet - INFO - Epoch [62][1250/3992] lr: 1.000e-06, eta: 3 days, 4:12:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0240, loss_cls: 0.1355, acc: 94.9258, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4020 2022-05-12 10:48:37,715 - mmdet - INFO - Epoch [62][1300/3992] lr: 1.000e-06, eta: 3 days, 4:12:12, time: 0.478, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0186, loss_cls: 0.1309, acc: 95.1152, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3847 2022-05-12 10:49:03,744 - mmdet - INFO - Epoch [62][1350/3992] lr: 1.000e-06, eta: 3 days, 4:11:50, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0241, loss_cls: 0.1284, acc: 94.9766, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3900 2022-05-12 10:49:29,049 - mmdet - INFO - Epoch [62][1400/3992] lr: 1.000e-06, eta: 3 days, 4:11:26, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0270, loss_cls: 0.1394, acc: 94.7109, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4115 2022-05-12 10:49:53,712 - mmdet - INFO - Epoch [62][1450/3992] lr: 1.000e-06, eta: 3 days, 4:11:01, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0262, loss_cls: 0.1519, acc: 94.3945, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4436 2022-05-12 10:50:18,371 - mmdet - INFO - Epoch [62][1500/3992] lr: 1.000e-06, eta: 3 days, 4:10:36, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0313, loss_cls: 0.1653, acc: 93.7910, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.4983 2022-05-12 10:50:44,476 - mmdet - INFO - Epoch [62][1550/3992] lr: 1.000e-06, eta: 3 days, 4:10:14, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0231, loss_cls: 0.1407, acc: 94.8848, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.4018 2022-05-12 10:51:10,453 - mmdet - INFO - Epoch [62][1600/3992] lr: 1.000e-06, eta: 3 days, 4:09:52, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0254, loss_cls: 0.1611, acc: 94.1328, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4470 2022-05-12 10:51:35,642 - mmdet - INFO - Epoch [62][1650/3992] lr: 1.000e-06, eta: 3 days, 4:09:28, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0269, loss_cls: 0.1629, acc: 94.0508, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4624 2022-05-12 10:52:01,698 - mmdet - INFO - Epoch [62][1700/3992] lr: 1.000e-06, eta: 3 days, 4:09:06, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0262, loss_cls: 0.1522, acc: 94.3809, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4351 2022-05-12 10:52:25,372 - mmdet - INFO - Epoch [62][1750/3992] lr: 1.000e-06, eta: 3 days, 4:08:39, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0260, loss_cls: 0.1280, acc: 95.0254, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.3953 2022-05-12 10:52:50,789 - mmdet - INFO - Epoch [62][1800/3992] lr: 1.000e-06, eta: 3 days, 4:08:16, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0230, loss_cls: 0.1366, acc: 94.9824, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4051 2022-05-12 10:53:16,045 - mmdet - INFO - Epoch [62][1850/3992] lr: 1.000e-06, eta: 3 days, 4:07:52, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0251, loss_cls: 0.1383, acc: 94.8535, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.4021 2022-05-12 10:53:40,433 - mmdet - INFO - Epoch [62][1900/3992] lr: 1.000e-06, eta: 3 days, 4:07:26, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0261, loss_cls: 0.1483, acc: 94.3926, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4374 2022-05-12 10:54:04,340 - mmdet - INFO - Epoch [62][1950/3992] lr: 1.000e-06, eta: 3 days, 4:07:00, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0254, loss_cls: 0.1485, acc: 94.7441, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4302 2022-05-12 10:54:29,840 - mmdet - INFO - Epoch [62][2000/3992] lr: 1.000e-06, eta: 3 days, 4:06:36, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0230, loss_rpn_bbox: 0.0272, loss_cls: 0.1566, acc: 94.3574, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4608 2022-05-12 10:54:55,679 - mmdet - INFO - Epoch [62][2050/3992] lr: 1.000e-06, eta: 3 days, 4:06:14, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0302, loss_cls: 0.1822, acc: 93.2539, loss_bbox: 0.2776, loss_mask: 0.0000, loss: 0.5071 2022-05-12 10:55:21,035 - mmdet - INFO - Epoch [62][2100/3992] lr: 1.000e-06, eta: 3 days, 4:05:51, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0223, loss_cls: 0.1342, acc: 95.1230, loss_bbox: 0.2164, loss_mask: 0.0000, loss: 0.3840 2022-05-12 10:55:45,971 - mmdet - INFO - Epoch [62][2150/3992] lr: 1.000e-06, eta: 3 days, 4:05:26, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0228, loss_cls: 0.1327, acc: 94.9863, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4036 2022-05-12 10:56:10,099 - mmdet - INFO - Epoch [62][2200/3992] lr: 1.000e-06, eta: 3 days, 4:05:00, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0261, loss_cls: 0.1597, acc: 94.1230, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4494 2022-05-12 10:56:35,445 - mmdet - INFO - Epoch [62][2250/3992] lr: 1.000e-06, eta: 3 days, 4:04:36, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0257, loss_cls: 0.1593, acc: 94.2363, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4510 2022-05-12 10:57:00,824 - mmdet - INFO - Epoch [62][2300/3992] lr: 1.000e-06, eta: 3 days, 4:04:13, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0257, loss_cls: 0.1435, acc: 94.8027, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.4107 2022-05-12 10:57:25,072 - mmdet - INFO - Epoch [62][2350/3992] lr: 1.000e-06, eta: 3 days, 4:03:47, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0245, loss_cls: 0.1479, acc: 94.7480, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4225 2022-05-12 10:57:50,023 - mmdet - INFO - Epoch [62][2400/3992] lr: 1.000e-06, eta: 3 days, 4:03:23, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0235, loss_cls: 0.1618, acc: 94.2109, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4491 2022-05-12 10:58:15,442 - mmdet - INFO - Epoch [62][2450/3992] lr: 1.000e-06, eta: 3 days, 4:02:59, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0274, loss_cls: 0.1534, acc: 94.4766, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4486 2022-05-12 10:58:41,193 - mmdet - INFO - Epoch [62][2500/3992] lr: 1.000e-06, eta: 3 days, 4:02:37, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0233, loss_cls: 0.1440, acc: 94.5820, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4243 2022-05-12 10:59:05,392 - mmdet - INFO - Epoch [62][2550/3992] lr: 1.000e-06, eta: 3 days, 4:02:11, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0213, loss_cls: 0.1391, acc: 94.8047, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4073 2022-05-12 10:59:31,035 - mmdet - INFO - Epoch [62][2600/3992] lr: 1.000e-06, eta: 3 days, 4:01:48, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0255, loss_cls: 0.1377, acc: 94.7578, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4167 2022-05-12 10:59:55,970 - mmdet - INFO - Epoch [62][2650/3992] lr: 1.000e-06, eta: 3 days, 4:01:23, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0280, loss_cls: 0.1747, acc: 93.6367, loss_bbox: 0.2722, loss_mask: 0.0000, loss: 0.4915 2022-05-12 11:00:21,232 - mmdet - INFO - Epoch [62][2700/3992] lr: 1.000e-06, eta: 3 days, 4:01:00, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0275, loss_cls: 0.1486, acc: 94.4531, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4359 2022-05-12 11:00:47,197 - mmdet - INFO - Epoch [62][2750/3992] lr: 1.000e-06, eta: 3 days, 4:00:37, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0310, loss_cls: 0.1545, acc: 94.3965, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4563 2022-05-12 11:01:12,626 - mmdet - INFO - Epoch [62][2800/3992] lr: 1.000e-06, eta: 3 days, 4:00:14, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0273, loss_cls: 0.1503, acc: 94.1660, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4505 2022-05-12 11:01:37,742 - mmdet - INFO - Epoch [62][2850/3992] lr: 1.000e-06, eta: 3 days, 3:59:50, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0226, loss_cls: 0.1271, acc: 95.5078, loss_bbox: 0.2091, loss_mask: 0.0000, loss: 0.3719 2022-05-12 11:02:03,328 - mmdet - INFO - Epoch [62][2900/3992] lr: 1.000e-06, eta: 3 days, 3:59:27, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0305, loss_cls: 0.1612, acc: 94.1641, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4769 2022-05-12 11:02:28,762 - mmdet - INFO - Epoch [62][2950/3992] lr: 1.000e-06, eta: 3 days, 3:59:04, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0296, loss_cls: 0.1575, acc: 94.0703, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4695 2022-05-12 11:02:52,676 - mmdet - INFO - Epoch [62][3000/3992] lr: 1.000e-06, eta: 3 days, 3:58:37, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0222, loss_cls: 0.1321, acc: 94.9727, loss_bbox: 0.2128, loss_mask: 0.0000, loss: 0.3802 2022-05-12 11:03:18,437 - mmdet - INFO - Epoch [62][3050/3992] lr: 1.000e-06, eta: 3 days, 3:58:14, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0231, loss_cls: 0.1447, acc: 94.5859, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4173 2022-05-12 11:03:42,704 - mmdet - INFO - Epoch [62][3100/3992] lr: 1.000e-06, eta: 3 days, 3:57:49, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0239, loss_cls: 0.1560, acc: 94.3809, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4393 2022-05-12 11:04:07,560 - mmdet - INFO - Epoch [62][3150/3992] lr: 1.000e-06, eta: 3 days, 3:57:24, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0241, loss_cls: 0.1454, acc: 94.7617, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4239 2022-05-12 11:04:32,406 - mmdet - INFO - Epoch [62][3200/3992] lr: 1.000e-06, eta: 3 days, 3:56:59, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0260, loss_cls: 0.1594, acc: 94.0723, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.4727 2022-05-12 11:04:58,518 - mmdet - INFO - Epoch [62][3250/3992] lr: 1.000e-06, eta: 3 days, 3:56:38, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0231, loss_cls: 0.1376, acc: 94.9238, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.4033 2022-05-12 11:05:22,377 - mmdet - INFO - Epoch [62][3300/3992] lr: 1.000e-06, eta: 3 days, 3:56:11, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0254, loss_cls: 0.1602, acc: 94.3730, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4495 2022-05-12 11:05:47,965 - mmdet - INFO - Epoch [62][3350/3992] lr: 1.000e-06, eta: 3 days, 3:55:48, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0249, loss_cls: 0.1375, acc: 94.7793, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4197 2022-05-12 11:06:13,036 - mmdet - INFO - Epoch [62][3400/3992] lr: 1.000e-06, eta: 3 days, 3:55:24, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0272, loss_cls: 0.1572, acc: 94.3359, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4467 2022-05-12 11:06:37,846 - mmdet - INFO - Epoch [62][3450/3992] lr: 1.000e-06, eta: 3 days, 3:54:59, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0238, loss_cls: 0.1513, acc: 94.5547, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4247 2022-05-12 11:07:03,053 - mmdet - INFO - Epoch [62][3500/3992] lr: 1.000e-06, eta: 3 days, 3:54:35, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0360, loss_cls: 0.1854, acc: 93.1191, loss_bbox: 0.3091, loss_mask: 0.0000, loss: 0.5509 2022-05-12 11:07:27,939 - mmdet - INFO - Epoch [62][3550/3992] lr: 1.000e-06, eta: 3 days, 3:54:10, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0224, loss_cls: 0.1330, acc: 94.9805, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3907 2022-05-12 11:07:52,160 - mmdet - INFO - Epoch [62][3600/3992] lr: 1.000e-06, eta: 3 days, 3:53:44, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0267, loss_cls: 0.1530, acc: 94.4570, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4475 2022-05-12 11:08:18,025 - mmdet - INFO - Epoch [62][3650/3992] lr: 1.000e-06, eta: 3 days, 3:53:22, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0252, loss_cls: 0.1500, acc: 94.3926, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4382 2022-05-12 11:08:42,870 - mmdet - INFO - Epoch [62][3700/3992] lr: 1.000e-06, eta: 3 days, 3:52:57, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0294, loss_cls: 0.1485, acc: 94.4336, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4420 2022-05-12 11:09:08,199 - mmdet - INFO - Epoch [62][3750/3992] lr: 1.000e-06, eta: 3 days, 3:52:34, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0235, loss_cls: 0.1557, acc: 94.2832, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4595 2022-05-12 11:09:33,900 - mmdet - INFO - Epoch [62][3800/3992] lr: 1.000e-06, eta: 3 days, 3:52:11, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0240, loss_cls: 0.1442, acc: 94.5762, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4165 2022-05-12 11:09:58,561 - mmdet - INFO - Epoch [62][3850/3992] lr: 1.000e-06, eta: 3 days, 3:51:46, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0281, loss_cls: 0.1447, acc: 94.4395, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4363 2022-05-12 11:10:23,978 - mmdet - INFO - Epoch [62][3900/3992] lr: 1.000e-06, eta: 3 days, 3:51:23, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0212, loss_cls: 0.1273, acc: 95.0645, loss_bbox: 0.2169, loss_mask: 0.0000, loss: 0.3759 2022-05-12 11:10:49,076 - mmdet - INFO - Epoch [62][3950/3992] lr: 1.000e-06, eta: 3 days, 3:50:59, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0264, loss_cls: 0.1553, acc: 94.2695, loss_bbox: 0.2674, loss_mask: 0.0000, loss: 0.4620 2022-05-12 11:11:10,611 - mmdet - INFO - Saving checkpoint at 62 epochs 2022-05-12 11:16:50,241 - mmdet - INFO - Evaluating bbox... 2022-05-12 11:17:06,143 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 11:17:06,148 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.484 | pillow | 0.055 | box | 0.022 | | garbage_bin | 0.353 | cabinet | 0.041 | drawer | 0.057 | | shelf | 0.107 | kitchen_counter | 0.163 | kitchen_cabinet | 0.200 | | cpu | 0.032 | bench | 0.155 | file_cabinet | 0.074 | | whiteboard | 0.140 | lamp | 0.175 | endtable | 0.131 | | bookshelf | 0.231 | coffee_table | 0.200 | dresser | 0.176 | | paper | 0.008 | printer | 0.213 | monitor | 0.222 | | back_pack | 0.073 | night_stand | 0.294 | door | 0.087 | | picture | 0.047 | ottoman | 0.195 | stool | 0.223 | | outlet | 0.000 | towel | 0.081 | tray | 0.018 | | bag | 0.015 | stove | 0.105 | bathtub | 0.425 | | scanner | 0.211 | cubby | 0.021 | mirror | 0.023 | | bottle | 0.005 | rack | 0.017 | cup | 0.072 | | thermos | 0.001 | island | 0.111 | counter | 0.035 | | bowl | 0.055 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.184 | | cart | 0.107 | tv_stand | 0.105 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.341 | | sofa | 0.418 | plant | 0.033 | bed | 0.606 | | dining_table | 0.004 | toilet | 0.531 | tv | 0.259 | | laptop | 0.113 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.026 | microwave | 0.246 | | oven | 0.016 | paper_towel_dispenser | 0.265 | sink | 0.167 | | fridge | 0.167 | book | 0.009 | clock | 0.083 | | vase | 0.043 | fire_extinguisher | 0.004 | blinds | 0.018 | | podium | 0.200 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:06,151 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.233 | table | 0.458 | desk | 0.207 | | sofa_chair | 0.673 | pillow | 0.144 | box | 0.049 | | garbage_bin | 0.611 | cabinet | 0.085 | drawer | 0.089 | | shelf | 0.213 | kitchen_counter | 0.273 | kitchen_cabinet | 0.322 | | cpu | 0.080 | bench | 0.288 | file_cabinet | 0.113 | | whiteboard | 0.227 | lamp | 0.378 | endtable | 0.248 | | bookshelf | 0.425 | coffee_table | 0.372 | dresser | 0.271 | | paper | 0.023 | printer | 0.356 | monitor | 0.523 | | back_pack | 0.147 | night_stand | 0.520 | door | 0.125 | | picture | 0.080 | ottoman | 0.271 | stool | 0.427 | | outlet | 0.000 | towel | 0.121 | tray | 0.043 | | bag | 0.021 | stove | 0.194 | bathtub | 0.680 | | scanner | 0.312 | cubby | 0.029 | mirror | 0.054 | | bottle | 0.010 | rack | 0.026 | cup | 0.178 | | thermos | 0.003 | island | 0.161 | counter | 0.042 | | bowl | 0.088 | plate | 0.002 | organizer | 0.002 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.288 | | cart | 0.181 | tv_stand | 0.181 | poster | 0.001 | | soap_dispenser | 0.023 | toy | nan | chair | 0.689 | | sofa | 0.607 | plant | 0.087 | bed | 0.878 | | dining_table | 0.008 | toilet | 0.859 | tv | 0.451 | | laptop | 0.236 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.254 | telephone | 0.071 | microwave | 0.470 | | oven | 0.055 | paper_towel_dispenser | 0.406 | sink | 0.476 | | fridge | 0.306 | book | 0.023 | clock | 0.132 | | vase | 0.087 | fire_extinguisher | 0.021 | blinds | 0.047 | | podium | 0.272 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:06,154 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.126 | table | 0.259 | desk | 0.080 | | sofa_chair | 0.567 | pillow | 0.031 | box | 0.020 | | garbage_bin | 0.370 | cabinet | 0.035 | drawer | 0.063 | | shelf | 0.097 | kitchen_counter | 0.149 | kitchen_cabinet | 0.241 | | cpu | 0.003 | bench | 0.129 | file_cabinet | 0.101 | | whiteboard | 0.149 | lamp | 0.150 | endtable | 0.100 | | bookshelf | 0.236 | coffee_table | 0.144 | dresser | 0.190 | | paper | 0.002 | printer | 0.215 | monitor | 0.144 | | back_pack | 0.087 | night_stand | 0.291 | door | 0.115 | | picture | 0.051 | ottoman | 0.236 | stool | 0.231 | | outlet | 0.000 | towel | 0.096 | tray | 0.021 | | bag | 0.019 | stove | 0.099 | bathtub | 0.395 | | scanner | 0.203 | cubby | 0.025 | mirror | 0.012 | | bottle | 0.007 | rack | 0.022 | cup | 0.044 | | thermos | 0.000 | island | 0.129 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.151 | | cart | 0.077 | tv_stand | 0.059 | poster | 0.000 | | soap_dispenser | 0.008 | toy | nan | chair | 0.301 | | sofa | 0.478 | plant | 0.012 | bed | 0.710 | | dining_table | 0.002 | toilet | 0.595 | tv | 0.270 | | laptop | 0.094 | mouse | 0.011 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.010 | microwave | 0.232 | | oven | 0.008 | paper_towel_dispenser | 0.274 | sink | 0.061 | | fridge | 0.136 | book | 0.005 | clock | 0.132 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.020 | | podium | 0.243 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:06,154 - mmdet - INFO - Evaluating segm... 2022-05-12 11:17:23,751 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 11:17:23,755 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:23,758 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:23,761 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:17:24,069 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 11:17:24,070 - mmdet - INFO - Epoch(val) [62][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.222 0.124 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 11:17:50,329 - mmdet - INFO - Epoch [63][50/3992] lr: 1.000e-06, eta: 3 days, 3:49:30, time: 0.525, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0212, loss_cls: 0.1344, acc: 94.9941, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.3979 2022-05-12 11:18:14,757 - mmdet - INFO - Epoch [63][100/3992] lr: 1.000e-06, eta: 3 days, 3:49:04, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0239, loss_cls: 0.1465, acc: 94.5391, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4283 2022-05-12 11:18:40,086 - mmdet - INFO - Epoch [63][150/3992] lr: 1.000e-06, eta: 3 days, 3:48:41, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0241, loss_cls: 0.1454, acc: 94.7500, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4316 2022-05-12 11:19:05,159 - mmdet - INFO - Epoch [63][200/3992] lr: 1.000e-06, eta: 3 days, 3:48:17, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0255, loss_cls: 0.1622, acc: 93.9492, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4643 2022-05-12 11:19:30,625 - mmdet - INFO - Epoch [63][250/3992] lr: 1.000e-06, eta: 3 days, 3:47:54, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0231, loss_cls: 0.1366, acc: 95.0293, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4108 2022-05-12 11:19:56,142 - mmdet - INFO - Epoch [63][300/3992] lr: 1.000e-06, eta: 3 days, 3:47:30, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0258, loss_cls: 0.1392, acc: 94.7891, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4263 2022-05-12 11:20:22,037 - mmdet - INFO - Epoch [63][350/3992] lr: 1.000e-06, eta: 3 days, 3:47:08, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0320, loss_cls: 0.1697, acc: 93.7988, loss_bbox: 0.2723, loss_mask: 0.0000, loss: 0.4911 2022-05-12 11:20:47,306 - mmdet - INFO - Epoch [63][400/3992] lr: 1.000e-06, eta: 3 days, 3:46:44, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0228, loss_cls: 0.1414, acc: 94.6621, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4235 2022-05-12 11:21:11,863 - mmdet - INFO - Epoch [63][450/3992] lr: 1.000e-06, eta: 3 days, 3:46:19, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0254, loss_cls: 0.1444, acc: 94.7656, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4240 2022-05-12 11:21:37,186 - mmdet - INFO - Epoch [63][500/3992] lr: 1.000e-06, eta: 3 days, 3:45:56, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0253, loss_cls: 0.1490, acc: 94.3477, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4363 2022-05-12 11:22:02,302 - mmdet - INFO - Epoch [63][550/3992] lr: 1.000e-06, eta: 3 days, 3:45:32, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0266, loss_cls: 0.1603, acc: 93.9570, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4577 2022-05-12 11:22:28,189 - mmdet - INFO - Epoch [63][600/3992] lr: 1.000e-06, eta: 3 days, 3:45:09, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0269, loss_cls: 0.1587, acc: 94.1504, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4494 2022-05-12 11:22:53,189 - mmdet - INFO - Epoch [63][650/3992] lr: 1.000e-06, eta: 3 days, 3:44:45, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0249, loss_cls: 0.1459, acc: 94.4238, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4241 2022-05-12 11:23:18,007 - mmdet - INFO - Epoch [63][700/3992] lr: 1.000e-06, eta: 3 days, 3:44:20, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0231, loss_cls: 0.1530, acc: 94.4570, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4345 2022-05-12 11:23:42,640 - mmdet - INFO - Epoch [63][750/3992] lr: 1.000e-06, eta: 3 days, 3:43:55, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0235, loss_cls: 0.1485, acc: 94.7031, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4236 2022-05-12 11:24:07,882 - mmdet - INFO - Epoch [63][800/3992] lr: 1.000e-06, eta: 3 days, 3:43:31, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0264, loss_cls: 0.1588, acc: 94.2539, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4602 2022-05-12 11:24:32,938 - mmdet - INFO - Epoch [63][850/3992] lr: 1.000e-06, eta: 3 days, 3:43:07, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0267, loss_cls: 0.1574, acc: 94.3008, loss_bbox: 0.2660, loss_mask: 0.0000, loss: 0.4623 2022-05-12 11:24:58,400 - mmdet - INFO - Epoch [63][900/3992] lr: 1.000e-06, eta: 3 days, 3:42:44, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0263, loss_cls: 0.1508, acc: 94.4492, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4430 2022-05-12 11:25:23,143 - mmdet - INFO - Epoch [63][950/3992] lr: 1.000e-06, eta: 3 days, 3:42:19, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0287, loss_cls: 0.1543, acc: 94.3164, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4478 2022-05-12 11:25:48,464 - mmdet - INFO - Epoch [63][1000/3992] lr: 1.000e-06, eta: 3 days, 3:41:56, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0267, loss_cls: 0.1521, acc: 94.3145, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4460 2022-05-12 11:26:12,537 - mmdet - INFO - Epoch [63][1050/3992] lr: 1.000e-06, eta: 3 days, 3:41:29, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0256, loss_cls: 0.1309, acc: 95.0703, loss_bbox: 0.2218, loss_mask: 0.0000, loss: 0.3895 2022-05-12 11:26:38,001 - mmdet - INFO - Epoch [63][1100/3992] lr: 1.000e-06, eta: 3 days, 3:41:06, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0261, loss_cls: 0.1572, acc: 94.3203, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4535 2022-05-12 11:27:04,363 - mmdet - INFO - Epoch [63][1150/3992] lr: 1.000e-06, eta: 3 days, 3:40:45, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0270, loss_cls: 0.1667, acc: 94.0137, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4762 2022-05-12 11:27:29,517 - mmdet - INFO - Epoch [63][1200/3992] lr: 1.000e-06, eta: 3 days, 3:40:21, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0234, loss_cls: 0.1372, acc: 94.9961, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.4010 2022-05-12 11:27:54,738 - mmdet - INFO - Epoch [63][1250/3992] lr: 1.000e-06, eta: 3 days, 3:39:57, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0311, loss_cls: 0.1658, acc: 93.8613, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4828 2022-05-12 11:28:20,164 - mmdet - INFO - Epoch [63][1300/3992] lr: 1.000e-06, eta: 3 days, 3:39:34, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0255, loss_cls: 0.1530, acc: 94.3457, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4496 2022-05-12 11:28:44,523 - mmdet - INFO - Epoch [63][1350/3992] lr: 1.000e-06, eta: 3 days, 3:39:08, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0295, loss_cls: 0.1563, acc: 94.1133, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4541 2022-05-12 11:29:09,508 - mmdet - INFO - Epoch [63][1400/3992] lr: 1.000e-06, eta: 3 days, 3:38:43, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0283, loss_cls: 0.1585, acc: 94.0137, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4664 2022-05-12 11:29:34,519 - mmdet - INFO - Epoch [63][1450/3992] lr: 1.000e-06, eta: 3 days, 3:38:19, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0210, loss_cls: 0.1341, acc: 95.0938, loss_bbox: 0.2203, loss_mask: 0.0000, loss: 0.3884 2022-05-12 11:29:58,751 - mmdet - INFO - Epoch [63][1500/3992] lr: 1.000e-06, eta: 3 days, 3:37:53, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0241, loss_cls: 0.1446, acc: 94.7070, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4179 2022-05-12 11:30:25,086 - mmdet - INFO - Epoch [63][1550/3992] lr: 1.000e-06, eta: 3 days, 3:37:32, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0272, loss_cls: 0.1637, acc: 93.9941, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4663 2022-05-12 11:30:50,180 - mmdet - INFO - Epoch [63][1600/3992] lr: 1.000e-06, eta: 3 days, 3:37:08, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0268, loss_cls: 0.1649, acc: 94.0449, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4533 2022-05-12 11:31:14,526 - mmdet - INFO - Epoch [63][1650/3992] lr: 1.000e-06, eta: 3 days, 3:36:42, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0263, loss_cls: 0.1402, acc: 94.8047, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4099 2022-05-12 11:31:39,379 - mmdet - INFO - Epoch [63][1700/3992] lr: 1.000e-06, eta: 3 days, 3:36:17, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0258, loss_cls: 0.1579, acc: 94.0801, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4475 2022-05-12 11:32:04,099 - mmdet - INFO - Epoch [63][1750/3992] lr: 1.000e-06, eta: 3 days, 3:35:53, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0249, loss_cls: 0.1454, acc: 94.5137, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4356 2022-05-12 11:32:30,224 - mmdet - INFO - Epoch [63][1800/3992] lr: 1.000e-06, eta: 3 days, 3:35:31, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0279, loss_cls: 0.1572, acc: 94.0625, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4609 2022-05-12 11:32:55,220 - mmdet - INFO - Epoch [63][1850/3992] lr: 1.000e-06, eta: 3 days, 3:35:06, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0307, loss_cls: 0.1717, acc: 93.7344, loss_bbox: 0.2739, loss_mask: 0.0000, loss: 0.4889 2022-05-12 11:33:20,333 - mmdet - INFO - Epoch [63][1900/3992] lr: 1.000e-06, eta: 3 days, 3:34:42, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0269, loss_cls: 0.1525, acc: 94.4336, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4463 2022-05-12 11:33:45,858 - mmdet - INFO - Epoch [63][1950/3992] lr: 1.000e-06, eta: 3 days, 3:34:19, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0243, loss_cls: 0.1616, acc: 94.3047, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4495 2022-05-12 11:34:11,221 - mmdet - INFO - Epoch [63][2000/3992] lr: 1.000e-06, eta: 3 days, 3:33:56, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0225, loss_cls: 0.1340, acc: 95.1309, loss_bbox: 0.2203, loss_mask: 0.0000, loss: 0.3926 2022-05-12 11:34:35,669 - mmdet - INFO - Epoch [63][2050/3992] lr: 1.000e-06, eta: 3 days, 3:33:30, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0263, loss_cls: 0.1608, acc: 94.2656, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4390 2022-05-12 11:35:01,201 - mmdet - INFO - Epoch [63][2100/3992] lr: 1.000e-06, eta: 3 days, 3:33:07, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0276, loss_cls: 0.1460, acc: 94.5664, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4417 2022-05-12 11:35:25,116 - mmdet - INFO - Epoch [63][2150/3992] lr: 1.000e-06, eta: 3 days, 3:32:40, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0309, loss_cls: 0.1508, acc: 94.4512, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4507 2022-05-12 11:35:49,842 - mmdet - INFO - Epoch [63][2200/3992] lr: 1.000e-06, eta: 3 days, 3:32:15, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0277, loss_cls: 0.1400, acc: 94.7715, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4109 2022-05-12 11:36:16,122 - mmdet - INFO - Epoch [63][2250/3992] lr: 1.000e-06, eta: 3 days, 3:31:54, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0305, loss_cls: 0.1649, acc: 93.8945, loss_bbox: 0.2805, loss_mask: 0.0000, loss: 0.4928 2022-05-12 11:36:40,517 - mmdet - INFO - Epoch [63][2300/3992] lr: 1.000e-06, eta: 3 days, 3:31:28, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0306, loss_cls: 0.1610, acc: 93.9004, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4770 2022-05-12 11:37:04,391 - mmdet - INFO - Epoch [63][2350/3992] lr: 1.000e-06, eta: 3 days, 3:31:02, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0266, loss_cls: 0.1653, acc: 94.0605, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4709 2022-05-12 11:37:29,089 - mmdet - INFO - Epoch [63][2400/3992] lr: 1.000e-06, eta: 3 days, 3:30:37, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0217, loss_cls: 0.1277, acc: 95.3223, loss_bbox: 0.2225, loss_mask: 0.0000, loss: 0.3831 2022-05-12 11:37:53,711 - mmdet - INFO - Epoch [63][2450/3992] lr: 1.000e-06, eta: 3 days, 3:30:12, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0251, loss_cls: 0.1390, acc: 94.6055, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4113 2022-05-12 11:38:18,437 - mmdet - INFO - Epoch [63][2500/3992] lr: 1.000e-06, eta: 3 days, 3:29:47, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0247, loss_cls: 0.1477, acc: 94.5566, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4274 2022-05-12 11:38:43,211 - mmdet - INFO - Epoch [63][2550/3992] lr: 1.000e-06, eta: 3 days, 3:29:22, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0258, loss_cls: 0.1556, acc: 94.3945, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4474 2022-05-12 11:39:08,152 - mmdet - INFO - Epoch [63][2600/3992] lr: 1.000e-06, eta: 3 days, 3:28:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0251, loss_cls: 0.1572, acc: 94.2520, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4457 2022-05-12 11:39:32,604 - mmdet - INFO - Epoch [63][2650/3992] lr: 1.000e-06, eta: 3 days, 3:28:32, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0271, loss_cls: 0.1552, acc: 94.3145, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4509 2022-05-12 11:39:57,789 - mmdet - INFO - Epoch [63][2700/3992] lr: 1.000e-06, eta: 3 days, 3:28:08, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0286, loss_cls: 0.1589, acc: 94.0605, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4748 2022-05-12 11:40:23,733 - mmdet - INFO - Epoch [63][2750/3992] lr: 1.000e-06, eta: 3 days, 3:27:46, time: 0.519, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0225, loss_cls: 0.1399, acc: 94.7637, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4002 2022-05-12 11:40:48,293 - mmdet - INFO - Epoch [63][2800/3992] lr: 1.000e-06, eta: 3 days, 3:27:21, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0236, loss_cls: 0.1385, acc: 95.0625, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.3967 2022-05-12 11:41:13,615 - mmdet - INFO - Epoch [63][2850/3992] lr: 1.000e-06, eta: 3 days, 3:26:57, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0251, loss_cls: 0.1457, acc: 94.4375, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4268 2022-05-12 11:41:39,552 - mmdet - INFO - Epoch [63][2900/3992] lr: 1.000e-06, eta: 3 days, 3:26:35, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0248, loss_cls: 0.1465, acc: 94.6934, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4276 2022-05-12 11:42:03,361 - mmdet - INFO - Epoch [63][2950/3992] lr: 1.000e-06, eta: 3 days, 3:26:08, time: 0.476, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0226, loss_cls: 0.1314, acc: 95.0332, loss_bbox: 0.2268, loss_mask: 0.0000, loss: 0.3930 2022-05-12 11:42:28,506 - mmdet - INFO - Epoch [63][3000/3992] lr: 1.000e-06, eta: 3 days, 3:25:44, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0294, loss_cls: 0.1540, acc: 94.2793, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4481 2022-05-12 11:42:52,657 - mmdet - INFO - Epoch [63][3050/3992] lr: 1.000e-06, eta: 3 days, 3:25:18, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0272, loss_cls: 0.1304, acc: 95.0254, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4066 2022-05-12 11:43:17,854 - mmdet - INFO - Epoch [63][3100/3992] lr: 1.000e-06, eta: 3 days, 3:24:54, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1449, acc: 94.6328, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4338 2022-05-12 11:43:42,622 - mmdet - INFO - Epoch [63][3150/3992] lr: 1.000e-06, eta: 3 days, 3:24:29, time: 0.495, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0223, loss_cls: 0.1412, acc: 94.9180, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4105 2022-05-12 11:44:08,363 - mmdet - INFO - Epoch [63][3200/3992] lr: 1.000e-06, eta: 3 days, 3:24:06, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0302, loss_cls: 0.1696, acc: 93.6738, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.4934 2022-05-12 11:44:32,415 - mmdet - INFO - Epoch [63][3250/3992] lr: 1.000e-06, eta: 3 days, 3:23:40, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0274, loss_cls: 0.1592, acc: 94.1816, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4524 2022-05-12 11:44:57,824 - mmdet - INFO - Epoch [63][3300/3992] lr: 1.000e-06, eta: 3 days, 3:23:16, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0272, loss_cls: 0.1468, acc: 94.5996, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4516 2022-05-12 11:45:22,792 - mmdet - INFO - Epoch [63][3350/3992] lr: 1.000e-06, eta: 3 days, 3:22:52, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0286, loss_cls: 0.1453, acc: 94.5000, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4461 2022-05-12 11:45:47,401 - mmdet - INFO - Epoch [63][3400/3992] lr: 1.000e-06, eta: 3 days, 3:22:27, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0236, loss_cls: 0.1471, acc: 94.5039, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4194 2022-05-12 11:46:12,947 - mmdet - INFO - Epoch [63][3450/3992] lr: 1.000e-06, eta: 3 days, 3:22:04, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0365, loss_cls: 0.1689, acc: 93.4648, loss_bbox: 0.2902, loss_mask: 0.0000, loss: 0.5131 2022-05-12 11:46:38,834 - mmdet - INFO - Epoch [63][3500/3992] lr: 1.000e-06, eta: 3 days, 3:21:41, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0288, loss_cls: 0.1436, acc: 94.6152, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4234 2022-05-12 11:47:04,452 - mmdet - INFO - Epoch [63][3550/3992] lr: 1.000e-06, eta: 3 days, 3:21:19, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0237, loss_cls: 0.1365, acc: 95.0312, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.3964 2022-05-12 11:47:30,464 - mmdet - INFO - Epoch [63][3600/3992] lr: 1.000e-06, eta: 3 days, 3:20:56, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0271, loss_cls: 0.1411, acc: 94.8086, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4160 2022-05-12 11:47:56,531 - mmdet - INFO - Epoch [63][3650/3992] lr: 1.000e-06, eta: 3 days, 3:20:34, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0252, loss_cls: 0.1448, acc: 94.6406, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4196 2022-05-12 11:48:21,600 - mmdet - INFO - Epoch [63][3700/3992] lr: 1.000e-06, eta: 3 days, 3:20:10, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0235, loss_cls: 0.1285, acc: 95.3066, loss_bbox: 0.2215, loss_mask: 0.0000, loss: 0.3864 2022-05-12 11:48:46,395 - mmdet - INFO - Epoch [63][3750/3992] lr: 1.000e-06, eta: 3 days, 3:19:46, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0229, loss_cls: 0.1497, acc: 94.5859, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4340 2022-05-12 11:49:12,265 - mmdet - INFO - Epoch [63][3800/3992] lr: 1.000e-06, eta: 3 days, 3:19:23, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0251, loss_cls: 0.1438, acc: 94.5879, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4167 2022-05-12 11:49:38,277 - mmdet - INFO - Epoch [63][3850/3992] lr: 1.000e-06, eta: 3 days, 3:19:01, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0251, loss_cls: 0.1505, acc: 94.5098, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4363 2022-05-12 11:50:03,364 - mmdet - INFO - Epoch [63][3900/3992] lr: 1.000e-06, eta: 3 days, 3:18:37, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0283, loss_cls: 0.1435, acc: 94.6602, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4312 2022-05-12 11:50:28,101 - mmdet - INFO - Epoch [63][3950/3992] lr: 1.000e-06, eta: 3 days, 3:18:12, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0279, loss_cls: 0.1540, acc: 94.4473, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4536 2022-05-12 11:50:49,638 - mmdet - INFO - Saving checkpoint at 63 epochs 2022-05-12 11:56:30,148 - mmdet - INFO - Evaluating bbox... 2022-05-12 11:56:46,180 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 11:56:46,184 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.257 | desk | 0.093 | | sofa_chair | 0.485 | pillow | 0.058 | box | 0.023 | | garbage_bin | 0.353 | cabinet | 0.041 | drawer | 0.056 | | shelf | 0.108 | kitchen_counter | 0.162 | kitchen_cabinet | 0.201 | | cpu | 0.027 | bench | 0.156 | file_cabinet | 0.078 | | whiteboard | 0.149 | lamp | 0.175 | endtable | 0.138 | | bookshelf | 0.227 | coffee_table | 0.194 | dresser | 0.181 | | paper | 0.009 | printer | 0.202 | monitor | 0.224 | | back_pack | 0.069 | night_stand | 0.295 | door | 0.088 | | picture | 0.044 | ottoman | 0.188 | stool | 0.224 | | outlet | 0.000 | towel | 0.078 | tray | 0.013 | | bag | 0.014 | stove | 0.102 | bathtub | 0.431 | | scanner | 0.203 | cubby | 0.024 | mirror | 0.019 | | bottle | 0.005 | rack | 0.017 | cup | 0.071 | | thermos | 0.001 | island | 0.116 | counter | 0.034 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.194 | | cart | 0.105 | tv_stand | 0.113 | poster | 0.001 | | soap_dispenser | 0.009 | toy | nan | chair | 0.339 | | sofa | 0.417 | plant | 0.036 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.536 | tv | 0.252 | | laptop | 0.112 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.030 | microwave | 0.237 | | oven | 0.014 | paper_towel_dispenser | 0.265 | sink | 0.166 | | fridge | 0.160 | book | 0.009 | clock | 0.070 | | vase | 0.047 | fire_extinguisher | 0.003 | blinds | 0.017 | | podium | 0.198 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:56:46,187 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.234 | table | 0.462 | desk | 0.201 | | sofa_chair | 0.677 | pillow | 0.148 | box | 0.052 | | garbage_bin | 0.616 | cabinet | 0.085 | drawer | 0.088 | | shelf | 0.217 | kitchen_counter | 0.269 | kitchen_cabinet | 0.329 | | cpu | 0.072 | bench | 0.293 | file_cabinet | 0.117 | | whiteboard | 0.233 | lamp | 0.383 | endtable | 0.260 | | bookshelf | 0.402 | coffee_table | 0.365 | dresser | 0.273 | | paper | 0.027 | printer | 0.351 | monitor | 0.528 | | back_pack | 0.151 | night_stand | 0.518 | door | 0.122 | | picture | 0.077 | ottoman | 0.269 | stool | 0.433 | | outlet | 0.000 | towel | 0.119 | tray | 0.036 | | bag | 0.021 | stove | 0.191 | bathtub | 0.683 | | scanner | 0.313 | cubby | 0.035 | mirror | 0.046 | | bottle | 0.009 | rack | 0.026 | cup | 0.179 | | thermos | 0.003 | island | 0.166 | counter | 0.042 | | bowl | 0.086 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.300 | | cart | 0.172 | tv_stand | 0.245 | poster | 0.002 | | soap_dispenser | 0.016 | toy | nan | chair | 0.684 | | sofa | 0.609 | plant | 0.091 | bed | 0.883 | | dining_table | 0.009 | toilet | 0.853 | tv | 0.447 | | laptop | 0.235 | mouse | 0.113 | basket | 0.000 | | keyboard | 0.249 | telephone | 0.076 | microwave | 0.460 | | oven | 0.054 | paper_towel_dispenser | 0.406 | sink | 0.475 | | fridge | 0.307 | book | 0.023 | clock | 0.116 | | vase | 0.089 | fire_extinguisher | 0.014 | blinds | 0.039 | | podium | 0.264 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:56:46,190 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.121 | table | 0.260 | desk | 0.075 | | sofa_chair | 0.569 | pillow | 0.034 | box | 0.020 | | garbage_bin | 0.376 | cabinet | 0.034 | drawer | 0.054 | | shelf | 0.090 | kitchen_counter | 0.149 | kitchen_cabinet | 0.239 | | cpu | 0.004 | bench | 0.133 | file_cabinet | 0.115 | | whiteboard | 0.162 | lamp | 0.141 | endtable | 0.125 | | bookshelf | 0.230 | coffee_table | 0.163 | dresser | 0.211 | | paper | 0.003 | printer | 0.167 | monitor | 0.149 | | back_pack | 0.045 | night_stand | 0.293 | door | 0.112 | | picture | 0.044 | ottoman | 0.231 | stool | 0.231 | | outlet | 0.000 | towel | 0.094 | tray | 0.014 | | bag | 0.018 | stove | 0.104 | bathtub | 0.419 | | scanner | 0.204 | cubby | 0.031 | mirror | 0.011 | | bottle | 0.007 | rack | 0.022 | cup | 0.042 | | thermos | 0.000 | island | 0.135 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.085 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.299 | | sofa | 0.467 | plant | 0.013 | bed | 0.710 | | dining_table | 0.007 | toilet | 0.582 | tv | 0.266 | | laptop | 0.099 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.010 | microwave | 0.218 | | oven | 0.005 | paper_towel_dispenser | 0.274 | sink | 0.062 | | fridge | 0.157 | book | 0.005 | clock | 0.093 | | vase | 0.052 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.264 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:56:46,190 - mmdet - INFO - Evaluating segm... 2022-05-12 11:57:04,525 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 11:57:04,529 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:57:04,533 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:57:04,536 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 11:57:04,841 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 11:57:04,842 - mmdet - INFO - Epoch(val) [63][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.125 0.222 0.124 0.004 0.044 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 11:57:31,679 - mmdet - INFO - Epoch [64][50/3992] lr: 1.000e-06, eta: 3 days, 3:16:46, time: 0.537, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0251, loss_cls: 0.1661, acc: 93.7832, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4651 2022-05-12 11:57:56,351 - mmdet - INFO - Epoch [64][100/3992] lr: 1.000e-06, eta: 3 days, 3:16:21, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0252, loss_cls: 0.1448, acc: 94.7090, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4216 2022-05-12 11:58:21,757 - mmdet - INFO - Epoch [64][150/3992] lr: 1.000e-06, eta: 3 days, 3:15:57, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0236, loss_cls: 0.1410, acc: 94.5605, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4150 2022-05-12 11:58:46,661 - mmdet - INFO - Epoch [64][200/3992] lr: 1.000e-06, eta: 3 days, 3:15:33, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0221, loss_cls: 0.1475, acc: 94.5254, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4277 2022-05-12 11:59:10,707 - mmdet - INFO - Epoch [64][250/3992] lr: 1.000e-06, eta: 3 days, 3:15:06, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0228, loss_cls: 0.1526, acc: 94.4551, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4344 2022-05-12 11:59:35,350 - mmdet - INFO - Epoch [64][300/3992] lr: 1.000e-06, eta: 3 days, 3:14:41, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0225, loss_cls: 0.1346, acc: 94.9434, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.3886 2022-05-12 12:00:00,086 - mmdet - INFO - Epoch [64][350/3992] lr: 1.000e-06, eta: 3 days, 3:14:16, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0292, loss_cls: 0.1517, acc: 94.2734, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4609 2022-05-12 12:00:24,617 - mmdet - INFO - Epoch [64][400/3992] lr: 1.000e-06, eta: 3 days, 3:13:51, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0237, loss_cls: 0.1465, acc: 94.3984, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4319 2022-05-12 12:00:49,405 - mmdet - INFO - Epoch [64][450/3992] lr: 1.000e-06, eta: 3 days, 3:13:26, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0269, loss_cls: 0.1529, acc: 94.1602, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4569 2022-05-12 12:01:15,109 - mmdet - INFO - Epoch [64][500/3992] lr: 1.000e-06, eta: 3 days, 3:13:03, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0300, loss_cls: 0.1641, acc: 93.9238, loss_bbox: 0.2713, loss_mask: 0.0000, loss: 0.4813 2022-05-12 12:01:40,619 - mmdet - INFO - Epoch [64][550/3992] lr: 1.000e-06, eta: 3 days, 3:12:40, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0258, loss_cls: 0.1413, acc: 94.7031, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4278 2022-05-12 12:02:05,646 - mmdet - INFO - Epoch [64][600/3992] lr: 1.000e-06, eta: 3 days, 3:12:16, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0280, loss_cls: 0.1532, acc: 94.1973, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4615 2022-05-12 12:02:29,452 - mmdet - INFO - Epoch [64][650/3992] lr: 1.000e-06, eta: 3 days, 3:11:49, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0261, loss_cls: 0.1509, acc: 94.4727, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4368 2022-05-12 12:02:53,406 - mmdet - INFO - Epoch [64][700/3992] lr: 1.000e-06, eta: 3 days, 3:11:23, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0274, loss_cls: 0.1514, acc: 94.3047, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4435 2022-05-12 12:03:18,615 - mmdet - INFO - Epoch [64][750/3992] lr: 1.000e-06, eta: 3 days, 3:10:59, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0260, loss_cls: 0.1544, acc: 94.2891, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4450 2022-05-12 12:03:43,268 - mmdet - INFO - Epoch [64][800/3992] lr: 1.000e-06, eta: 3 days, 3:10:34, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0286, loss_cls: 0.1599, acc: 94.1133, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4688 2022-05-12 12:04:08,955 - mmdet - INFO - Epoch [64][850/3992] lr: 1.000e-06, eta: 3 days, 3:10:11, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0296, loss_cls: 0.1467, acc: 94.5098, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4405 2022-05-12 12:04:33,823 - mmdet - INFO - Epoch [64][900/3992] lr: 1.000e-06, eta: 3 days, 3:09:46, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0243, loss_cls: 0.1489, acc: 94.5664, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4433 2022-05-12 12:04:59,025 - mmdet - INFO - Epoch [64][950/3992] lr: 1.000e-06, eta: 3 days, 3:09:22, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0261, loss_cls: 0.1478, acc: 94.4668, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4359 2022-05-12 12:05:23,878 - mmdet - INFO - Epoch [64][1000/3992] lr: 1.000e-06, eta: 3 days, 3:08:58, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0244, loss_cls: 0.1419, acc: 94.4707, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4147 2022-05-12 12:05:50,083 - mmdet - INFO - Epoch [64][1050/3992] lr: 1.000e-06, eta: 3 days, 3:08:36, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0279, loss_cls: 0.1547, acc: 94.3672, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4464 2022-05-12 12:06:15,479 - mmdet - INFO - Epoch [64][1100/3992] lr: 1.000e-06, eta: 3 days, 3:08:13, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0301, loss_cls: 0.1550, acc: 94.1074, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4598 2022-05-12 12:06:39,085 - mmdet - INFO - Epoch [64][1150/3992] lr: 1.000e-06, eta: 3 days, 3:07:45, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0221, loss_cls: 0.1353, acc: 94.8770, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.3941 2022-05-12 12:07:04,090 - mmdet - INFO - Epoch [64][1200/3992] lr: 1.000e-06, eta: 3 days, 3:07:21, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0229, loss_cls: 0.1315, acc: 95.0293, loss_bbox: 0.2161, loss_mask: 0.0000, loss: 0.3814 2022-05-12 12:07:29,862 - mmdet - INFO - Epoch [64][1250/3992] lr: 1.000e-06, eta: 3 days, 3:06:58, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0262, loss_cls: 0.1506, acc: 94.4473, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4379 2022-05-12 12:07:55,523 - mmdet - INFO - Epoch [64][1300/3992] lr: 1.000e-06, eta: 3 days, 3:06:36, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0273, loss_cls: 0.1556, acc: 94.2109, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4425 2022-05-12 12:08:21,036 - mmdet - INFO - Epoch [64][1350/3992] lr: 1.000e-06, eta: 3 days, 3:06:12, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0284, loss_cls: 0.1578, acc: 94.2852, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4526 2022-05-12 12:08:46,596 - mmdet - INFO - Epoch [64][1400/3992] lr: 1.000e-06, eta: 3 days, 3:05:49, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0217, loss_cls: 0.1378, acc: 95.1270, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.3987 2022-05-12 12:09:11,106 - mmdet - INFO - Epoch [64][1450/3992] lr: 1.000e-06, eta: 3 days, 3:05:24, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0271, loss_cls: 0.1634, acc: 93.9883, loss_bbox: 0.2621, loss_mask: 0.0000, loss: 0.4716 2022-05-12 12:09:35,931 - mmdet - INFO - Epoch [64][1500/3992] lr: 1.000e-06, eta: 3 days, 3:04:59, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0284, loss_cls: 0.1595, acc: 94.2812, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4572 2022-05-12 12:10:01,777 - mmdet - INFO - Epoch [64][1550/3992] lr: 1.000e-06, eta: 3 days, 3:04:37, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0261, loss_cls: 0.1537, acc: 94.1934, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4411 2022-05-12 12:10:26,159 - mmdet - INFO - Epoch [64][1600/3992] lr: 1.000e-06, eta: 3 days, 3:04:11, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0251, loss_cls: 0.1421, acc: 94.6953, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4133 2022-05-12 12:10:50,911 - mmdet - INFO - Epoch [64][1650/3992] lr: 1.000e-06, eta: 3 days, 3:03:46, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1342, acc: 94.8438, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4039 2022-05-12 12:11:16,321 - mmdet - INFO - Epoch [64][1700/3992] lr: 1.000e-06, eta: 3 days, 3:03:23, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0241, loss_cls: 0.1464, acc: 94.4395, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4237 2022-05-12 12:11:42,366 - mmdet - INFO - Epoch [64][1750/3992] lr: 1.000e-06, eta: 3 days, 3:03:01, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0277, loss_cls: 0.1613, acc: 93.9121, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4692 2022-05-12 12:12:07,158 - mmdet - INFO - Epoch [64][1800/3992] lr: 1.000e-06, eta: 3 days, 3:02:36, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0205, loss_cls: 0.1355, acc: 95.1094, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.3914 2022-05-12 12:12:31,965 - mmdet - INFO - Epoch [64][1850/3992] lr: 1.000e-06, eta: 3 days, 3:02:11, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0275, loss_cls: 0.1559, acc: 94.2637, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4608 2022-05-12 12:12:57,323 - mmdet - INFO - Epoch [64][1900/3992] lr: 1.000e-06, eta: 3 days, 3:01:48, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0257, loss_cls: 0.1391, acc: 94.8906, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4135 2022-05-12 12:13:23,297 - mmdet - INFO - Epoch [64][1950/3992] lr: 1.000e-06, eta: 3 days, 3:01:26, time: 0.519, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0243, loss_cls: 0.1525, acc: 94.5898, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4295 2022-05-12 12:13:47,723 - mmdet - INFO - Epoch [64][2000/3992] lr: 1.000e-06, eta: 3 days, 3:01:00, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0259, loss_cls: 0.1538, acc: 94.4414, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4308 2022-05-12 12:14:12,871 - mmdet - INFO - Epoch [64][2050/3992] lr: 1.000e-06, eta: 3 days, 3:00:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0265, loss_cls: 0.1402, acc: 94.6387, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4162 2022-05-12 12:14:37,004 - mmdet - INFO - Epoch [64][2100/3992] lr: 1.000e-06, eta: 3 days, 3:00:10, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0284, loss_cls: 0.1684, acc: 93.9824, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4629 2022-05-12 12:15:03,112 - mmdet - INFO - Epoch [64][2150/3992] lr: 1.000e-06, eta: 3 days, 2:59:48, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0303, loss_cls: 0.1683, acc: 93.8750, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4739 2022-05-12 12:15:27,085 - mmdet - INFO - Epoch [64][2200/3992] lr: 1.000e-06, eta: 3 days, 2:59:21, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0204, loss_cls: 0.1259, acc: 95.1953, loss_bbox: 0.2113, loss_mask: 0.0000, loss: 0.3655 2022-05-12 12:15:51,133 - mmdet - INFO - Epoch [64][2250/3992] lr: 1.000e-06, eta: 3 days, 2:58:55, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0245, loss_cls: 0.1393, acc: 94.9688, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4222 2022-05-12 12:16:15,944 - mmdet - INFO - Epoch [64][2300/3992] lr: 1.000e-06, eta: 3 days, 2:58:30, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0235, loss_cls: 0.1449, acc: 94.6660, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4118 2022-05-12 12:16:41,292 - mmdet - INFO - Epoch [64][2350/3992] lr: 1.000e-06, eta: 3 days, 2:58:07, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0243, loss_cls: 0.1508, acc: 94.6406, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4260 2022-05-12 12:17:06,530 - mmdet - INFO - Epoch [64][2400/3992] lr: 1.000e-06, eta: 3 days, 2:57:43, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0295, loss_cls: 0.1601, acc: 94.0488, loss_bbox: 0.2689, loss_mask: 0.0000, loss: 0.4741 2022-05-12 12:17:31,128 - mmdet - INFO - Epoch [64][2450/3992] lr: 1.000e-06, eta: 3 days, 2:57:18, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0271, loss_cls: 0.1611, acc: 94.1758, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4524 2022-05-12 12:17:56,928 - mmdet - INFO - Epoch [64][2500/3992] lr: 1.000e-06, eta: 3 days, 2:56:55, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0307, loss_cls: 0.1628, acc: 94.0488, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.4806 2022-05-12 12:18:22,357 - mmdet - INFO - Epoch [64][2550/3992] lr: 1.000e-06, eta: 3 days, 2:56:32, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0262, loss_cls: 0.1489, acc: 94.5293, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4407 2022-05-12 12:18:47,473 - mmdet - INFO - Epoch [64][2600/3992] lr: 1.000e-06, eta: 3 days, 2:56:08, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0246, loss_cls: 0.1561, acc: 94.1426, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4510 2022-05-12 12:19:13,153 - mmdet - INFO - Epoch [64][2650/3992] lr: 1.000e-06, eta: 3 days, 2:55:45, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0246, loss_cls: 0.1496, acc: 94.4375, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4432 2022-05-12 12:19:38,117 - mmdet - INFO - Epoch [64][2700/3992] lr: 1.000e-06, eta: 3 days, 2:55:20, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0279, loss_cls: 0.1565, acc: 94.1660, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4646 2022-05-12 12:20:02,561 - mmdet - INFO - Epoch [64][2750/3992] lr: 1.000e-06, eta: 3 days, 2:54:55, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0246, loss_cls: 0.1327, acc: 95.2207, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4016 2022-05-12 12:20:27,528 - mmdet - INFO - Epoch [64][2800/3992] lr: 1.000e-06, eta: 3 days, 2:54:31, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0296, loss_cls: 0.1663, acc: 93.8516, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.4928 2022-05-12 12:20:53,051 - mmdet - INFO - Epoch [64][2850/3992] lr: 1.000e-06, eta: 3 days, 2:54:07, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0249, loss_cls: 0.1445, acc: 94.5859, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4125 2022-05-12 12:21:18,099 - mmdet - INFO - Epoch [64][2900/3992] lr: 1.000e-06, eta: 3 days, 2:53:43, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1455, acc: 94.6582, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4178 2022-05-12 12:21:42,699 - mmdet - INFO - Epoch [64][2950/3992] lr: 1.000e-06, eta: 3 days, 2:53:18, time: 0.492, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0238, loss_cls: 0.1458, acc: 94.3691, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4307 2022-05-12 12:22:08,123 - mmdet - INFO - Epoch [64][3000/3992] lr: 1.000e-06, eta: 3 days, 2:52:55, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0232, loss_cls: 0.1424, acc: 94.8184, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4176 2022-05-12 12:22:33,912 - mmdet - INFO - Epoch [64][3050/3992] lr: 1.000e-06, eta: 3 days, 2:52:32, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0311, loss_cls: 0.1568, acc: 94.1914, loss_bbox: 0.2687, loss_mask: 0.0000, loss: 0.4747 2022-05-12 12:22:57,495 - mmdet - INFO - Epoch [64][3100/3992] lr: 1.000e-06, eta: 3 days, 2:52:05, time: 0.472, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0314, loss_cls: 0.1825, acc: 93.5820, loss_bbox: 0.2756, loss_mask: 0.0000, loss: 0.5177 2022-05-12 12:23:22,133 - mmdet - INFO - Epoch [64][3150/3992] lr: 1.000e-06, eta: 3 days, 2:51:40, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0283, loss_cls: 0.1500, acc: 94.5059, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4442 2022-05-12 12:23:48,153 - mmdet - INFO - Epoch [64][3200/3992] lr: 1.000e-06, eta: 3 days, 2:51:17, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0232, loss_cls: 0.1358, acc: 95.0879, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.4014 2022-05-12 12:24:12,772 - mmdet - INFO - Epoch [64][3250/3992] lr: 1.000e-06, eta: 3 days, 2:50:52, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0246, loss_cls: 0.1453, acc: 94.6543, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4313 2022-05-12 12:24:38,388 - mmdet - INFO - Epoch [64][3300/3992] lr: 1.000e-06, eta: 3 days, 2:50:29, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0271, loss_cls: 0.1431, acc: 94.7832, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4182 2022-05-12 12:25:03,004 - mmdet - INFO - Epoch [64][3350/3992] lr: 1.000e-06, eta: 3 days, 2:50:04, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0273, loss_cls: 0.1483, acc: 94.4863, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4352 2022-05-12 12:25:26,862 - mmdet - INFO - Epoch [64][3400/3992] lr: 1.000e-06, eta: 3 days, 2:49:37, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0287, loss_cls: 0.1536, acc: 94.1211, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4558 2022-05-12 12:25:51,703 - mmdet - INFO - Epoch [64][3450/3992] lr: 1.000e-06, eta: 3 days, 2:49:13, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0297, loss_cls: 0.1485, acc: 94.5254, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4604 2022-05-12 12:26:16,527 - mmdet - INFO - Epoch [64][3500/3992] lr: 1.000e-06, eta: 3 days, 2:48:48, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0209, loss_cls: 0.1382, acc: 95.0098, loss_bbox: 0.2229, loss_mask: 0.0000, loss: 0.4009 2022-05-12 12:26:41,427 - mmdet - INFO - Epoch [64][3550/3992] lr: 1.000e-06, eta: 3 days, 2:48:23, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0281, loss_cls: 0.1656, acc: 93.8320, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4736 2022-05-12 12:27:06,856 - mmdet - INFO - Epoch [64][3600/3992] lr: 1.000e-06, eta: 3 days, 2:48:00, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0255, loss_cls: 0.1478, acc: 94.6738, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4297 2022-05-12 12:27:31,770 - mmdet - INFO - Epoch [64][3650/3992] lr: 1.000e-06, eta: 3 days, 2:47:36, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0243, loss_cls: 0.1413, acc: 94.8047, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4198 2022-05-12 12:27:57,526 - mmdet - INFO - Epoch [64][3700/3992] lr: 1.000e-06, eta: 3 days, 2:47:13, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0273, loss_cls: 0.1677, acc: 94.0312, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4720 2022-05-12 12:28:22,278 - mmdet - INFO - Epoch [64][3750/3992] lr: 1.000e-06, eta: 3 days, 2:46:48, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0242, loss_cls: 0.1402, acc: 94.8359, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.4002 2022-05-12 12:28:47,226 - mmdet - INFO - Epoch [64][3800/3992] lr: 1.000e-06, eta: 3 days, 2:46:24, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0275, loss_cls: 0.1647, acc: 94.1719, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4583 2022-05-12 12:29:12,700 - mmdet - INFO - Epoch [64][3850/3992] lr: 1.000e-06, eta: 3 days, 2:46:00, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0262, loss_cls: 0.1445, acc: 94.5684, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4251 2022-05-12 12:29:37,816 - mmdet - INFO - Epoch [64][3900/3992] lr: 1.000e-06, eta: 3 days, 2:45:36, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0261, loss_cls: 0.1512, acc: 94.3887, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4445 2022-05-12 12:30:03,302 - mmdet - INFO - Epoch [64][3950/3992] lr: 1.000e-06, eta: 3 days, 2:45:13, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0276, loss_cls: 0.1501, acc: 94.5547, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4414 2022-05-12 12:30:23,978 - mmdet - INFO - Saving checkpoint at 64 epochs 2022-05-12 12:36:04,267 - mmdet - INFO - Evaluating bbox... 2022-05-12 12:36:20,468 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.298 2022-05-12 12:36:20,472 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.257 | desk | 0.093 | | sofa_chair | 0.483 | pillow | 0.056 | box | 0.023 | | garbage_bin | 0.352 | cabinet | 0.040 | drawer | 0.058 | | shelf | 0.105 | kitchen_counter | 0.161 | kitchen_cabinet | 0.201 | | cpu | 0.031 | bench | 0.160 | file_cabinet | 0.081 | | whiteboard | 0.139 | lamp | 0.176 | endtable | 0.135 | | bookshelf | 0.232 | coffee_table | 0.199 | dresser | 0.178 | | paper | 0.008 | printer | 0.212 | monitor | 0.224 | | back_pack | 0.074 | night_stand | 0.297 | door | 0.088 | | picture | 0.046 | ottoman | 0.193 | stool | 0.224 | | outlet | 0.000 | towel | 0.078 | tray | 0.014 | | bag | 0.013 | stove | 0.104 | bathtub | 0.434 | | scanner | 0.214 | cubby | 0.020 | mirror | 0.021 | | bottle | 0.006 | rack | 0.017 | cup | 0.073 | | thermos | 0.001 | island | 0.115 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.184 | | cart | 0.101 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.339 | | sofa | 0.420 | plant | 0.035 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.532 | tv | 0.256 | | laptop | 0.114 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.024 | microwave | 0.247 | | oven | 0.017 | paper_towel_dispenser | 0.257 | sink | 0.161 | | fridge | 0.166 | book | 0.009 | clock | 0.067 | | vase | 0.046 | fire_extinguisher | 0.009 | blinds | 0.018 | | podium | 0.201 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:20,476 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.200 | table | 0.457 | desk | 0.196 | | sofa_chair | 0.673 | pillow | 0.143 | box | 0.052 | | garbage_bin | 0.615 | cabinet | 0.087 | drawer | 0.091 | | shelf | 0.217 | kitchen_counter | 0.277 | kitchen_cabinet | 0.320 | | cpu | 0.078 | bench | 0.298 | file_cabinet | 0.121 | | whiteboard | 0.229 | lamp | 0.385 | endtable | 0.252 | | bookshelf | 0.425 | coffee_table | 0.372 | dresser | 0.273 | | paper | 0.024 | printer | 0.356 | monitor | 0.529 | | back_pack | 0.166 | night_stand | 0.514 | door | 0.126 | | picture | 0.078 | ottoman | 0.269 | stool | 0.415 | | outlet | 0.000 | towel | 0.118 | tray | 0.038 | | bag | 0.020 | stove | 0.195 | bathtub | 0.682 | | scanner | 0.315 | cubby | 0.029 | mirror | 0.049 | | bottle | 0.009 | rack | 0.026 | cup | 0.179 | | thermos | 0.002 | island | 0.164 | counter | 0.044 | | bowl | 0.088 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.291 | | cart | 0.163 | tv_stand | 0.231 | poster | 0.002 | | soap_dispenser | 0.015 | toy | nan | chair | 0.686 | | sofa | 0.614 | plant | 0.088 | bed | 0.882 | | dining_table | 0.009 | toilet | 0.859 | tv | 0.448 | | laptop | 0.234 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.237 | telephone | 0.064 | microwave | 0.467 | | oven | 0.054 | paper_towel_dispenser | 0.392 | sink | 0.464 | | fridge | 0.318 | book | 0.023 | clock | 0.113 | | vase | 0.086 | fire_extinguisher | 0.075 | blinds | 0.053 | | podium | 0.273 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:20,479 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.262 | desk | 0.077 | | sofa_chair | 0.565 | pillow | 0.032 | box | 0.019 | | garbage_bin | 0.377 | cabinet | 0.032 | drawer | 0.057 | | shelf | 0.089 | kitchen_counter | 0.147 | kitchen_cabinet | 0.239 | | cpu | 0.004 | bench | 0.135 | file_cabinet | 0.118 | | whiteboard | 0.137 | lamp | 0.144 | endtable | 0.109 | | bookshelf | 0.235 | coffee_table | 0.174 | dresser | 0.208 | | paper | 0.003 | printer | 0.212 | monitor | 0.148 | | back_pack | 0.047 | night_stand | 0.303 | door | 0.115 | | picture | 0.050 | ottoman | 0.236 | stool | 0.230 | | outlet | 0.000 | towel | 0.094 | tray | 0.014 | | bag | 0.017 | stove | 0.097 | bathtub | 0.413 | | scanner | 0.223 | cubby | 0.025 | mirror | 0.010 | | bottle | 0.008 | rack | 0.022 | cup | 0.046 | | thermos | 0.000 | island | 0.133 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.150 | | cart | 0.094 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.295 | | sofa | 0.484 | plant | 0.030 | bed | 0.698 | | dining_table | 0.007 | toilet | 0.573 | tv | 0.267 | | laptop | 0.099 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.008 | microwave | 0.241 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.065 | | fridge | 0.168 | book | 0.005 | clock | 0.090 | | vase | 0.053 | fire_extinguisher | 0.000 | blinds | 0.010 | | podium | 0.244 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:20,479 - mmdet - INFO - Evaluating segm... 2022-05-12 12:36:39,210 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 12:36:39,214 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:39,218 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:39,221 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 12:36:39,546 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 12:36:39,546 - mmdet - INFO - Epoch(val) [64][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.223 0.124 0.005 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 12:37:06,405 - mmdet - INFO - Epoch [65][50/3992] lr: 1.000e-06, eta: 3 days, 2:43:48, time: 0.537, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0255, loss_cls: 0.1483, acc: 94.5586, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4239 2022-05-12 12:37:31,227 - mmdet - INFO - Epoch [65][100/3992] lr: 1.000e-06, eta: 3 days, 2:43:23, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0266, loss_cls: 0.1567, acc: 94.0645, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4642 2022-05-12 12:37:56,430 - mmdet - INFO - Epoch [65][150/3992] lr: 1.000e-06, eta: 3 days, 2:42:59, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0243, loss_cls: 0.1424, acc: 95.0488, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4053 2022-05-12 12:38:20,893 - mmdet - INFO - Epoch [65][200/3992] lr: 1.000e-06, eta: 3 days, 2:42:33, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0268, loss_cls: 0.1683, acc: 93.8301, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4739 2022-05-12 12:38:45,295 - mmdet - INFO - Epoch [65][250/3992] lr: 1.000e-06, eta: 3 days, 2:42:08, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0251, loss_cls: 0.1498, acc: 94.6348, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4244 2022-05-12 12:39:10,590 - mmdet - INFO - Epoch [65][300/3992] lr: 1.000e-06, eta: 3 days, 2:41:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0269, loss_cls: 0.1379, acc: 94.8750, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4167 2022-05-12 12:39:35,432 - mmdet - INFO - Epoch [65][350/3992] lr: 1.000e-06, eta: 3 days, 2:41:20, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0253, loss_cls: 0.1440, acc: 94.8672, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4213 2022-05-12 12:40:01,044 - mmdet - INFO - Epoch [65][400/3992] lr: 1.000e-06, eta: 3 days, 2:40:57, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0296, loss_cls: 0.1614, acc: 94.1582, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4635 2022-05-12 12:40:26,113 - mmdet - INFO - Epoch [65][450/3992] lr: 1.000e-06, eta: 3 days, 2:40:32, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0305, loss_cls: 0.1664, acc: 93.7969, loss_bbox: 0.2828, loss_mask: 0.0000, loss: 0.4948 2022-05-12 12:40:50,610 - mmdet - INFO - Epoch [65][500/3992] lr: 1.000e-06, eta: 3 days, 2:40:07, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0214, loss_cls: 0.1344, acc: 95.0410, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4001 2022-05-12 12:41:14,295 - mmdet - INFO - Epoch [65][550/3992] lr: 1.000e-06, eta: 3 days, 2:39:40, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0251, loss_cls: 0.1600, acc: 94.0762, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4538 2022-05-12 12:41:39,586 - mmdet - INFO - Epoch [65][600/3992] lr: 1.000e-06, eta: 3 days, 2:39:16, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0271, loss_cls: 0.1543, acc: 94.2012, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4530 2022-05-12 12:42:04,203 - mmdet - INFO - Epoch [65][650/3992] lr: 1.000e-06, eta: 3 days, 2:38:51, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0269, loss_cls: 0.1558, acc: 94.3438, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4506 2022-05-12 12:42:28,796 - mmdet - INFO - Epoch [65][700/3992] lr: 1.000e-06, eta: 3 days, 2:38:26, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0258, loss_cls: 0.1471, acc: 94.7227, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4158 2022-05-12 12:42:53,537 - mmdet - INFO - Epoch [65][750/3992] lr: 1.000e-06, eta: 3 days, 2:38:01, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0275, loss_cls: 0.1510, acc: 94.4219, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4377 2022-05-12 12:43:18,218 - mmdet - INFO - Epoch [65][800/3992] lr: 1.000e-06, eta: 3 days, 2:37:36, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0232, loss_cls: 0.1466, acc: 94.6445, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4197 2022-05-12 12:43:43,366 - mmdet - INFO - Epoch [65][850/3992] lr: 1.000e-06, eta: 3 days, 2:37:12, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0267, loss_cls: 0.1619, acc: 94.0898, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4605 2022-05-12 12:44:07,967 - mmdet - INFO - Epoch [65][900/3992] lr: 1.000e-06, eta: 3 days, 2:36:47, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0252, loss_cls: 0.1400, acc: 94.7051, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4127 2022-05-12 12:44:32,888 - mmdet - INFO - Epoch [65][950/3992] lr: 1.000e-06, eta: 3 days, 2:36:22, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0291, loss_cls: 0.1621, acc: 94.0859, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4729 2022-05-12 12:44:57,318 - mmdet - INFO - Epoch [65][1000/3992] lr: 1.000e-06, eta: 3 days, 2:35:57, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0231, loss_cls: 0.1405, acc: 94.8418, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4104 2022-05-12 12:45:22,825 - mmdet - INFO - Epoch [65][1050/3992] lr: 1.000e-06, eta: 3 days, 2:35:34, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0247, loss_cls: 0.1369, acc: 94.8672, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4061 2022-05-12 12:45:49,314 - mmdet - INFO - Epoch [65][1100/3992] lr: 1.000e-06, eta: 3 days, 2:35:13, time: 0.530, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0290, loss_cls: 0.1605, acc: 93.9590, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4687 2022-05-12 12:46:14,762 - mmdet - INFO - Epoch [65][1150/3992] lr: 1.000e-06, eta: 3 days, 2:34:49, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0270, loss_cls: 0.1596, acc: 94.1094, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4487 2022-05-12 12:46:40,296 - mmdet - INFO - Epoch [65][1200/3992] lr: 1.000e-06, eta: 3 days, 2:34:26, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0273, loss_cls: 0.1592, acc: 94.0273, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4611 2022-05-12 12:47:04,875 - mmdet - INFO - Epoch [65][1250/3992] lr: 1.000e-06, eta: 3 days, 2:34:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0216, loss_cls: 0.1363, acc: 94.8926, loss_bbox: 0.2218, loss_mask: 0.0000, loss: 0.3917 2022-05-12 12:47:30,003 - mmdet - INFO - Epoch [65][1300/3992] lr: 1.000e-06, eta: 3 days, 2:33:37, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0234, loss_cls: 0.1373, acc: 94.5938, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4219 2022-05-12 12:47:55,127 - mmdet - INFO - Epoch [65][1350/3992] lr: 1.000e-06, eta: 3 days, 2:33:13, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0258, loss_cls: 0.1474, acc: 94.5215, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4294 2022-05-12 12:48:19,980 - mmdet - INFO - Epoch [65][1400/3992] lr: 1.000e-06, eta: 3 days, 2:32:48, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0248, loss_cls: 0.1439, acc: 94.6523, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4313 2022-05-12 12:48:45,226 - mmdet - INFO - Epoch [65][1450/3992] lr: 1.000e-06, eta: 3 days, 2:32:24, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0247, loss_cls: 0.1472, acc: 94.5469, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4359 2022-05-12 12:49:10,864 - mmdet - INFO - Epoch [65][1500/3992] lr: 1.000e-06, eta: 3 days, 2:32:01, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0277, loss_cls: 0.1567, acc: 94.2910, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4566 2022-05-12 12:49:35,262 - mmdet - INFO - Epoch [65][1550/3992] lr: 1.000e-06, eta: 3 days, 2:31:36, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0258, loss_cls: 0.1469, acc: 94.3945, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4397 2022-05-12 12:50:00,424 - mmdet - INFO - Epoch [65][1600/3992] lr: 1.000e-06, eta: 3 days, 2:31:12, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0249, loss_cls: 0.1437, acc: 94.5898, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4345 2022-05-12 12:50:25,955 - mmdet - INFO - Epoch [65][1650/3992] lr: 1.000e-06, eta: 3 days, 2:30:49, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0321, loss_cls: 0.1678, acc: 93.8203, loss_bbox: 0.2802, loss_mask: 0.0000, loss: 0.4987 2022-05-12 12:50:51,097 - mmdet - INFO - Epoch [65][1700/3992] lr: 1.000e-06, eta: 3 days, 2:30:25, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0294, loss_cls: 0.1592, acc: 93.9844, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4636 2022-05-12 12:51:16,179 - mmdet - INFO - Epoch [65][1750/3992] lr: 1.000e-06, eta: 3 days, 2:30:00, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0281, loss_cls: 0.1577, acc: 93.8730, loss_bbox: 0.2709, loss_mask: 0.0000, loss: 0.4749 2022-05-12 12:51:40,238 - mmdet - INFO - Epoch [65][1800/3992] lr: 1.000e-06, eta: 3 days, 2:29:34, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0257, loss_cls: 0.1404, acc: 94.7148, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4150 2022-05-12 12:52:04,784 - mmdet - INFO - Epoch [65][1850/3992] lr: 1.000e-06, eta: 3 days, 2:29:09, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0282, loss_cls: 0.1471, acc: 94.4941, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4446 2022-05-12 12:52:29,943 - mmdet - INFO - Epoch [65][1900/3992] lr: 1.000e-06, eta: 3 days, 2:28:45, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0264, loss_cls: 0.1461, acc: 94.4102, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4331 2022-05-12 12:52:55,376 - mmdet - INFO - Epoch [65][1950/3992] lr: 1.000e-06, eta: 3 days, 2:28:21, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0233, loss_cls: 0.1467, acc: 94.4707, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4307 2022-05-12 12:53:20,411 - mmdet - INFO - Epoch [65][2000/3992] lr: 1.000e-06, eta: 3 days, 2:27:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0273, loss_cls: 0.1515, acc: 94.4258, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4343 2022-05-12 12:53:45,382 - mmdet - INFO - Epoch [65][2050/3992] lr: 1.000e-06, eta: 3 days, 2:27:33, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0227, loss_cls: 0.1368, acc: 94.9727, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4076 2022-05-12 12:54:09,377 - mmdet - INFO - Epoch [65][2100/3992] lr: 1.000e-06, eta: 3 days, 2:27:06, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0267, loss_cls: 0.1564, acc: 94.2910, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4588 2022-05-12 12:54:34,197 - mmdet - INFO - Epoch [65][2150/3992] lr: 1.000e-06, eta: 3 days, 2:26:42, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0267, loss_cls: 0.1573, acc: 94.2578, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4449 2022-05-12 12:54:59,809 - mmdet - INFO - Epoch [65][2200/3992] lr: 1.000e-06, eta: 3 days, 2:26:19, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0265, loss_cls: 0.1434, acc: 94.5547, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4258 2022-05-12 12:55:23,436 - mmdet - INFO - Epoch [65][2250/3992] lr: 1.000e-06, eta: 3 days, 2:25:51, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0266, loss_cls: 0.1499, acc: 94.6895, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4303 2022-05-12 12:55:47,899 - mmdet - INFO - Epoch [65][2300/3992] lr: 1.000e-06, eta: 3 days, 2:25:26, time: 0.489, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0301, loss_cls: 0.1739, acc: 93.6172, loss_bbox: 0.2720, loss_mask: 0.0000, loss: 0.4965 2022-05-12 12:56:13,506 - mmdet - INFO - Epoch [65][2350/3992] lr: 1.000e-06, eta: 3 days, 2:25:03, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0290, loss_cls: 0.1521, acc: 94.2656, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4499 2022-05-12 12:56:38,313 - mmdet - INFO - Epoch [65][2400/3992] lr: 1.000e-06, eta: 3 days, 2:24:38, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0239, loss_cls: 0.1564, acc: 94.3340, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4470 2022-05-12 12:57:03,293 - mmdet - INFO - Epoch [65][2450/3992] lr: 1.000e-06, eta: 3 days, 2:24:14, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0252, loss_cls: 0.1510, acc: 94.4609, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4399 2022-05-12 12:57:28,812 - mmdet - INFO - Epoch [65][2500/3992] lr: 1.000e-06, eta: 3 days, 2:23:51, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0289, loss_cls: 0.1521, acc: 94.2871, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4407 2022-05-12 12:57:55,373 - mmdet - INFO - Epoch [65][2550/3992] lr: 1.000e-06, eta: 3 days, 2:23:30, time: 0.531, data_time: 0.016, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0323, loss_cls: 0.1657, acc: 93.8223, loss_bbox: 0.2835, loss_mask: 0.0000, loss: 0.5005 2022-05-12 12:58:20,052 - mmdet - INFO - Epoch [65][2600/3992] lr: 1.000e-06, eta: 3 days, 2:23:05, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0271, loss_cls: 0.1430, acc: 94.6113, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4324 2022-05-12 12:58:44,149 - mmdet - INFO - Epoch [65][2650/3992] lr: 1.000e-06, eta: 3 days, 2:22:38, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0289, loss_cls: 0.1532, acc: 94.2637, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4494 2022-05-12 12:59:08,509 - mmdet - INFO - Epoch [65][2700/3992] lr: 1.000e-06, eta: 3 days, 2:22:13, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0245, loss_cls: 0.1464, acc: 94.8633, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4099 2022-05-12 12:59:33,731 - mmdet - INFO - Epoch [65][2750/3992] lr: 1.000e-06, eta: 3 days, 2:21:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0269, loss_cls: 0.1414, acc: 94.6660, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4269 2022-05-12 12:59:59,485 - mmdet - INFO - Epoch [65][2800/3992] lr: 1.000e-06, eta: 3 days, 2:21:26, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0270, loss_cls: 0.1460, acc: 94.3789, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4348 2022-05-12 13:00:25,024 - mmdet - INFO - Epoch [65][2850/3992] lr: 1.000e-06, eta: 3 days, 2:21:03, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0235, loss_cls: 0.1408, acc: 94.6484, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4175 2022-05-12 13:00:51,249 - mmdet - INFO - Epoch [65][2900/3992] lr: 1.000e-06, eta: 3 days, 2:20:41, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0272, loss_cls: 0.1456, acc: 94.7441, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4215 2022-05-12 13:01:17,075 - mmdet - INFO - Epoch [65][2950/3992] lr: 1.000e-06, eta: 3 days, 2:20:19, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0255, loss_cls: 0.1494, acc: 94.5684, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4366 2022-05-12 13:01:42,065 - mmdet - INFO - Epoch [65][3000/3992] lr: 1.000e-06, eta: 3 days, 2:19:54, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0247, loss_cls: 0.1476, acc: 94.4258, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4287 2022-05-12 13:02:07,498 - mmdet - INFO - Epoch [65][3050/3992] lr: 1.000e-06, eta: 3 days, 2:19:31, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0281, loss_cls: 0.1516, acc: 94.4551, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4447 2022-05-12 13:02:31,766 - mmdet - INFO - Epoch [65][3100/3992] lr: 1.000e-06, eta: 3 days, 2:19:05, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0207, loss_cls: 0.1256, acc: 95.2715, loss_bbox: 0.2102, loss_mask: 0.0000, loss: 0.3704 2022-05-12 13:02:57,722 - mmdet - INFO - Epoch [65][3150/3992] lr: 1.000e-06, eta: 3 days, 2:18:43, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0248, loss_cls: 0.1372, acc: 94.9062, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4049 2022-05-12 13:03:22,865 - mmdet - INFO - Epoch [65][3200/3992] lr: 1.000e-06, eta: 3 days, 2:18:19, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0232, loss_cls: 0.1490, acc: 94.4746, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4317 2022-05-12 13:03:47,119 - mmdet - INFO - Epoch [65][3250/3992] lr: 1.000e-06, eta: 3 days, 2:17:53, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0251, loss_cls: 0.1448, acc: 94.6211, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4259 2022-05-12 13:04:12,806 - mmdet - INFO - Epoch [65][3300/3992] lr: 1.000e-06, eta: 3 days, 2:17:30, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0221, loss_cls: 0.1388, acc: 94.8535, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3965 2022-05-12 13:04:37,606 - mmdet - INFO - Epoch [65][3350/3992] lr: 1.000e-06, eta: 3 days, 2:17:05, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0271, loss_cls: 0.1588, acc: 94.3770, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4426 2022-05-12 13:05:01,461 - mmdet - INFO - Epoch [65][3400/3992] lr: 1.000e-06, eta: 3 days, 2:16:38, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0241, loss_cls: 0.1423, acc: 94.6152, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4147 2022-05-12 13:05:26,673 - mmdet - INFO - Epoch [65][3450/3992] lr: 1.000e-06, eta: 3 days, 2:16:14, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0241, loss_cls: 0.1524, acc: 94.4531, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4328 2022-05-12 13:05:52,017 - mmdet - INFO - Epoch [65][3500/3992] lr: 1.000e-06, eta: 3 days, 2:15:51, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0213, loss_cls: 0.1335, acc: 94.9238, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.3984 2022-05-12 13:06:17,035 - mmdet - INFO - Epoch [65][3550/3992] lr: 1.000e-06, eta: 3 days, 2:15:27, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0236, loss_cls: 0.1466, acc: 94.7305, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4142 2022-05-12 13:06:43,077 - mmdet - INFO - Epoch [65][3600/3992] lr: 1.000e-06, eta: 3 days, 2:15:04, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0258, loss_cls: 0.1391, acc: 94.6270, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4155 2022-05-12 13:07:09,456 - mmdet - INFO - Epoch [65][3650/3992] lr: 1.000e-06, eta: 3 days, 2:14:43, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0299, loss_cls: 0.1491, acc: 94.3203, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4595 2022-05-12 13:07:34,550 - mmdet - INFO - Epoch [65][3700/3992] lr: 1.000e-06, eta: 3 days, 2:14:19, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0258, loss_cls: 0.1511, acc: 94.3691, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4466 2022-05-12 13:07:59,933 - mmdet - INFO - Epoch [65][3750/3992] lr: 1.000e-06, eta: 3 days, 2:13:55, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0285, loss_cls: 0.1601, acc: 94.1035, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4746 2022-05-12 13:08:26,410 - mmdet - INFO - Epoch [65][3800/3992] lr: 1.000e-06, eta: 3 days, 2:13:34, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0263, loss_cls: 0.1518, acc: 94.4863, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4488 2022-05-12 13:08:51,877 - mmdet - INFO - Epoch [65][3850/3992] lr: 1.000e-06, eta: 3 days, 2:13:11, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0285, loss_cls: 0.1619, acc: 94.0391, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4814 2022-05-12 13:09:17,039 - mmdet - INFO - Epoch [65][3900/3992] lr: 1.000e-06, eta: 3 days, 2:12:47, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0253, loss_cls: 0.1409, acc: 94.8066, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4149 2022-05-12 13:09:41,431 - mmdet - INFO - Epoch [65][3950/3992] lr: 1.000e-06, eta: 3 days, 2:12:21, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0240, loss_cls: 0.1604, acc: 94.0664, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4580 2022-05-12 13:10:02,926 - mmdet - INFO - Saving checkpoint at 65 epochs 2022-05-12 13:15:44,123 - mmdet - INFO - Evaluating bbox... 2022-05-12 13:16:00,223 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 13:16:00,227 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.257 | desk | 0.094 | | sofa_chair | 0.483 | pillow | 0.058 | box | 0.023 | | garbage_bin | 0.354 | cabinet | 0.042 | drawer | 0.056 | | shelf | 0.108 | kitchen_counter | 0.158 | kitchen_cabinet | 0.196 | | cpu | 0.030 | bench | 0.160 | file_cabinet | 0.081 | | whiteboard | 0.143 | lamp | 0.175 | endtable | 0.135 | | bookshelf | 0.225 | coffee_table | 0.196 | dresser | 0.175 | | paper | 0.009 | printer | 0.217 | monitor | 0.225 | | back_pack | 0.073 | night_stand | 0.293 | door | 0.089 | | picture | 0.045 | ottoman | 0.190 | stool | 0.223 | | outlet | 0.000 | towel | 0.075 | tray | 0.013 | | bag | 0.018 | stove | 0.106 | bathtub | 0.437 | | scanner | 0.231 | cubby | 0.018 | mirror | 0.021 | | bottle | 0.004 | rack | 0.018 | cup | 0.070 | | thermos | 0.001 | island | 0.106 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.188 | | cart | 0.099 | tv_stand | 0.098 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.339 | | sofa | 0.417 | plant | 0.037 | bed | 0.605 | | dining_table | 0.006 | toilet | 0.530 | tv | 0.254 | | laptop | 0.107 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.026 | microwave | 0.241 | | oven | 0.015 | paper_towel_dispenser | 0.236 | sink | 0.161 | | fridge | 0.168 | book | 0.009 | clock | 0.080 | | vase | 0.047 | fire_extinguisher | 0.009 | blinds | 0.018 | | podium | 0.197 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:00,230 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.208 | table | 0.461 | desk | 0.203 | | sofa_chair | 0.673 | pillow | 0.147 | box | 0.051 | | garbage_bin | 0.619 | cabinet | 0.085 | drawer | 0.090 | | shelf | 0.218 | kitchen_counter | 0.258 | kitchen_cabinet | 0.322 | | cpu | 0.075 | bench | 0.299 | file_cabinet | 0.121 | | whiteboard | 0.231 | lamp | 0.380 | endtable | 0.257 | | bookshelf | 0.403 | coffee_table | 0.362 | dresser | 0.266 | | paper | 0.027 | printer | 0.366 | monitor | 0.531 | | back_pack | 0.154 | night_stand | 0.519 | door | 0.127 | | picture | 0.079 | ottoman | 0.266 | stool | 0.418 | | outlet | 0.000 | towel | 0.113 | tray | 0.038 | | bag | 0.025 | stove | 0.191 | bathtub | 0.682 | | scanner | 0.314 | cubby | 0.025 | mirror | 0.051 | | bottle | 0.006 | rack | 0.027 | cup | 0.175 | | thermos | 0.002 | island | 0.150 | counter | 0.047 | | bowl | 0.088 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.323 | | cart | 0.164 | tv_stand | 0.177 | poster | 0.001 | | soap_dispenser | 0.025 | toy | nan | chair | 0.686 | | sofa | 0.612 | plant | 0.091 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.853 | tv | 0.443 | | laptop | 0.230 | mouse | 0.113 | basket | 0.000 | | keyboard | 0.235 | telephone | 0.071 | microwave | 0.457 | | oven | 0.029 | paper_towel_dispenser | 0.392 | sink | 0.470 | | fridge | 0.301 | book | 0.024 | clock | 0.117 | | vase | 0.086 | fire_extinguisher | 0.075 | blinds | 0.044 | | podium | 0.266 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:00,233 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.080 | table | 0.261 | desk | 0.075 | | sofa_chair | 0.568 | pillow | 0.035 | box | 0.020 | | garbage_bin | 0.372 | cabinet | 0.036 | drawer | 0.054 | | shelf | 0.094 | kitchen_counter | 0.147 | kitchen_cabinet | 0.229 | | cpu | 0.004 | bench | 0.140 | file_cabinet | 0.118 | | whiteboard | 0.155 | lamp | 0.149 | endtable | 0.106 | | bookshelf | 0.223 | coffee_table | 0.143 | dresser | 0.201 | | paper | 0.002 | printer | 0.216 | monitor | 0.148 | | back_pack | 0.066 | night_stand | 0.301 | door | 0.116 | | picture | 0.044 | ottoman | 0.232 | stool | 0.227 | | outlet | 0.000 | towel | 0.090 | tray | 0.011 | | bag | 0.021 | stove | 0.104 | bathtub | 0.425 | | scanner | 0.222 | cubby | 0.022 | mirror | 0.011 | | bottle | 0.005 | rack | 0.023 | cup | 0.040 | | thermos | 0.002 | island | 0.118 | counter | 0.043 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.151 | | cart | 0.096 | tv_stand | 0.056 | poster | 0.000 | | soap_dispenser | 0.025 | toy | nan | chair | 0.298 | | sofa | 0.466 | plant | 0.024 | bed | 0.707 | | dining_table | 0.007 | toilet | 0.574 | tv | 0.264 | | laptop | 0.093 | mouse | 0.014 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.010 | microwave | 0.228 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.133 | book | 0.004 | clock | 0.117 | | vase | 0.054 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.237 | others | 0.035 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:00,233 - mmdet - INFO - Evaluating segm... 2022-05-12 13:16:18,548 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 13:16:18,552 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:18,555 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:18,558 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:16:18,873 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 13:16:18,873 - mmdet - INFO - Epoch(val) [65][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.221 0.123 0.005 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 13:16:45,488 - mmdet - INFO - Epoch [66][50/3992] lr: 1.000e-06, eta: 3 days, 2:10:56, time: 0.532, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0274, loss_cls: 0.1506, acc: 94.3965, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4413 2022-05-12 13:17:10,266 - mmdet - INFO - Epoch [66][100/3992] lr: 1.000e-06, eta: 3 days, 2:10:31, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0272, loss_cls: 0.1552, acc: 94.4043, loss_bbox: 0.2587, loss_mask: 0.0000, loss: 0.4561 2022-05-12 13:17:35,630 - mmdet - INFO - Epoch [66][150/3992] lr: 1.000e-06, eta: 3 days, 2:10:08, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0289, loss_cls: 0.1548, acc: 94.6094, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4412 2022-05-12 13:18:00,794 - mmdet - INFO - Epoch [66][200/3992] lr: 1.000e-06, eta: 3 days, 2:09:44, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0242, loss_cls: 0.1366, acc: 94.9492, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.3999 2022-05-12 13:18:26,219 - mmdet - INFO - Epoch [66][250/3992] lr: 1.000e-06, eta: 3 days, 2:09:20, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0283, loss_cls: 0.1527, acc: 94.5449, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4470 2022-05-12 13:18:51,206 - mmdet - INFO - Epoch [66][300/3992] lr: 1.000e-06, eta: 3 days, 2:08:56, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0268, loss_cls: 0.1492, acc: 94.5039, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4253 2022-05-12 13:19:16,121 - mmdet - INFO - Epoch [66][350/3992] lr: 1.000e-06, eta: 3 days, 2:08:31, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0265, loss_cls: 0.1424, acc: 94.7832, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.4070 2022-05-12 13:19:41,292 - mmdet - INFO - Epoch [66][400/3992] lr: 1.000e-06, eta: 3 days, 2:08:07, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0224, loss_cls: 0.1534, acc: 94.5000, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4322 2022-05-12 13:20:07,171 - mmdet - INFO - Epoch [66][450/3992] lr: 1.000e-06, eta: 3 days, 2:07:45, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0236, loss_cls: 0.1518, acc: 94.4082, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4360 2022-05-12 13:20:32,278 - mmdet - INFO - Epoch [66][500/3992] lr: 1.000e-06, eta: 3 days, 2:07:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0259, loss_cls: 0.1596, acc: 94.3203, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4516 2022-05-12 13:20:57,613 - mmdet - INFO - Epoch [66][550/3992] lr: 1.000e-06, eta: 3 days, 2:06:57, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0246, loss_cls: 0.1383, acc: 94.8379, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4105 2022-05-12 13:21:22,782 - mmdet - INFO - Epoch [66][600/3992] lr: 1.000e-06, eta: 3 days, 2:06:33, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0234, loss_cls: 0.1431, acc: 94.6562, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4206 2022-05-12 13:21:48,282 - mmdet - INFO - Epoch [66][650/3992] lr: 1.000e-06, eta: 3 days, 2:06:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0304, loss_cls: 0.1501, acc: 94.5039, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4458 2022-05-12 13:22:12,746 - mmdet - INFO - Epoch [66][700/3992] lr: 1.000e-06, eta: 3 days, 2:05:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0257, loss_cls: 0.1359, acc: 94.8379, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4131 2022-05-12 13:22:36,750 - mmdet - INFO - Epoch [66][750/3992] lr: 1.000e-06, eta: 3 days, 2:05:18, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0238, loss_cls: 0.1409, acc: 94.6484, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4201 2022-05-12 13:23:01,354 - mmdet - INFO - Epoch [66][800/3992] lr: 1.000e-06, eta: 3 days, 2:04:53, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0248, loss_cls: 0.1358, acc: 94.8809, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4107 2022-05-12 13:23:26,255 - mmdet - INFO - Epoch [66][850/3992] lr: 1.000e-06, eta: 3 days, 2:04:28, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0227, loss_cls: 0.1397, acc: 94.9570, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4123 2022-05-12 13:23:51,540 - mmdet - INFO - Epoch [66][900/3992] lr: 1.000e-06, eta: 3 days, 2:04:05, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0257, loss_cls: 0.1419, acc: 94.8105, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4162 2022-05-12 13:24:16,308 - mmdet - INFO - Epoch [66][950/3992] lr: 1.000e-06, eta: 3 days, 2:03:40, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0274, loss_cls: 0.1604, acc: 94.2012, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4534 2022-05-12 13:24:41,181 - mmdet - INFO - Epoch [66][1000/3992] lr: 1.000e-06, eta: 3 days, 2:03:15, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0246, loss_cls: 0.1281, acc: 95.0234, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.3932 2022-05-12 13:25:05,774 - mmdet - INFO - Epoch [66][1050/3992] lr: 1.000e-06, eta: 3 days, 2:02:50, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0297, loss_cls: 0.1612, acc: 93.9785, loss_bbox: 0.2721, loss_mask: 0.0000, loss: 0.4807 2022-05-12 13:25:31,100 - mmdet - INFO - Epoch [66][1100/3992] lr: 1.000e-06, eta: 3 days, 2:02:26, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0233, loss_cls: 0.1352, acc: 94.9121, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4033 2022-05-12 13:25:57,068 - mmdet - INFO - Epoch [66][1150/3992] lr: 1.000e-06, eta: 3 days, 2:02:04, time: 0.519, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0317, loss_cls: 0.1731, acc: 93.7500, loss_bbox: 0.2869, loss_mask: 0.0000, loss: 0.5135 2022-05-12 13:26:22,303 - mmdet - INFO - Epoch [66][1200/3992] lr: 1.000e-06, eta: 3 days, 2:01:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0268, loss_cls: 0.1313, acc: 94.9668, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4127 2022-05-12 13:26:46,796 - mmdet - INFO - Epoch [66][1250/3992] lr: 1.000e-06, eta: 3 days, 2:01:15, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0239, loss_cls: 0.1385, acc: 94.7285, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4163 2022-05-12 13:27:11,051 - mmdet - INFO - Epoch [66][1300/3992] lr: 1.000e-06, eta: 3 days, 2:00:49, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0227, loss_cls: 0.1276, acc: 95.1543, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3800 2022-05-12 13:27:37,239 - mmdet - INFO - Epoch [66][1350/3992] lr: 1.000e-06, eta: 3 days, 2:00:27, time: 0.524, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0204, loss_cls: 0.1173, acc: 95.5781, loss_bbox: 0.2051, loss_mask: 0.0000, loss: 0.3525 2022-05-12 13:28:02,144 - mmdet - INFO - Epoch [66][1400/3992] lr: 1.000e-06, eta: 3 days, 2:00:03, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0243, loss_cls: 0.1574, acc: 94.2285, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4543 2022-05-12 13:28:26,750 - mmdet - INFO - Epoch [66][1450/3992] lr: 1.000e-06, eta: 3 days, 1:59:37, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0235, loss_cls: 0.1444, acc: 94.7070, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4254 2022-05-12 13:28:51,586 - mmdet - INFO - Epoch [66][1500/3992] lr: 1.000e-06, eta: 3 days, 1:59:13, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0250, loss_cls: 0.1347, acc: 94.8750, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4075 2022-05-12 13:29:16,532 - mmdet - INFO - Epoch [66][1550/3992] lr: 1.000e-06, eta: 3 days, 1:58:48, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0286, loss_cls: 0.1587, acc: 94.3047, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4605 2022-05-12 13:29:41,110 - mmdet - INFO - Epoch [66][1600/3992] lr: 1.000e-06, eta: 3 days, 1:58:23, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0294, loss_cls: 0.1662, acc: 93.7383, loss_bbox: 0.2777, loss_mask: 0.0000, loss: 0.4904 2022-05-12 13:30:07,181 - mmdet - INFO - Epoch [66][1650/3992] lr: 1.000e-06, eta: 3 days, 1:58:01, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0240, loss_cls: 0.1468, acc: 94.4004, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4386 2022-05-12 13:30:32,267 - mmdet - INFO - Epoch [66][1700/3992] lr: 1.000e-06, eta: 3 days, 1:57:37, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0306, loss_cls: 0.1698, acc: 93.7617, loss_bbox: 0.2792, loss_mask: 0.0000, loss: 0.4949 2022-05-12 13:30:57,214 - mmdet - INFO - Epoch [66][1750/3992] lr: 1.000e-06, eta: 3 days, 1:57:12, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0256, loss_cls: 0.1582, acc: 94.2832, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4502 2022-05-12 13:31:22,538 - mmdet - INFO - Epoch [66][1800/3992] lr: 1.000e-06, eta: 3 days, 1:56:49, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0291, loss_cls: 0.1469, acc: 94.4453, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4296 2022-05-12 13:31:47,562 - mmdet - INFO - Epoch [66][1850/3992] lr: 1.000e-06, eta: 3 days, 1:56:24, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0252, loss_cls: 0.1430, acc: 94.4473, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4294 2022-05-12 13:32:11,607 - mmdet - INFO - Epoch [66][1900/3992] lr: 1.000e-06, eta: 3 days, 1:55:58, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0237, loss_cls: 0.1547, acc: 94.4492, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4439 2022-05-12 13:32:37,189 - mmdet - INFO - Epoch [66][1950/3992] lr: 1.000e-06, eta: 3 days, 1:55:35, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0252, loss_cls: 0.1551, acc: 94.2207, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4514 2022-05-12 13:33:01,903 - mmdet - INFO - Epoch [66][2000/3992] lr: 1.000e-06, eta: 3 days, 1:55:10, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0286, loss_cls: 0.1766, acc: 93.4629, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4983 2022-05-12 13:33:27,411 - mmdet - INFO - Epoch [66][2050/3992] lr: 1.000e-06, eta: 3 days, 1:54:47, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0272, loss_cls: 0.1410, acc: 94.9727, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4203 2022-05-12 13:33:52,604 - mmdet - INFO - Epoch [66][2100/3992] lr: 1.000e-06, eta: 3 days, 1:54:23, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0334, loss_cls: 0.1917, acc: 93.1328, loss_bbox: 0.2997, loss_mask: 0.0000, loss: 0.5424 2022-05-12 13:34:18,409 - mmdet - INFO - Epoch [66][2150/3992] lr: 1.000e-06, eta: 3 days, 1:54:00, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0255, loss_cls: 0.1408, acc: 94.6230, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4271 2022-05-12 13:34:44,461 - mmdet - INFO - Epoch [66][2200/3992] lr: 1.000e-06, eta: 3 days, 1:53:38, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0256, loss_cls: 0.1582, acc: 94.3457, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4452 2022-05-12 13:35:08,677 - mmdet - INFO - Epoch [66][2250/3992] lr: 1.000e-06, eta: 3 days, 1:53:12, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0301, loss_cls: 0.1649, acc: 94.0703, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4799 2022-05-12 13:35:34,941 - mmdet - INFO - Epoch [66][2300/3992] lr: 1.000e-06, eta: 3 days, 1:52:50, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0307, loss_cls: 0.1629, acc: 94.1641, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4649 2022-05-12 13:36:00,175 - mmdet - INFO - Epoch [66][2350/3992] lr: 1.000e-06, eta: 3 days, 1:52:27, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0255, loss_cls: 0.1577, acc: 94.3242, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4415 2022-05-12 13:36:25,365 - mmdet - INFO - Epoch [66][2400/3992] lr: 1.000e-06, eta: 3 days, 1:52:03, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0318, loss_cls: 0.1845, acc: 93.5605, loss_bbox: 0.2801, loss_mask: 0.0000, loss: 0.5146 2022-05-12 13:36:50,983 - mmdet - INFO - Epoch [66][2450/3992] lr: 1.000e-06, eta: 3 days, 1:51:39, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0262, loss_cls: 0.1503, acc: 94.6113, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4410 2022-05-12 13:37:15,920 - mmdet - INFO - Epoch [66][2500/3992] lr: 1.000e-06, eta: 3 days, 1:51:15, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0272, loss_cls: 0.1439, acc: 94.7285, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4227 2022-05-12 13:37:40,744 - mmdet - INFO - Epoch [66][2550/3992] lr: 1.000e-06, eta: 3 days, 1:50:50, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0252, loss_cls: 0.1512, acc: 94.4648, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4459 2022-05-12 13:38:04,447 - mmdet - INFO - Epoch [66][2600/3992] lr: 1.000e-06, eta: 3 days, 1:50:23, time: 0.474, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0223, loss_cls: 0.1522, acc: 94.7910, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4277 2022-05-12 13:38:29,877 - mmdet - INFO - Epoch [66][2650/3992] lr: 1.000e-06, eta: 3 days, 1:50:00, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0237, loss_cls: 0.1447, acc: 94.7227, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4183 2022-05-12 13:38:54,778 - mmdet - INFO - Epoch [66][2700/3992] lr: 1.000e-06, eta: 3 days, 1:49:35, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0245, loss_cls: 0.1336, acc: 95.0625, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.3958 2022-05-12 13:39:20,305 - mmdet - INFO - Epoch [66][2750/3992] lr: 1.000e-06, eta: 3 days, 1:49:12, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0288, loss_cls: 0.1426, acc: 94.8203, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4224 2022-05-12 13:39:45,117 - mmdet - INFO - Epoch [66][2800/3992] lr: 1.000e-06, eta: 3 days, 1:48:47, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0323, loss_cls: 0.1568, acc: 94.2051, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4546 2022-05-12 13:40:10,459 - mmdet - INFO - Epoch [66][2850/3992] lr: 1.000e-06, eta: 3 days, 1:48:24, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0225, loss_cls: 0.1332, acc: 95.1367, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3959 2022-05-12 13:40:35,965 - mmdet - INFO - Epoch [66][2900/3992] lr: 1.000e-06, eta: 3 days, 1:48:00, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0248, loss_cls: 0.1442, acc: 94.5664, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4284 2022-05-12 13:41:00,559 - mmdet - INFO - Epoch [66][2950/3992] lr: 1.000e-06, eta: 3 days, 1:47:35, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0257, loss_cls: 0.1520, acc: 94.1855, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4568 2022-05-12 13:41:26,491 - mmdet - INFO - Epoch [66][3000/3992] lr: 1.000e-06, eta: 3 days, 1:47:13, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0261, loss_cls: 0.1489, acc: 94.4004, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4373 2022-05-12 13:41:51,631 - mmdet - INFO - Epoch [66][3050/3992] lr: 1.000e-06, eta: 3 days, 1:46:49, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0281, loss_cls: 0.1607, acc: 94.0449, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4733 2022-05-12 13:42:16,275 - mmdet - INFO - Epoch [66][3100/3992] lr: 1.000e-06, eta: 3 days, 1:46:24, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0233, loss_cls: 0.1373, acc: 94.7441, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.4008 2022-05-12 13:42:41,150 - mmdet - INFO - Epoch [66][3150/3992] lr: 1.000e-06, eta: 3 days, 1:45:59, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0262, loss_cls: 0.1460, acc: 94.3945, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4541 2022-05-12 13:43:05,669 - mmdet - INFO - Epoch [66][3200/3992] lr: 1.000e-06, eta: 3 days, 1:45:34, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0261, loss_cls: 0.1496, acc: 94.5488, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4165 2022-05-12 13:43:31,512 - mmdet - INFO - Epoch [66][3250/3992] lr: 1.000e-06, eta: 3 days, 1:45:11, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0234, loss_cls: 0.1392, acc: 94.9648, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4090 2022-05-12 13:43:57,086 - mmdet - INFO - Epoch [66][3300/3992] lr: 1.000e-06, eta: 3 days, 1:44:48, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0243, loss_cls: 0.1406, acc: 94.7012, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4221 2022-05-12 13:44:21,713 - mmdet - INFO - Epoch [66][3350/3992] lr: 1.000e-06, eta: 3 days, 1:44:23, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0266, loss_cls: 0.1360, acc: 94.7812, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4178 2022-05-12 13:44:46,792 - mmdet - INFO - Epoch [66][3400/3992] lr: 1.000e-06, eta: 3 days, 1:43:59, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0270, loss_cls: 0.1590, acc: 94.3496, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4537 2022-05-12 13:45:13,401 - mmdet - INFO - Epoch [66][3450/3992] lr: 1.000e-06, eta: 3 days, 1:43:38, time: 0.532, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0315, loss_cls: 0.1646, acc: 93.8770, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4770 2022-05-12 13:45:38,294 - mmdet - INFO - Epoch [66][3500/3992] lr: 1.000e-06, eta: 3 days, 1:43:13, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0315, loss_cls: 0.1558, acc: 94.3809, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4522 2022-05-12 13:46:03,690 - mmdet - INFO - Epoch [66][3550/3992] lr: 1.000e-06, eta: 3 days, 1:42:50, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0292, loss_cls: 0.1635, acc: 94.0293, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4722 2022-05-12 13:46:29,860 - mmdet - INFO - Epoch [66][3600/3992] lr: 1.000e-06, eta: 3 days, 1:42:28, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0259, loss_cls: 0.1625, acc: 93.9141, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4702 2022-05-12 13:46:55,079 - mmdet - INFO - Epoch [66][3650/3992] lr: 1.000e-06, eta: 3 days, 1:42:04, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0248, loss_cls: 0.1427, acc: 94.4336, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4239 2022-05-12 13:47:20,264 - mmdet - INFO - Epoch [66][3700/3992] lr: 1.000e-06, eta: 3 days, 1:41:40, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0237, loss_cls: 0.1524, acc: 94.5430, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4436 2022-05-12 13:47:44,781 - mmdet - INFO - Epoch [66][3750/3992] lr: 1.000e-06, eta: 3 days, 1:41:14, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0219, loss_cls: 0.1356, acc: 94.9727, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4003 2022-05-12 13:48:08,975 - mmdet - INFO - Epoch [66][3800/3992] lr: 1.000e-06, eta: 3 days, 1:40:48, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0247, loss_cls: 0.1436, acc: 94.4688, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4322 2022-05-12 13:48:34,594 - mmdet - INFO - Epoch [66][3850/3992] lr: 1.000e-06, eta: 3 days, 1:40:25, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0254, loss_cls: 0.1705, acc: 93.9375, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4576 2022-05-12 13:48:59,666 - mmdet - INFO - Epoch [66][3900/3992] lr: 1.000e-06, eta: 3 days, 1:40:01, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0240, loss_cls: 0.1514, acc: 94.5195, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4214 2022-05-12 13:49:24,531 - mmdet - INFO - Epoch [66][3950/3992] lr: 1.000e-06, eta: 3 days, 1:39:36, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0245, loss_cls: 0.1403, acc: 94.6172, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4150 2022-05-12 13:49:45,043 - mmdet - INFO - Saving checkpoint at 66 epochs 2022-05-12 13:55:25,886 - mmdet - INFO - Evaluating bbox... 2022-05-12 13:55:42,009 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.156 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-12 13:55:42,013 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.257 | desk | 0.095 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.023 | | garbage_bin | 0.350 | cabinet | 0.044 | drawer | 0.056 | | shelf | 0.104 | kitchen_counter | 0.161 | kitchen_cabinet | 0.202 | | cpu | 0.027 | bench | 0.157 | file_cabinet | 0.086 | | whiteboard | 0.147 | lamp | 0.179 | endtable | 0.135 | | bookshelf | 0.224 | coffee_table | 0.196 | dresser | 0.179 | | paper | 0.009 | printer | 0.207 | monitor | 0.221 | | back_pack | 0.064 | night_stand | 0.295 | door | 0.087 | | picture | 0.044 | ottoman | 0.190 | stool | 0.228 | | outlet | 0.000 | towel | 0.073 | tray | 0.014 | | bag | 0.018 | stove | 0.107 | bathtub | 0.435 | | scanner | 0.211 | cubby | 0.019 | mirror | 0.019 | | bottle | 0.006 | rack | 0.018 | cup | 0.071 | | thermos | 0.001 | island | 0.096 | counter | 0.033 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.188 | | cart | 0.095 | tv_stand | 0.100 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.339 | | sofa | 0.416 | plant | 0.032 | bed | 0.603 | | dining_table | 0.006 | toilet | 0.528 | tv | 0.257 | | laptop | 0.107 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.027 | microwave | 0.241 | | oven | 0.014 | paper_towel_dispenser | 0.236 | sink | 0.162 | | fridge | 0.171 | book | 0.009 | clock | 0.087 | | vase | 0.043 | fire_extinguisher | 0.003 | blinds | 0.018 | | podium | 0.192 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:55:42,016 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.210 | table | 0.462 | desk | 0.206 | | sofa_chair | 0.673 | pillow | 0.142 | box | 0.053 | | garbage_bin | 0.619 | cabinet | 0.087 | drawer | 0.087 | | shelf | 0.216 | kitchen_counter | 0.263 | kitchen_cabinet | 0.324 | | cpu | 0.069 | bench | 0.298 | file_cabinet | 0.121 | | whiteboard | 0.233 | lamp | 0.388 | endtable | 0.249 | | bookshelf | 0.397 | coffee_table | 0.376 | dresser | 0.274 | | paper | 0.025 | printer | 0.356 | monitor | 0.525 | | back_pack | 0.147 | night_stand | 0.522 | door | 0.125 | | picture | 0.077 | ottoman | 0.269 | stool | 0.427 | | outlet | 0.000 | towel | 0.112 | tray | 0.039 | | bag | 0.025 | stove | 0.200 | bathtub | 0.680 | | scanner | 0.313 | cubby | 0.028 | mirror | 0.047 | | bottle | 0.009 | rack | 0.028 | cup | 0.180 | | thermos | 0.002 | island | 0.136 | counter | 0.042 | | bowl | 0.088 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.296 | | cart | 0.154 | tv_stand | 0.208 | poster | 0.002 | | soap_dispenser | 0.020 | toy | nan | chair | 0.686 | | sofa | 0.611 | plant | 0.084 | bed | 0.879 | | dining_table | 0.009 | toilet | 0.851 | tv | 0.446 | | laptop | 0.231 | mouse | 0.114 | basket | 0.000 | | keyboard | 0.240 | telephone | 0.070 | microwave | 0.470 | | oven | 0.041 | paper_towel_dispenser | 0.392 | sink | 0.472 | | fridge | 0.315 | book | 0.023 | clock | 0.132 | | vase | 0.085 | fire_extinguisher | 0.016 | blinds | 0.046 | | podium | 0.271 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:55:42,020 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.260 | desk | 0.077 | | sofa_chair | 0.567 | pillow | 0.035 | box | 0.020 | | garbage_bin | 0.368 | cabinet | 0.036 | drawer | 0.055 | | shelf | 0.086 | kitchen_counter | 0.147 | kitchen_cabinet | 0.237 | | cpu | 0.007 | bench | 0.139 | file_cabinet | 0.112 | | whiteboard | 0.160 | lamp | 0.151 | endtable | 0.117 | | bookshelf | 0.229 | coffee_table | 0.149 | dresser | 0.209 | | paper | 0.002 | printer | 0.167 | monitor | 0.145 | | back_pack | 0.046 | night_stand | 0.291 | door | 0.114 | | picture | 0.046 | ottoman | 0.230 | stool | 0.242 | | outlet | 0.000 | towel | 0.086 | tray | 0.014 | | bag | 0.020 | stove | 0.104 | bathtub | 0.432 | | scanner | 0.204 | cubby | 0.023 | mirror | 0.011 | | bottle | 0.007 | rack | 0.022 | cup | 0.043 | | thermos | 0.000 | island | 0.114 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.075 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.020 | toy | nan | chair | 0.299 | | sofa | 0.465 | plant | 0.013 | bed | 0.701 | | dining_table | 0.007 | toilet | 0.570 | tv | 0.270 | | laptop | 0.087 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.010 | microwave | 0.241 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.075 | | fridge | 0.173 | book | 0.006 | clock | 0.109 | | vase | 0.050 | fire_extinguisher | 0.000 | blinds | 0.010 | | podium | 0.242 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:55:42,020 - mmdet - INFO - Evaluating segm... 2022-05-12 13:56:00,584 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 13:56:00,588 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:56:00,592 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:56:00,595 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 13:56:00,908 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 13:56:00,909 - mmdet - INFO - Epoch(val) [66][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2210, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1560, bbox_mAP_copypaste: 0.125 0.221 0.123 0.004 0.045 0.156, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 13:56:27,066 - mmdet - INFO - Epoch [67][50/3992] lr: 1.000e-06, eta: 3 days, 1:38:11, time: 0.523, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0274, loss_cls: 0.1800, acc: 93.7324, loss_bbox: 0.2742, loss_mask: 0.0000, loss: 0.4988 2022-05-12 13:56:51,574 - mmdet - INFO - Epoch [67][100/3992] lr: 1.000e-06, eta: 3 days, 1:37:46, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0259, loss_cls: 0.1457, acc: 94.5059, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4301 2022-05-12 13:57:16,480 - mmdet - INFO - Epoch [67][150/3992] lr: 1.000e-06, eta: 3 days, 1:37:22, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0226, loss_cls: 0.1536, acc: 94.5195, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.4165 2022-05-12 13:57:42,161 - mmdet - INFO - Epoch [67][200/3992] lr: 1.000e-06, eta: 3 days, 1:36:59, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0226, loss_cls: 0.1355, acc: 95.0449, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4036 2022-05-12 13:58:06,857 - mmdet - INFO - Epoch [67][250/3992] lr: 1.000e-06, eta: 3 days, 1:36:34, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0284, loss_cls: 0.1569, acc: 94.2461, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4664 2022-05-12 13:58:32,697 - mmdet - INFO - Epoch [67][300/3992] lr: 1.000e-06, eta: 3 days, 1:36:11, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0263, loss_cls: 0.1519, acc: 94.1035, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4404 2022-05-12 13:58:56,696 - mmdet - INFO - Epoch [67][350/3992] lr: 1.000e-06, eta: 3 days, 1:35:45, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0235, loss_cls: 0.1390, acc: 95.0625, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4049 2022-05-12 13:59:21,579 - mmdet - INFO - Epoch [67][400/3992] lr: 1.000e-06, eta: 3 days, 1:35:20, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0279, loss_cls: 0.1605, acc: 94.0977, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4640 2022-05-12 13:59:47,493 - mmdet - INFO - Epoch [67][450/3992] lr: 1.000e-06, eta: 3 days, 1:34:58, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0238, loss_cls: 0.1396, acc: 94.8320, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4088 2022-05-12 14:00:12,677 - mmdet - INFO - Epoch [67][500/3992] lr: 1.000e-06, eta: 3 days, 1:34:34, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0322, loss_cls: 0.1689, acc: 94.0137, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4826 2022-05-12 14:00:38,173 - mmdet - INFO - Epoch [67][550/3992] lr: 1.000e-06, eta: 3 days, 1:34:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0274, loss_cls: 0.1534, acc: 94.3477, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4573 2022-05-12 14:01:03,049 - mmdet - INFO - Epoch [67][600/3992] lr: 1.000e-06, eta: 3 days, 1:33:46, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0316, loss_cls: 0.1683, acc: 93.7891, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4786 2022-05-12 14:01:27,551 - mmdet - INFO - Epoch [67][650/3992] lr: 1.000e-06, eta: 3 days, 1:33:20, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0252, loss_cls: 0.1541, acc: 94.3535, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4431 2022-05-12 14:01:52,912 - mmdet - INFO - Epoch [67][700/3992] lr: 1.000e-06, eta: 3 days, 1:32:57, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0288, loss_cls: 0.1665, acc: 93.7793, loss_bbox: 0.2750, loss_mask: 0.0000, loss: 0.4886 2022-05-12 14:02:18,382 - mmdet - INFO - Epoch [67][750/3992] lr: 1.000e-06, eta: 3 days, 1:32:33, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0244, loss_cls: 0.1318, acc: 95.0508, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.3952 2022-05-12 14:02:43,603 - mmdet - INFO - Epoch [67][800/3992] lr: 1.000e-06, eta: 3 days, 1:32:09, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0282, loss_cls: 0.1550, acc: 94.2148, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4502 2022-05-12 14:03:09,428 - mmdet - INFO - Epoch [67][850/3992] lr: 1.000e-06, eta: 3 days, 1:31:47, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0252, loss_cls: 0.1518, acc: 94.3379, loss_bbox: 0.2609, loss_mask: 0.0000, loss: 0.4523 2022-05-12 14:03:34,493 - mmdet - INFO - Epoch [67][900/3992] lr: 1.000e-06, eta: 3 days, 1:31:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0259, loss_cls: 0.1646, acc: 94.0859, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4714 2022-05-12 14:03:59,564 - mmdet - INFO - Epoch [67][950/3992] lr: 1.000e-06, eta: 3 days, 1:30:58, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0209, loss_cls: 0.1390, acc: 94.7520, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4080 2022-05-12 14:04:24,388 - mmdet - INFO - Epoch [67][1000/3992] lr: 1.000e-06, eta: 3 days, 1:30:34, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0292, loss_cls: 0.1384, acc: 94.8613, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4128 2022-05-12 14:04:48,888 - mmdet - INFO - Epoch [67][1050/3992] lr: 1.000e-06, eta: 3 days, 1:30:08, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0272, loss_cls: 0.1511, acc: 94.4258, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4495 2022-05-12 14:05:13,432 - mmdet - INFO - Epoch [67][1100/3992] lr: 1.000e-06, eta: 3 days, 1:29:43, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0249, loss_cls: 0.1518, acc: 94.4668, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4311 2022-05-12 14:05:38,637 - mmdet - INFO - Epoch [67][1150/3992] lr: 1.000e-06, eta: 3 days, 1:29:19, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0294, loss_cls: 0.1440, acc: 94.8047, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4193 2022-05-12 14:06:03,707 - mmdet - INFO - Epoch [67][1200/3992] lr: 1.000e-06, eta: 3 days, 1:28:55, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0290, loss_cls: 0.1569, acc: 94.0156, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4608 2022-05-12 14:06:29,266 - mmdet - INFO - Epoch [67][1250/3992] lr: 1.000e-06, eta: 3 days, 1:28:32, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0252, loss_cls: 0.1456, acc: 94.6523, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4241 2022-05-12 14:06:54,694 - mmdet - INFO - Epoch [67][1300/3992] lr: 1.000e-06, eta: 3 days, 1:28:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0259, loss_cls: 0.1481, acc: 94.5664, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4334 2022-05-12 14:07:20,335 - mmdet - INFO - Epoch [67][1350/3992] lr: 1.000e-06, eta: 3 days, 1:27:45, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0273, loss_cls: 0.1660, acc: 94.0645, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4702 2022-05-12 14:07:44,757 - mmdet - INFO - Epoch [67][1400/3992] lr: 1.000e-06, eta: 3 days, 1:27:20, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0275, loss_cls: 0.1552, acc: 94.5371, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4445 2022-05-12 14:08:10,660 - mmdet - INFO - Epoch [67][1450/3992] lr: 1.000e-06, eta: 3 days, 1:26:57, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0238, loss_cls: 0.1584, acc: 94.2285, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4460 2022-05-12 14:08:34,721 - mmdet - INFO - Epoch [67][1500/3992] lr: 1.000e-06, eta: 3 days, 1:26:31, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0253, loss_cls: 0.1531, acc: 94.4570, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4408 2022-05-12 14:08:59,133 - mmdet - INFO - Epoch [67][1550/3992] lr: 1.000e-06, eta: 3 days, 1:26:05, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0236, loss_rpn_bbox: 0.0283, loss_cls: 0.1583, acc: 94.4473, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4598 2022-05-12 14:09:25,270 - mmdet - INFO - Epoch [67][1600/3992] lr: 1.000e-06, eta: 3 days, 1:25:43, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0256, loss_cls: 0.1490, acc: 94.3672, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4435 2022-05-12 14:09:50,193 - mmdet - INFO - Epoch [67][1650/3992] lr: 1.000e-06, eta: 3 days, 1:25:19, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0256, loss_cls: 0.1530, acc: 94.2715, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4517 2022-05-12 14:10:14,879 - mmdet - INFO - Epoch [67][1700/3992] lr: 1.000e-06, eta: 3 days, 1:24:54, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0300, loss_cls: 0.1631, acc: 94.0117, loss_bbox: 0.2721, loss_mask: 0.0000, loss: 0.4796 2022-05-12 14:10:40,674 - mmdet - INFO - Epoch [67][1750/3992] lr: 1.000e-06, eta: 3 days, 1:24:31, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0281, loss_cls: 0.1674, acc: 93.8262, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4785 2022-05-12 14:11:05,769 - mmdet - INFO - Epoch [67][1800/3992] lr: 1.000e-06, eta: 3 days, 1:24:07, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0238, loss_cls: 0.1522, acc: 94.3496, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4282 2022-05-12 14:11:31,383 - mmdet - INFO - Epoch [67][1850/3992] lr: 1.000e-06, eta: 3 days, 1:23:44, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0247, loss_cls: 0.1440, acc: 94.5820, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4321 2022-05-12 14:11:55,823 - mmdet - INFO - Epoch [67][1900/3992] lr: 1.000e-06, eta: 3 days, 1:23:18, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0234, loss_cls: 0.1410, acc: 94.8535, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3985 2022-05-12 14:12:20,033 - mmdet - INFO - Epoch [67][1950/3992] lr: 1.000e-06, eta: 3 days, 1:22:52, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0243, loss_cls: 0.1373, acc: 95.0176, loss_bbox: 0.2192, loss_mask: 0.0000, loss: 0.3970 2022-05-12 14:12:44,932 - mmdet - INFO - Epoch [67][2000/3992] lr: 1.000e-06, eta: 3 days, 1:22:28, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0290, loss_cls: 0.1613, acc: 94.2285, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4635 2022-05-12 14:13:10,193 - mmdet - INFO - Epoch [67][2050/3992] lr: 1.000e-06, eta: 3 days, 1:22:04, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0234, loss_cls: 0.1361, acc: 94.9434, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4055 2022-05-12 14:13:35,109 - mmdet - INFO - Epoch [67][2100/3992] lr: 1.000e-06, eta: 3 days, 1:21:39, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0251, loss_cls: 0.1475, acc: 94.7168, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4267 2022-05-12 14:14:00,481 - mmdet - INFO - Epoch [67][2150/3992] lr: 1.000e-06, eta: 3 days, 1:21:16, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0219, loss_cls: 0.1395, acc: 94.9941, loss_bbox: 0.2249, loss_mask: 0.0000, loss: 0.3971 2022-05-12 14:14:24,842 - mmdet - INFO - Epoch [67][2200/3992] lr: 1.000e-06, eta: 3 days, 1:20:50, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0253, loss_cls: 0.1319, acc: 95.0723, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3937 2022-05-12 14:14:49,131 - mmdet - INFO - Epoch [67][2250/3992] lr: 1.000e-06, eta: 3 days, 1:20:24, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0279, loss_cls: 0.1513, acc: 94.0645, loss_bbox: 0.2669, loss_mask: 0.0000, loss: 0.4606 2022-05-12 14:15:13,627 - mmdet - INFO - Epoch [67][2300/3992] lr: 1.000e-06, eta: 3 days, 1:19:59, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0281, loss_cls: 0.1581, acc: 94.2461, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4646 2022-05-12 14:15:38,872 - mmdet - INFO - Epoch [67][2350/3992] lr: 1.000e-06, eta: 3 days, 1:19:35, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0244, loss_cls: 0.1544, acc: 94.3984, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4389 2022-05-12 14:16:04,844 - mmdet - INFO - Epoch [67][2400/3992] lr: 1.000e-06, eta: 3 days, 1:19:13, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0218, loss_cls: 0.1462, acc: 94.6055, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4165 2022-05-12 14:16:29,421 - mmdet - INFO - Epoch [67][2450/3992] lr: 1.000e-06, eta: 3 days, 1:18:48, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0267, loss_cls: 0.1380, acc: 94.7832, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4195 2022-05-12 14:16:54,656 - mmdet - INFO - Epoch [67][2500/3992] lr: 1.000e-06, eta: 3 days, 1:18:24, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0280, loss_cls: 0.1583, acc: 94.2891, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4407 2022-05-12 14:17:19,204 - mmdet - INFO - Epoch [67][2550/3992] lr: 1.000e-06, eta: 3 days, 1:17:59, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0277, loss_cls: 0.1524, acc: 94.3574, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4488 2022-05-12 14:17:43,580 - mmdet - INFO - Epoch [67][2600/3992] lr: 1.000e-06, eta: 3 days, 1:17:33, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0292, loss_cls: 0.1302, acc: 95.0430, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4020 2022-05-12 14:18:07,785 - mmdet - INFO - Epoch [67][2650/3992] lr: 1.000e-06, eta: 3 days, 1:17:07, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0275, loss_cls: 0.1421, acc: 94.5801, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4225 2022-05-12 14:18:32,814 - mmdet - INFO - Epoch [67][2700/3992] lr: 1.000e-06, eta: 3 days, 1:16:43, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0290, loss_cls: 0.1483, acc: 94.4160, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4573 2022-05-12 14:18:59,244 - mmdet - INFO - Epoch [67][2750/3992] lr: 1.000e-06, eta: 3 days, 1:16:21, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0235, loss_cls: 0.1506, acc: 94.4102, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4428 2022-05-12 14:19:24,304 - mmdet - INFO - Epoch [67][2800/3992] lr: 1.000e-06, eta: 3 days, 1:15:57, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0230, loss_cls: 0.1404, acc: 94.8613, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4074 2022-05-12 14:19:49,621 - mmdet - INFO - Epoch [67][2850/3992] lr: 1.000e-06, eta: 3 days, 1:15:33, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0314, loss_cls: 0.1606, acc: 93.9375, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4808 2022-05-12 14:20:14,650 - mmdet - INFO - Epoch [67][2900/3992] lr: 1.000e-06, eta: 3 days, 1:15:09, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0248, loss_cls: 0.1478, acc: 94.6875, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4138 2022-05-12 14:20:40,531 - mmdet - INFO - Epoch [67][2950/3992] lr: 1.000e-06, eta: 3 days, 1:14:46, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0280, loss_cls: 0.1480, acc: 94.4219, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4525 2022-05-12 14:21:05,619 - mmdet - INFO - Epoch [67][3000/3992] lr: 1.000e-06, eta: 3 days, 1:14:22, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0257, loss_cls: 0.1433, acc: 94.5508, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4415 2022-05-12 14:21:29,988 - mmdet - INFO - Epoch [67][3050/3992] lr: 1.000e-06, eta: 3 days, 1:13:57, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0231, loss_cls: 0.1396, acc: 94.9180, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4088 2022-05-12 14:21:55,664 - mmdet - INFO - Epoch [67][3100/3992] lr: 1.000e-06, eta: 3 days, 1:13:34, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0278, loss_cls: 0.1491, acc: 94.5723, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4411 2022-05-12 14:22:21,087 - mmdet - INFO - Epoch [67][3150/3992] lr: 1.000e-06, eta: 3 days, 1:13:10, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0246, loss_cls: 0.1549, acc: 94.2793, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4367 2022-05-12 14:22:46,081 - mmdet - INFO - Epoch [67][3200/3992] lr: 1.000e-06, eta: 3 days, 1:12:46, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0262, loss_cls: 0.1325, acc: 95.1191, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3986 2022-05-12 14:23:09,699 - mmdet - INFO - Epoch [67][3250/3992] lr: 1.000e-06, eta: 3 days, 1:12:19, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0266, loss_cls: 0.1581, acc: 94.1660, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4590 2022-05-12 14:23:34,394 - mmdet - INFO - Epoch [67][3300/3992] lr: 1.000e-06, eta: 3 days, 1:11:54, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0259, loss_cls: 0.1538, acc: 94.3887, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4392 2022-05-12 14:23:58,927 - mmdet - INFO - Epoch [67][3350/3992] lr: 1.000e-06, eta: 3 days, 1:11:28, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0234, loss_cls: 0.1497, acc: 94.6445, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4322 2022-05-12 14:24:23,920 - mmdet - INFO - Epoch [67][3400/3992] lr: 1.000e-06, eta: 3 days, 1:11:04, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0283, loss_cls: 0.1363, acc: 95.0000, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4114 2022-05-12 14:24:49,249 - mmdet - INFO - Epoch [67][3450/3992] lr: 1.000e-06, eta: 3 days, 1:10:40, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0325, loss_cls: 0.1617, acc: 93.9102, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4760 2022-05-12 14:25:14,003 - mmdet - INFO - Epoch [67][3500/3992] lr: 1.000e-06, eta: 3 days, 1:10:15, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0275, loss_cls: 0.1449, acc: 94.4336, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4339 2022-05-12 14:25:39,943 - mmdet - INFO - Epoch [67][3550/3992] lr: 1.000e-06, eta: 3 days, 1:09:53, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0278, loss_cls: 0.1492, acc: 94.6016, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4362 2022-05-12 14:26:04,729 - mmdet - INFO - Epoch [67][3600/3992] lr: 1.000e-06, eta: 3 days, 1:09:28, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0263, loss_cls: 0.1407, acc: 94.8555, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4230 2022-05-12 14:26:28,275 - mmdet - INFO - Epoch [67][3650/3992] lr: 1.000e-06, eta: 3 days, 1:09:01, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0255, loss_cls: 0.1538, acc: 94.2441, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4471 2022-05-12 14:26:53,640 - mmdet - INFO - Epoch [67][3700/3992] lr: 1.000e-06, eta: 3 days, 1:08:37, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0260, loss_cls: 0.1431, acc: 94.7070, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4199 2022-05-12 14:27:19,266 - mmdet - INFO - Epoch [67][3750/3992] lr: 1.000e-06, eta: 3 days, 1:08:14, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0241, loss_cls: 0.1394, acc: 94.8203, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4022 2022-05-12 14:27:43,296 - mmdet - INFO - Epoch [67][3800/3992] lr: 1.000e-06, eta: 3 days, 1:07:48, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0281, loss_cls: 0.1459, acc: 94.3535, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4459 2022-05-12 14:28:08,309 - mmdet - INFO - Epoch [67][3850/3992] lr: 1.000e-06, eta: 3 days, 1:07:24, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0255, loss_cls: 0.1405, acc: 94.6699, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4234 2022-05-12 14:28:34,385 - mmdet - INFO - Epoch [67][3900/3992] lr: 1.000e-06, eta: 3 days, 1:07:01, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0258, loss_cls: 0.1368, acc: 94.8438, loss_bbox: 0.2208, loss_mask: 0.0000, loss: 0.3970 2022-05-12 14:28:59,056 - mmdet - INFO - Epoch [67][3950/3992] lr: 1.000e-06, eta: 3 days, 1:06:36, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0258, loss_cls: 0.1480, acc: 94.4160, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4386 2022-05-12 14:29:20,720 - mmdet - INFO - Saving checkpoint at 67 epochs 2022-05-12 14:34:59,035 - mmdet - INFO - Evaluating bbox... 2022-05-12 14:35:15,475 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.298 2022-05-12 14:35:15,479 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.116 | table | 0.260 | desk | 0.094 | | sofa_chair | 0.485 | pillow | 0.055 | box | 0.023 | | garbage_bin | 0.349 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.104 | kitchen_counter | 0.165 | kitchen_cabinet | 0.202 | | cpu | 0.028 | bench | 0.156 | file_cabinet | 0.084 | | whiteboard | 0.142 | lamp | 0.177 | endtable | 0.134 | | bookshelf | 0.217 | coffee_table | 0.201 | dresser | 0.173 | | paper | 0.008 | printer | 0.216 | monitor | 0.223 | | back_pack | 0.068 | night_stand | 0.294 | door | 0.089 | | picture | 0.046 | ottoman | 0.183 | stool | 0.230 | | outlet | 0.000 | towel | 0.078 | tray | 0.013 | | bag | 0.017 | stove | 0.108 | bathtub | 0.436 | | scanner | 0.214 | cubby | 0.021 | mirror | 0.018 | | bottle | 0.004 | rack | 0.018 | cup | 0.072 | | thermos | 0.001 | island | 0.102 | counter | 0.033 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.190 | | cart | 0.103 | tv_stand | 0.116 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.339 | | sofa | 0.421 | plant | 0.035 | bed | 0.603 | | dining_table | 0.006 | toilet | 0.526 | tv | 0.261 | | laptop | 0.108 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.031 | microwave | 0.250 | | oven | 0.023 | paper_towel_dispenser | 0.236 | sink | 0.166 | | fridge | 0.163 | book | 0.009 | clock | 0.082 | | vase | 0.043 | fire_extinguisher | 0.010 | blinds | 0.017 | | podium | 0.206 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:15,483 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.235 | table | 0.463 | desk | 0.202 | | sofa_chair | 0.679 | pillow | 0.141 | box | 0.052 | | garbage_bin | 0.617 | cabinet | 0.089 | drawer | 0.092 | | shelf | 0.216 | kitchen_counter | 0.279 | kitchen_cabinet | 0.329 | | cpu | 0.073 | bench | 0.296 | file_cabinet | 0.126 | | whiteboard | 0.229 | lamp | 0.383 | endtable | 0.248 | | bookshelf | 0.391 | coffee_table | 0.371 | dresser | 0.265 | | paper | 0.025 | printer | 0.372 | monitor | 0.532 | | back_pack | 0.149 | night_stand | 0.519 | door | 0.128 | | picture | 0.082 | ottoman | 0.265 | stool | 0.428 | | outlet | 0.000 | towel | 0.117 | tray | 0.039 | | bag | 0.025 | stove | 0.198 | bathtub | 0.685 | | scanner | 0.315 | cubby | 0.032 | mirror | 0.043 | | bottle | 0.007 | rack | 0.026 | cup | 0.169 | | thermos | 0.002 | island | 0.140 | counter | 0.040 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.026 | coffee_maker | 0.301 | | cart | 0.166 | tv_stand | 0.200 | poster | 0.001 | | soap_dispenser | 0.019 | toy | nan | chair | 0.687 | | sofa | 0.614 | plant | 0.090 | bed | 0.882 | | dining_table | 0.009 | toilet | 0.859 | tv | 0.458 | | laptop | 0.230 | mouse | 0.121 | basket | 0.000 | | keyboard | 0.242 | telephone | 0.077 | microwave | 0.474 | | oven | 0.043 | paper_towel_dispenser | 0.392 | sink | 0.479 | | fridge | 0.301 | book | 0.024 | clock | 0.123 | | vase | 0.086 | fire_extinguisher | 0.080 | blinds | 0.052 | | podium | 0.277 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:15,487 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.266 | desk | 0.079 | | sofa_chair | 0.568 | pillow | 0.031 | box | 0.020 | | garbage_bin | 0.381 | cabinet | 0.033 | drawer | 0.055 | | shelf | 0.097 | kitchen_counter | 0.161 | kitchen_cabinet | 0.243 | | cpu | 0.004 | bench | 0.132 | file_cabinet | 0.123 | | whiteboard | 0.157 | lamp | 0.136 | endtable | 0.115 | | bookshelf | 0.219 | coffee_table | 0.189 | dresser | 0.205 | | paper | 0.003 | printer | 0.176 | monitor | 0.143 | | back_pack | 0.044 | night_stand | 0.307 | door | 0.117 | | picture | 0.045 | ottoman | 0.222 | stool | 0.246 | | outlet | 0.000 | towel | 0.094 | tray | 0.014 | | bag | 0.020 | stove | 0.108 | bathtub | 0.432 | | scanner | 0.223 | cubby | 0.025 | mirror | 0.008 | | bottle | 0.006 | rack | 0.022 | cup | 0.039 | | thermos | 0.000 | island | 0.118 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.154 | | cart | 0.076 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.299 | | sofa | 0.486 | plant | 0.013 | bed | 0.694 | | dining_table | 0.007 | toilet | 0.566 | tv | 0.274 | | laptop | 0.091 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.010 | microwave | 0.240 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.190 | book | 0.006 | clock | 0.100 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.277 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:15,487 - mmdet - INFO - Evaluating segm... 2022-05-12 14:35:34,134 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 14:35:34,138 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:34,142 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:34,145 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 14:35:34,463 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 14:35:34,464 - mmdet - INFO - Epoch(val) [67][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.223 0.125 0.004 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 14:36:00,515 - mmdet - INFO - Epoch [68][50/3992] lr: 1.000e-06, eta: 3 days, 1:05:12, time: 0.521, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0297, loss_cls: 0.1544, acc: 94.2832, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4505 2022-05-12 14:36:25,199 - mmdet - INFO - Epoch [68][100/3992] lr: 1.000e-06, eta: 3 days, 1:04:47, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0254, loss_cls: 0.1459, acc: 94.4023, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4273 2022-05-12 14:36:50,645 - mmdet - INFO - Epoch [68][150/3992] lr: 1.000e-06, eta: 3 days, 1:04:24, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0263, loss_cls: 0.1418, acc: 94.8867, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.4067 2022-05-12 14:37:14,855 - mmdet - INFO - Epoch [68][200/3992] lr: 1.000e-06, eta: 3 days, 1:03:58, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0231, loss_cls: 0.1397, acc: 94.8457, loss_bbox: 0.2234, loss_mask: 0.0000, loss: 0.3972 2022-05-12 14:37:40,397 - mmdet - INFO - Epoch [68][250/3992] lr: 1.000e-06, eta: 3 days, 1:03:34, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0260, loss_cls: 0.1599, acc: 93.9668, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4495 2022-05-12 14:38:05,721 - mmdet - INFO - Epoch [68][300/3992] lr: 1.000e-06, eta: 3 days, 1:03:11, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0288, loss_cls: 0.1515, acc: 94.3809, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4466 2022-05-12 14:38:29,850 - mmdet - INFO - Epoch [68][350/3992] lr: 1.000e-06, eta: 3 days, 1:02:45, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0259, loss_cls: 0.1480, acc: 94.7676, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4252 2022-05-12 14:38:56,162 - mmdet - INFO - Epoch [68][400/3992] lr: 1.000e-06, eta: 3 days, 1:02:23, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0226, loss_cls: 0.1399, acc: 94.7402, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4079 2022-05-12 14:39:21,485 - mmdet - INFO - Epoch [68][450/3992] lr: 1.000e-06, eta: 3 days, 1:01:59, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0246, loss_cls: 0.1468, acc: 94.5605, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4299 2022-05-12 14:39:45,533 - mmdet - INFO - Epoch [68][500/3992] lr: 1.000e-06, eta: 3 days, 1:01:33, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0288, loss_cls: 0.1542, acc: 94.5723, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4510 2022-05-12 14:40:11,299 - mmdet - INFO - Epoch [68][550/3992] lr: 1.000e-06, eta: 3 days, 1:01:10, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0252, loss_cls: 0.1464, acc: 94.4492, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4272 2022-05-12 14:40:35,616 - mmdet - INFO - Epoch [68][600/3992] lr: 1.000e-06, eta: 3 days, 1:00:44, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0258, loss_cls: 0.1400, acc: 94.7109, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4140 2022-05-12 14:41:00,160 - mmdet - INFO - Epoch [68][650/3992] lr: 1.000e-06, eta: 3 days, 1:00:19, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0222, loss_cls: 0.1347, acc: 95.1484, loss_bbox: 0.2217, loss_mask: 0.0000, loss: 0.3913 2022-05-12 14:41:24,433 - mmdet - INFO - Epoch [68][700/3992] lr: 1.000e-06, eta: 3 days, 0:59:53, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0256, loss_cls: 0.1510, acc: 94.3574, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4263 2022-05-12 14:41:49,103 - mmdet - INFO - Epoch [68][750/3992] lr: 1.000e-06, eta: 3 days, 0:59:28, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0258, loss_cls: 0.1444, acc: 94.5645, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4245 2022-05-12 14:42:14,705 - mmdet - INFO - Epoch [68][800/3992] lr: 1.000e-06, eta: 3 days, 0:59:05, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0242, loss_cls: 0.1493, acc: 94.4062, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4342 2022-05-12 14:42:40,103 - mmdet - INFO - Epoch [68][850/3992] lr: 1.000e-06, eta: 3 days, 0:58:42, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0278, loss_cls: 0.1525, acc: 94.2402, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4478 2022-05-12 14:43:04,974 - mmdet - INFO - Epoch [68][900/3992] lr: 1.000e-06, eta: 3 days, 0:58:17, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0260, loss_cls: 0.1461, acc: 94.6660, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4307 2022-05-12 14:43:31,183 - mmdet - INFO - Epoch [68][950/3992] lr: 1.000e-06, eta: 3 days, 0:57:55, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0301, loss_cls: 0.1559, acc: 94.1953, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4549 2022-05-12 14:43:56,218 - mmdet - INFO - Epoch [68][1000/3992] lr: 1.000e-06, eta: 3 days, 0:57:31, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0265, loss_cls: 0.1490, acc: 94.3496, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4460 2022-05-12 14:44:22,323 - mmdet - INFO - Epoch [68][1050/3992] lr: 1.000e-06, eta: 3 days, 0:57:09, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0282, loss_cls: 0.1595, acc: 94.1055, loss_bbox: 0.2678, loss_mask: 0.0000, loss: 0.4725 2022-05-12 14:44:48,098 - mmdet - INFO - Epoch [68][1100/3992] lr: 1.000e-06, eta: 3 days, 0:56:46, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0268, loss_cls: 0.1488, acc: 94.5508, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4477 2022-05-12 14:45:13,432 - mmdet - INFO - Epoch [68][1150/3992] lr: 1.000e-06, eta: 3 days, 0:56:22, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0313, loss_cls: 0.1695, acc: 93.9121, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.4920 2022-05-12 14:45:37,889 - mmdet - INFO - Epoch [68][1200/3992] lr: 1.000e-06, eta: 3 days, 0:55:57, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0248, loss_cls: 0.1462, acc: 94.4941, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4222 2022-05-12 14:46:02,654 - mmdet - INFO - Epoch [68][1250/3992] lr: 1.000e-06, eta: 3 days, 0:55:32, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0301, loss_cls: 0.1611, acc: 93.9727, loss_bbox: 0.2721, loss_mask: 0.0000, loss: 0.4775 2022-05-12 14:46:27,177 - mmdet - INFO - Epoch [68][1300/3992] lr: 1.000e-06, eta: 3 days, 0:55:07, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0321, loss_cls: 0.1598, acc: 94.1406, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4760 2022-05-12 14:46:52,336 - mmdet - INFO - Epoch [68][1350/3992] lr: 1.000e-06, eta: 3 days, 0:54:42, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0218, loss_cls: 0.1368, acc: 94.8574, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4055 2022-05-12 14:47:17,645 - mmdet - INFO - Epoch [68][1400/3992] lr: 1.000e-06, eta: 3 days, 0:54:19, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0259, loss_cls: 0.1512, acc: 94.4180, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4462 2022-05-12 14:47:43,189 - mmdet - INFO - Epoch [68][1450/3992] lr: 1.000e-06, eta: 3 days, 0:53:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0293, loss_cls: 0.1466, acc: 94.5449, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4402 2022-05-12 14:48:08,495 - mmdet - INFO - Epoch [68][1500/3992] lr: 1.000e-06, eta: 3 days, 0:53:32, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0245, loss_cls: 0.1303, acc: 94.9590, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.3878 2022-05-12 14:48:33,622 - mmdet - INFO - Epoch [68][1550/3992] lr: 1.000e-06, eta: 3 days, 0:53:08, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0223, loss_cls: 0.1542, acc: 94.3809, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4344 2022-05-12 14:48:59,486 - mmdet - INFO - Epoch [68][1600/3992] lr: 1.000e-06, eta: 3 days, 0:52:45, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0289, loss_cls: 0.1530, acc: 94.4219, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4475 2022-05-12 14:49:25,497 - mmdet - INFO - Epoch [68][1650/3992] lr: 1.000e-06, eta: 3 days, 0:52:23, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0260, loss_cls: 0.1544, acc: 94.2324, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4364 2022-05-12 14:49:50,635 - mmdet - INFO - Epoch [68][1700/3992] lr: 1.000e-06, eta: 3 days, 0:51:58, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0291, loss_cls: 0.1577, acc: 94.1133, loss_bbox: 0.2795, loss_mask: 0.0000, loss: 0.4776 2022-05-12 14:50:15,679 - mmdet - INFO - Epoch [68][1750/3992] lr: 1.000e-06, eta: 3 days, 0:51:34, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0233, loss_cls: 0.1464, acc: 94.7598, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4228 2022-05-12 14:50:40,773 - mmdet - INFO - Epoch [68][1800/3992] lr: 1.000e-06, eta: 3 days, 0:51:10, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0255, loss_cls: 0.1444, acc: 94.7188, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4164 2022-05-12 14:51:05,639 - mmdet - INFO - Epoch [68][1850/3992] lr: 1.000e-06, eta: 3 days, 0:50:45, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0248, loss_cls: 0.1432, acc: 94.7109, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4246 2022-05-12 14:51:31,364 - mmdet - INFO - Epoch [68][1900/3992] lr: 1.000e-06, eta: 3 days, 0:50:22, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0241, loss_cls: 0.1439, acc: 94.7656, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4079 2022-05-12 14:51:55,680 - mmdet - INFO - Epoch [68][1950/3992] lr: 1.000e-06, eta: 3 days, 0:49:57, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0298, loss_cls: 0.1557, acc: 94.1660, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4746 2022-05-12 14:52:20,857 - mmdet - INFO - Epoch [68][2000/3992] lr: 1.000e-06, eta: 3 days, 0:49:33, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0310, loss_cls: 0.1615, acc: 94.0020, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4785 2022-05-12 14:52:46,248 - mmdet - INFO - Epoch [68][2050/3992] lr: 1.000e-06, eta: 3 days, 0:49:09, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0289, loss_cls: 0.1589, acc: 94.2344, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4603 2022-05-12 14:53:12,286 - mmdet - INFO - Epoch [68][2100/3992] lr: 1.000e-06, eta: 3 days, 0:48:47, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0260, loss_cls: 0.1387, acc: 94.7227, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4216 2022-05-12 14:53:37,228 - mmdet - INFO - Epoch [68][2150/3992] lr: 1.000e-06, eta: 3 days, 0:48:22, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1456, acc: 94.4492, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4472 2022-05-12 14:54:01,957 - mmdet - INFO - Epoch [68][2200/3992] lr: 1.000e-06, eta: 3 days, 0:47:57, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0259, loss_cls: 0.1439, acc: 94.5332, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4232 2022-05-12 14:54:26,989 - mmdet - INFO - Epoch [68][2250/3992] lr: 1.000e-06, eta: 3 days, 0:47:33, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0259, loss_cls: 0.1387, acc: 94.7109, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4111 2022-05-12 14:54:51,997 - mmdet - INFO - Epoch [68][2300/3992] lr: 1.000e-06, eta: 3 days, 0:47:09, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0304, loss_cls: 0.1669, acc: 93.8281, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4754 2022-05-12 14:55:16,758 - mmdet - INFO - Epoch [68][2350/3992] lr: 1.000e-06, eta: 3 days, 0:46:44, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0239, loss_cls: 0.1494, acc: 94.3418, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4376 2022-05-12 14:55:41,912 - mmdet - INFO - Epoch [68][2400/3992] lr: 1.000e-06, eta: 3 days, 0:46:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0315, loss_cls: 0.1572, acc: 94.1914, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4590 2022-05-12 14:56:07,063 - mmdet - INFO - Epoch [68][2450/3992] lr: 1.000e-06, eta: 3 days, 0:45:56, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0268, loss_cls: 0.1457, acc: 94.4902, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4437 2022-05-12 14:56:32,418 - mmdet - INFO - Epoch [68][2500/3992] lr: 1.000e-06, eta: 3 days, 0:45:32, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0256, loss_cls: 0.1565, acc: 94.4238, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4471 2022-05-12 14:56:56,841 - mmdet - INFO - Epoch [68][2550/3992] lr: 1.000e-06, eta: 3 days, 0:45:07, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0230, loss_cls: 0.1375, acc: 94.8320, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4050 2022-05-12 14:57:21,255 - mmdet - INFO - Epoch [68][2600/3992] lr: 1.000e-06, eta: 3 days, 0:44:41, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0265, loss_cls: 0.1493, acc: 94.5879, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4326 2022-05-12 14:57:46,372 - mmdet - INFO - Epoch [68][2650/3992] lr: 1.000e-06, eta: 3 days, 0:44:17, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0242, loss_cls: 0.1431, acc: 94.6211, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4139 2022-05-12 14:58:12,641 - mmdet - INFO - Epoch [68][2700/3992] lr: 1.000e-06, eta: 3 days, 0:43:55, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0265, loss_cls: 0.1485, acc: 94.5547, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4361 2022-05-12 14:58:37,047 - mmdet - INFO - Epoch [68][2750/3992] lr: 1.000e-06, eta: 3 days, 0:43:30, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0260, loss_cls: 0.1436, acc: 94.7715, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4127 2022-05-12 14:59:01,972 - mmdet - INFO - Epoch [68][2800/3992] lr: 1.000e-06, eta: 3 days, 0:43:05, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0209, loss_cls: 0.1405, acc: 94.7285, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.4024 2022-05-12 14:59:26,198 - mmdet - INFO - Epoch [68][2850/3992] lr: 1.000e-06, eta: 3 days, 0:42:39, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0287, loss_cls: 0.1566, acc: 94.2109, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4479 2022-05-12 14:59:51,278 - mmdet - INFO - Epoch [68][2900/3992] lr: 1.000e-06, eta: 3 days, 0:42:15, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0213, loss_cls: 0.1386, acc: 94.8340, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4030 2022-05-12 15:00:16,357 - mmdet - INFO - Epoch [68][2950/3992] lr: 1.000e-06, eta: 3 days, 0:41:51, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0260, loss_cls: 0.1579, acc: 94.0273, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4655 2022-05-12 15:00:42,535 - mmdet - INFO - Epoch [68][3000/3992] lr: 1.000e-06, eta: 3 days, 0:41:29, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1609, acc: 93.9258, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4655 2022-05-12 15:01:08,250 - mmdet - INFO - Epoch [68][3050/3992] lr: 1.000e-06, eta: 3 days, 0:41:06, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0286, loss_cls: 0.1473, acc: 94.5098, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4462 2022-05-12 15:01:31,690 - mmdet - INFO - Epoch [68][3100/3992] lr: 1.000e-06, eta: 3 days, 0:40:38, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0214, loss_cls: 0.1253, acc: 95.3906, loss_bbox: 0.2199, loss_mask: 0.0000, loss: 0.3779 2022-05-12 15:01:56,404 - mmdet - INFO - Epoch [68][3150/3992] lr: 1.000e-06, eta: 3 days, 0:40:14, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0237, loss_cls: 0.1356, acc: 94.9941, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4035 2022-05-12 15:02:20,967 - mmdet - INFO - Epoch [68][3200/3992] lr: 1.000e-06, eta: 3 days, 0:39:48, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0255, loss_cls: 0.1457, acc: 94.6055, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4387 2022-05-12 15:02:46,277 - mmdet - INFO - Epoch [68][3250/3992] lr: 1.000e-06, eta: 3 days, 0:39:25, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0253, loss_cls: 0.1546, acc: 94.4102, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4409 2022-05-12 15:03:11,917 - mmdet - INFO - Epoch [68][3300/3992] lr: 1.000e-06, eta: 3 days, 0:39:01, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0248, loss_cls: 0.1479, acc: 94.6387, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4223 2022-05-12 15:03:36,718 - mmdet - INFO - Epoch [68][3350/3992] lr: 1.000e-06, eta: 3 days, 0:38:37, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0250, loss_cls: 0.1368, acc: 94.8828, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4164 2022-05-12 15:04:01,521 - mmdet - INFO - Epoch [68][3400/3992] lr: 1.000e-06, eta: 3 days, 0:38:12, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0251, loss_cls: 0.1430, acc: 94.8711, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4178 2022-05-12 15:04:26,793 - mmdet - INFO - Epoch [68][3450/3992] lr: 1.000e-06, eta: 3 days, 0:37:48, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0210, loss_cls: 0.1388, acc: 95.0020, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4030 2022-05-12 15:04:51,665 - mmdet - INFO - Epoch [68][3500/3992] lr: 1.000e-06, eta: 3 days, 0:37:24, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0220, loss_cls: 0.1331, acc: 94.9902, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.3988 2022-05-12 15:05:17,193 - mmdet - INFO - Epoch [68][3550/3992] lr: 1.000e-06, eta: 3 days, 0:37:00, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0262, loss_cls: 0.1514, acc: 94.2715, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4442 2022-05-12 15:05:41,979 - mmdet - INFO - Epoch [68][3600/3992] lr: 1.000e-06, eta: 3 days, 0:36:35, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0225, loss_cls: 0.1418, acc: 94.6328, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4226 2022-05-12 15:06:06,761 - mmdet - INFO - Epoch [68][3650/3992] lr: 1.000e-06, eta: 3 days, 0:36:11, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0312, loss_cls: 0.1714, acc: 93.7461, loss_bbox: 0.2748, loss_mask: 0.0000, loss: 0.4992 2022-05-12 15:06:32,242 - mmdet - INFO - Epoch [68][3700/3992] lr: 1.000e-06, eta: 3 days, 0:35:47, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0293, loss_cls: 0.1779, acc: 93.5938, loss_bbox: 0.2771, loss_mask: 0.0000, loss: 0.5028 2022-05-12 15:06:58,678 - mmdet - INFO - Epoch [68][3750/3992] lr: 1.000e-06, eta: 3 days, 0:35:26, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0269, loss_cls: 0.1617, acc: 93.8926, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4685 2022-05-12 15:07:24,476 - mmdet - INFO - Epoch [68][3800/3992] lr: 1.000e-06, eta: 3 days, 0:35:03, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0262, loss_cls: 0.1506, acc: 94.4766, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4450 2022-05-12 15:07:49,123 - mmdet - INFO - Epoch [68][3850/3992] lr: 1.000e-06, eta: 3 days, 0:34:38, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0260, loss_cls: 0.1481, acc: 94.2988, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4355 2022-05-12 15:08:14,090 - mmdet - INFO - Epoch [68][3900/3992] lr: 1.000e-06, eta: 3 days, 0:34:13, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0264, loss_cls: 0.1456, acc: 94.4531, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4337 2022-05-12 15:08:37,767 - mmdet - INFO - Epoch [68][3950/3992] lr: 1.000e-06, eta: 3 days, 0:33:46, time: 0.474, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0246, loss_cls: 0.1363, acc: 94.8145, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4079 2022-05-12 15:08:58,919 - mmdet - INFO - Saving checkpoint at 68 epochs 2022-05-12 15:14:38,390 - mmdet - INFO - Evaluating bbox... 2022-05-12 15:14:54,369 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.109 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 15:14:54,373 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.118 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.056 | box | 0.023 | | garbage_bin | 0.351 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.104 | kitchen_counter | 0.158 | kitchen_cabinet | 0.205 | | cpu | 0.029 | bench | 0.163 | file_cabinet | 0.089 | | whiteboard | 0.141 | lamp | 0.177 | endtable | 0.137 | | bookshelf | 0.222 | coffee_table | 0.202 | dresser | 0.182 | | paper | 0.009 | printer | 0.215 | monitor | 0.222 | | back_pack | 0.071 | night_stand | 0.297 | door | 0.087 | | picture | 0.046 | ottoman | 0.188 | stool | 0.220 | | outlet | 0.000 | towel | 0.074 | tray | 0.018 | | bag | 0.015 | stove | 0.106 | bathtub | 0.427 | | scanner | 0.212 | cubby | 0.020 | mirror | 0.018 | | bottle | 0.005 | rack | 0.013 | cup | 0.074 | | thermos | 0.001 | island | 0.103 | counter | 0.032 | | bowl | 0.056 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.007 | coffee_maker | 0.181 | | cart | 0.096 | tv_stand | 0.108 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.339 | | sofa | 0.422 | plant | 0.039 | bed | 0.605 | | dining_table | 0.006 | toilet | 0.530 | tv | 0.264 | | laptop | 0.107 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.029 | microwave | 0.237 | | oven | 0.021 | paper_towel_dispenser | 0.236 | sink | 0.158 | | fridge | 0.164 | book | 0.009 | clock | 0.077 | | vase | 0.044 | fire_extinguisher | 0.010 | blinds | 0.015 | | podium | 0.202 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:14:54,376 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.244 | table | 0.460 | desk | 0.205 | | sofa_chair | 0.673 | pillow | 0.145 | box | 0.051 | | garbage_bin | 0.613 | cabinet | 0.090 | drawer | 0.089 | | shelf | 0.218 | kitchen_counter | 0.264 | kitchen_cabinet | 0.331 | | cpu | 0.075 | bench | 0.303 | file_cabinet | 0.123 | | whiteboard | 0.225 | lamp | 0.385 | endtable | 0.250 | | bookshelf | 0.410 | coffee_table | 0.368 | dresser | 0.279 | | paper | 0.027 | printer | 0.364 | monitor | 0.537 | | back_pack | 0.148 | night_stand | 0.528 | door | 0.125 | | picture | 0.083 | ottoman | 0.269 | stool | 0.425 | | outlet | 0.000 | towel | 0.117 | tray | 0.046 | | bag | 0.022 | stove | 0.195 | bathtub | 0.676 | | scanner | 0.312 | cubby | 0.035 | mirror | 0.042 | | bottle | 0.008 | rack | 0.020 | cup | 0.181 | | thermos | 0.002 | island | 0.145 | counter | 0.037 | | bowl | 0.091 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.276 | | cart | 0.154 | tv_stand | 0.220 | poster | 0.002 | | soap_dispenser | 0.019 | toy | nan | chair | 0.687 | | sofa | 0.614 | plant | 0.099 | bed | 0.882 | | dining_table | 0.009 | toilet | 0.862 | tv | 0.455 | | laptop | 0.232 | mouse | 0.116 | basket | 0.000 | | keyboard | 0.244 | telephone | 0.075 | microwave | 0.462 | | oven | 0.045 | paper_towel_dispenser | 0.392 | sink | 0.475 | | fridge | 0.307 | book | 0.025 | clock | 0.123 | | vase | 0.086 | fire_extinguisher | 0.080 | blinds | 0.043 | | podium | 0.271 | others | 0.092 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:14:54,380 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.261 | desk | 0.081 | | sofa_chair | 0.567 | pillow | 0.032 | box | 0.020 | | garbage_bin | 0.377 | cabinet | 0.037 | drawer | 0.056 | | shelf | 0.091 | kitchen_counter | 0.144 | kitchen_cabinet | 0.237 | | cpu | 0.005 | bench | 0.144 | file_cabinet | 0.120 | | whiteboard | 0.153 | lamp | 0.136 | endtable | 0.127 | | bookshelf | 0.221 | coffee_table | 0.165 | dresser | 0.217 | | paper | 0.002 | printer | 0.211 | monitor | 0.143 | | back_pack | 0.071 | night_stand | 0.305 | door | 0.114 | | picture | 0.046 | ottoman | 0.230 | stool | 0.235 | | outlet | 0.000 | towel | 0.087 | tray | 0.021 | | bag | 0.019 | stove | 0.104 | bathtub | 0.402 | | scanner | 0.220 | cubby | 0.014 | mirror | 0.009 | | bottle | 0.007 | rack | 0.017 | cup | 0.042 | | thermos | 0.000 | island | 0.118 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.153 | | cart | 0.091 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.299 | | sofa | 0.474 | plant | 0.020 | bed | 0.702 | | dining_table | 0.007 | toilet | 0.576 | tv | 0.278 | | laptop | 0.092 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.015 | microwave | 0.236 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.058 | | fridge | 0.187 | book | 0.004 | clock | 0.123 | | vase | 0.046 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.241 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:14:54,380 - mmdet - INFO - Evaluating segm... 2022-05-12 15:15:13,037 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 15:15:13,041 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:15:13,044 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:15:13,048 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:15:13,383 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 15:15:13,383 - mmdet - INFO - Epoch(val) [68][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.223 0.125 0.004 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 15:15:40,883 - mmdet - INFO - Epoch [69][50/3992] lr: 1.000e-06, eta: 3 days, 0:32:26, time: 0.550, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0248, loss_cls: 0.1602, acc: 94.2734, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4531 2022-05-12 15:16:05,267 - mmdet - INFO - Epoch [69][100/3992] lr: 1.000e-06, eta: 3 days, 0:32:00, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0217, loss_cls: 0.1281, acc: 95.2305, loss_bbox: 0.2128, loss_mask: 0.0000, loss: 0.3733 2022-05-12 15:16:30,436 - mmdet - INFO - Epoch [69][150/3992] lr: 1.000e-06, eta: 3 days, 0:31:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0231, loss_cls: 0.1130, acc: 95.7070, loss_bbox: 0.2050, loss_mask: 0.0000, loss: 0.3521 2022-05-12 15:16:56,631 - mmdet - INFO - Epoch [69][200/3992] lr: 1.000e-06, eta: 3 days, 0:31:14, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0281, loss_cls: 0.1648, acc: 94.1367, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4612 2022-05-12 15:17:22,021 - mmdet - INFO - Epoch [69][250/3992] lr: 1.000e-06, eta: 3 days, 0:30:50, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0238, loss_cls: 0.1400, acc: 94.6465, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4148 2022-05-12 15:17:47,120 - mmdet - INFO - Epoch [69][300/3992] lr: 1.000e-06, eta: 3 days, 0:30:26, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0249, loss_cls: 0.1420, acc: 94.4551, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4295 2022-05-12 15:18:12,456 - mmdet - INFO - Epoch [69][350/3992] lr: 1.000e-06, eta: 3 days, 0:30:02, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0241, loss_cls: 0.1346, acc: 94.9277, loss_bbox: 0.2197, loss_mask: 0.0000, loss: 0.3946 2022-05-12 15:18:37,287 - mmdet - INFO - Epoch [69][400/3992] lr: 1.000e-06, eta: 3 days, 0:29:38, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0254, loss_cls: 0.1423, acc: 94.5645, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4177 2022-05-12 15:19:02,319 - mmdet - INFO - Epoch [69][450/3992] lr: 1.000e-06, eta: 3 days, 0:29:13, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0236, loss_cls: 0.1413, acc: 94.7695, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4058 2022-05-12 15:19:26,787 - mmdet - INFO - Epoch [69][500/3992] lr: 1.000e-06, eta: 3 days, 0:28:48, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0242, loss_cls: 0.1527, acc: 94.3555, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4459 2022-05-12 15:19:51,885 - mmdet - INFO - Epoch [69][550/3992] lr: 1.000e-06, eta: 3 days, 0:28:24, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0265, loss_cls: 0.1585, acc: 94.1387, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4690 2022-05-12 15:20:16,471 - mmdet - INFO - Epoch [69][600/3992] lr: 1.000e-06, eta: 3 days, 0:27:59, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0255, loss_cls: 0.1487, acc: 94.4609, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4391 2022-05-12 15:20:41,153 - mmdet - INFO - Epoch [69][650/3992] lr: 1.000e-06, eta: 3 days, 0:27:34, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0232, loss_cls: 0.1418, acc: 94.5938, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4212 2022-05-12 15:21:06,217 - mmdet - INFO - Epoch [69][700/3992] lr: 1.000e-06, eta: 3 days, 0:27:10, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0258, loss_cls: 0.1517, acc: 94.1797, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4498 2022-05-12 15:21:31,496 - mmdet - INFO - Epoch [69][750/3992] lr: 1.000e-06, eta: 3 days, 0:26:46, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0245, loss_cls: 0.1461, acc: 94.7051, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4271 2022-05-12 15:21:55,723 - mmdet - INFO - Epoch [69][800/3992] lr: 1.000e-06, eta: 3 days, 0:26:20, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0267, loss_cls: 0.1500, acc: 94.3438, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4406 2022-05-12 15:22:20,386 - mmdet - INFO - Epoch [69][850/3992] lr: 1.000e-06, eta: 3 days, 0:25:55, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0306, loss_cls: 0.1742, acc: 93.3594, loss_bbox: 0.2814, loss_mask: 0.0000, loss: 0.5094 2022-05-12 15:22:45,760 - mmdet - INFO - Epoch [69][900/3992] lr: 1.000e-06, eta: 3 days, 0:25:31, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0272, loss_cls: 0.1463, acc: 94.6133, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4375 2022-05-12 15:23:11,242 - mmdet - INFO - Epoch [69][950/3992] lr: 1.000e-06, eta: 3 days, 0:25:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0281, loss_cls: 0.1554, acc: 94.2773, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4513 2022-05-12 15:23:36,167 - mmdet - INFO - Epoch [69][1000/3992] lr: 1.000e-06, eta: 3 days, 0:24:43, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0291, loss_cls: 0.1680, acc: 93.6895, loss_bbox: 0.2803, loss_mask: 0.0000, loss: 0.4923 2022-05-12 15:24:01,925 - mmdet - INFO - Epoch [69][1050/3992] lr: 1.000e-06, eta: 3 days, 0:24:20, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0248, loss_cls: 0.1358, acc: 94.7773, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4055 2022-05-12 15:24:26,534 - mmdet - INFO - Epoch [69][1100/3992] lr: 1.000e-06, eta: 3 days, 0:23:55, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0219, loss_cls: 0.1327, acc: 95.0000, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3903 2022-05-12 15:24:52,301 - mmdet - INFO - Epoch [69][1150/3992] lr: 1.000e-06, eta: 3 days, 0:23:32, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0288, loss_cls: 0.1552, acc: 94.1797, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4573 2022-05-12 15:25:16,681 - mmdet - INFO - Epoch [69][1200/3992] lr: 1.000e-06, eta: 3 days, 0:23:07, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0244, loss_cls: 0.1441, acc: 94.7051, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4236 2022-05-12 15:25:41,491 - mmdet - INFO - Epoch [69][1250/3992] lr: 1.000e-06, eta: 3 days, 0:22:42, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0296, loss_cls: 0.1554, acc: 94.2285, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4433 2022-05-12 15:26:06,960 - mmdet - INFO - Epoch [69][1300/3992] lr: 1.000e-06, eta: 3 days, 0:22:19, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0269, loss_cls: 0.1535, acc: 94.5176, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4402 2022-05-12 15:26:31,680 - mmdet - INFO - Epoch [69][1350/3992] lr: 1.000e-06, eta: 3 days, 0:21:54, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0300, loss_cls: 0.1460, acc: 94.6035, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4346 2022-05-12 15:26:57,282 - mmdet - INFO - Epoch [69][1400/3992] lr: 1.000e-06, eta: 3 days, 0:21:31, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0268, loss_cls: 0.1422, acc: 94.7285, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4253 2022-05-12 15:27:23,441 - mmdet - INFO - Epoch [69][1450/3992] lr: 1.000e-06, eta: 3 days, 0:21:08, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0269, loss_cls: 0.1406, acc: 94.6934, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4208 2022-05-12 15:27:48,106 - mmdet - INFO - Epoch [69][1500/3992] lr: 1.000e-06, eta: 3 days, 0:20:43, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0278, loss_cls: 0.1670, acc: 94.0449, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4815 2022-05-12 15:28:14,146 - mmdet - INFO - Epoch [69][1550/3992] lr: 1.000e-06, eta: 3 days, 0:20:21, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0257, loss_cls: 0.1471, acc: 94.4824, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4350 2022-05-12 15:28:40,603 - mmdet - INFO - Epoch [69][1600/3992] lr: 1.000e-06, eta: 3 days, 0:19:59, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0256, loss_cls: 0.1668, acc: 93.7227, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.4821 2022-05-12 15:29:05,475 - mmdet - INFO - Epoch [69][1650/3992] lr: 1.000e-06, eta: 3 days, 0:19:35, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0255, loss_cls: 0.1476, acc: 94.4141, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4393 2022-05-12 15:29:30,134 - mmdet - INFO - Epoch [69][1700/3992] lr: 1.000e-06, eta: 3 days, 0:19:10, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0271, loss_cls: 0.1600, acc: 94.0703, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4541 2022-05-12 15:29:55,431 - mmdet - INFO - Epoch [69][1750/3992] lr: 1.000e-06, eta: 3 days, 0:18:46, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0231, loss_cls: 0.1458, acc: 94.7285, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.4082 2022-05-12 15:30:19,848 - mmdet - INFO - Epoch [69][1800/3992] lr: 1.000e-06, eta: 3 days, 0:18:21, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0255, loss_cls: 0.1545, acc: 94.3594, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4447 2022-05-12 15:30:44,646 - mmdet - INFO - Epoch [69][1850/3992] lr: 1.000e-06, eta: 3 days, 0:17:56, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0305, loss_cls: 0.1622, acc: 94.1875, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4613 2022-05-12 15:31:10,341 - mmdet - INFO - Epoch [69][1900/3992] lr: 1.000e-06, eta: 3 days, 0:17:33, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0270, loss_cls: 0.1461, acc: 94.4277, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4456 2022-05-12 15:31:35,537 - mmdet - INFO - Epoch [69][1950/3992] lr: 1.000e-06, eta: 3 days, 0:17:09, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0262, loss_cls: 0.1513, acc: 94.3027, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4426 2022-05-12 15:32:01,189 - mmdet - INFO - Epoch [69][2000/3992] lr: 1.000e-06, eta: 3 days, 0:16:46, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0221, loss_rpn_bbox: 0.0314, loss_cls: 0.1775, acc: 93.6660, loss_bbox: 0.2942, loss_mask: 0.0000, loss: 0.5252 2022-05-12 15:32:26,307 - mmdet - INFO - Epoch [69][2050/3992] lr: 1.000e-06, eta: 3 days, 0:16:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0289, loss_cls: 0.1708, acc: 93.8516, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4689 2022-05-12 15:32:52,041 - mmdet - INFO - Epoch [69][2100/3992] lr: 1.000e-06, eta: 3 days, 0:15:59, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0290, loss_cls: 0.1559, acc: 94.2031, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4584 2022-05-12 15:33:16,807 - mmdet - INFO - Epoch [69][2150/3992] lr: 1.000e-06, eta: 3 days, 0:15:34, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0268, loss_cls: 0.1278, acc: 95.3926, loss_bbox: 0.2144, loss_mask: 0.0000, loss: 0.3822 2022-05-12 15:33:41,489 - mmdet - INFO - Epoch [69][2200/3992] lr: 1.000e-06, eta: 3 days, 0:15:09, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0282, loss_cls: 0.1720, acc: 93.8281, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4756 2022-05-12 15:34:06,708 - mmdet - INFO - Epoch [69][2250/3992] lr: 1.000e-06, eta: 3 days, 0:14:45, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0263, loss_cls: 0.1410, acc: 94.6348, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4241 2022-05-12 15:34:31,506 - mmdet - INFO - Epoch [69][2300/3992] lr: 1.000e-06, eta: 3 days, 0:14:20, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0268, loss_cls: 0.1582, acc: 94.2637, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4579 2022-05-12 15:34:56,312 - mmdet - INFO - Epoch [69][2350/3992] lr: 1.000e-06, eta: 3 days, 0:13:55, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0293, loss_cls: 0.1576, acc: 94.1270, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4586 2022-05-12 15:35:21,562 - mmdet - INFO - Epoch [69][2400/3992] lr: 1.000e-06, eta: 3 days, 0:13:31, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0233, loss_cls: 0.1353, acc: 94.9844, loss_bbox: 0.2195, loss_mask: 0.0000, loss: 0.3907 2022-05-12 15:35:46,767 - mmdet - INFO - Epoch [69][2450/3992] lr: 1.000e-06, eta: 3 days, 0:13:07, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0277, loss_cls: 0.1403, acc: 94.5156, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4304 2022-05-12 15:36:11,348 - mmdet - INFO - Epoch [69][2500/3992] lr: 1.000e-06, eta: 3 days, 0:12:42, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0263, loss_cls: 0.1416, acc: 95.0234, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4113 2022-05-12 15:36:36,451 - mmdet - INFO - Epoch [69][2550/3992] lr: 1.000e-06, eta: 3 days, 0:12:18, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0267, loss_cls: 0.1576, acc: 94.0488, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4555 2022-05-12 15:37:01,944 - mmdet - INFO - Epoch [69][2600/3992] lr: 1.000e-06, eta: 3 days, 0:11:55, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0253, loss_cls: 0.1567, acc: 94.0352, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4442 2022-05-12 15:37:27,246 - mmdet - INFO - Epoch [69][2650/3992] lr: 1.000e-06, eta: 3 days, 0:11:31, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0255, loss_cls: 0.1535, acc: 94.4863, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4514 2022-05-12 15:37:52,913 - mmdet - INFO - Epoch [69][2700/3992] lr: 1.000e-06, eta: 3 days, 0:11:08, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0257, loss_cls: 0.1497, acc: 94.4160, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4379 2022-05-12 15:38:17,601 - mmdet - INFO - Epoch [69][2750/3992] lr: 1.000e-06, eta: 3 days, 0:10:43, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0263, loss_cls: 0.1396, acc: 94.6465, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4259 2022-05-12 15:38:41,997 - mmdet - INFO - Epoch [69][2800/3992] lr: 1.000e-06, eta: 3 days, 0:10:17, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0265, loss_cls: 0.1508, acc: 94.3574, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4378 2022-05-12 15:39:07,446 - mmdet - INFO - Epoch [69][2850/3992] lr: 1.000e-06, eta: 3 days, 0:09:54, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0280, loss_cls: 0.1402, acc: 94.6855, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4300 2022-05-12 15:39:33,418 - mmdet - INFO - Epoch [69][2900/3992] lr: 1.000e-06, eta: 3 days, 0:09:31, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0263, loss_cls: 0.1597, acc: 94.3184, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4584 2022-05-12 15:39:58,738 - mmdet - INFO - Epoch [69][2950/3992] lr: 1.000e-06, eta: 3 days, 0:09:07, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0246, loss_cls: 0.1492, acc: 94.5293, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4312 2022-05-12 15:40:24,200 - mmdet - INFO - Epoch [69][3000/3992] lr: 1.000e-06, eta: 3 days, 0:08:44, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0263, loss_cls: 0.1470, acc: 94.7031, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4246 2022-05-12 15:40:48,513 - mmdet - INFO - Epoch [69][3050/3992] lr: 1.000e-06, eta: 3 days, 0:08:18, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0237, loss_cls: 0.1414, acc: 95.0273, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4091 2022-05-12 15:41:14,129 - mmdet - INFO - Epoch [69][3100/3992] lr: 1.000e-06, eta: 3 days, 0:07:55, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0214, loss_cls: 0.1323, acc: 95.1680, loss_bbox: 0.2165, loss_mask: 0.0000, loss: 0.3830 2022-05-12 15:41:38,883 - mmdet - INFO - Epoch [69][3150/3992] lr: 1.000e-06, eta: 3 days, 0:07:30, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0309, loss_cls: 0.1586, acc: 94.1191, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4788 2022-05-12 15:42:04,244 - mmdet - INFO - Epoch [69][3200/3992] lr: 1.000e-06, eta: 3 days, 0:07:06, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0287, loss_cls: 0.1515, acc: 94.4258, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4497 2022-05-12 15:42:29,025 - mmdet - INFO - Epoch [69][3250/3992] lr: 1.000e-06, eta: 3 days, 0:06:42, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0289, loss_cls: 0.1465, acc: 94.6348, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4427 2022-05-12 15:42:54,391 - mmdet - INFO - Epoch [69][3300/3992] lr: 1.000e-06, eta: 3 days, 0:06:18, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0247, loss_cls: 0.1435, acc: 94.7773, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4096 2022-05-12 15:43:19,257 - mmdet - INFO - Epoch [69][3350/3992] lr: 1.000e-06, eta: 3 days, 0:05:53, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0214, loss_cls: 0.1432, acc: 94.7695, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4124 2022-05-12 15:43:44,899 - mmdet - INFO - Epoch [69][3400/3992] lr: 1.000e-06, eta: 3 days, 0:05:30, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0245, loss_cls: 0.1537, acc: 94.4336, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4387 2022-05-12 15:44:09,537 - mmdet - INFO - Epoch [69][3450/3992] lr: 1.000e-06, eta: 3 days, 0:05:05, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0266, loss_cls: 0.1534, acc: 94.4180, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4541 2022-05-12 15:44:34,959 - mmdet - INFO - Epoch [69][3500/3992] lr: 1.000e-06, eta: 3 days, 0:04:42, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0268, loss_cls: 0.1515, acc: 94.4570, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4317 2022-05-12 15:44:59,381 - mmdet - INFO - Epoch [69][3550/3992] lr: 1.000e-06, eta: 3 days, 0:04:16, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0293, loss_cls: 0.1447, acc: 94.5918, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4256 2022-05-12 15:45:24,757 - mmdet - INFO - Epoch [69][3600/3992] lr: 1.000e-06, eta: 3 days, 0:03:52, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0270, loss_cls: 0.1426, acc: 94.5527, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4339 2022-05-12 15:45:49,840 - mmdet - INFO - Epoch [69][3650/3992] lr: 1.000e-06, eta: 3 days, 0:03:28, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0292, loss_cls: 0.1645, acc: 94.1855, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4588 2022-05-12 15:46:14,254 - mmdet - INFO - Epoch [69][3700/3992] lr: 1.000e-06, eta: 3 days, 0:03:03, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0241, loss_cls: 0.1477, acc: 94.5742, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4283 2022-05-12 15:46:39,281 - mmdet - INFO - Epoch [69][3750/3992] lr: 1.000e-06, eta: 3 days, 0:02:38, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0253, loss_cls: 0.1368, acc: 94.8574, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4198 2022-05-12 15:47:05,566 - mmdet - INFO - Epoch [69][3800/3992] lr: 1.000e-06, eta: 3 days, 0:02:16, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0253, loss_cls: 0.1418, acc: 94.7793, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4102 2022-05-12 15:47:30,135 - mmdet - INFO - Epoch [69][3850/3992] lr: 1.000e-06, eta: 3 days, 0:01:51, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0295, loss_cls: 0.1655, acc: 94.1250, loss_bbox: 0.2751, loss_mask: 0.0000, loss: 0.4854 2022-05-12 15:47:54,720 - mmdet - INFO - Epoch [69][3900/3992] lr: 1.000e-06, eta: 3 days, 0:01:26, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0278, loss_cls: 0.1438, acc: 94.6113, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4277 2022-05-12 15:48:20,199 - mmdet - INFO - Epoch [69][3950/3992] lr: 1.000e-06, eta: 3 days, 0:01:03, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0290, loss_cls: 0.1629, acc: 94.0840, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4651 2022-05-12 15:48:41,829 - mmdet - INFO - Saving checkpoint at 69 epochs 2022-05-12 15:54:21,384 - mmdet - INFO - Evaluating bbox... 2022-05-12 15:54:38,343 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 15:54:38,348 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.259 | desk | 0.095 | | sofa_chair | 0.480 | pillow | 0.058 | box | 0.023 | | garbage_bin | 0.350 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.107 | kitchen_counter | 0.162 | kitchen_cabinet | 0.201 | | cpu | 0.029 | bench | 0.165 | file_cabinet | 0.079 | | whiteboard | 0.144 | lamp | 0.174 | endtable | 0.136 | | bookshelf | 0.225 | coffee_table | 0.200 | dresser | 0.176 | | paper | 0.009 | printer | 0.208 | monitor | 0.220 | | back_pack | 0.069 | night_stand | 0.296 | door | 0.090 | | picture | 0.045 | ottoman | 0.194 | stool | 0.224 | | outlet | 0.000 | towel | 0.074 | tray | 0.012 | | bag | 0.022 | stove | 0.109 | bathtub | 0.438 | | scanner | 0.204 | cubby | 0.021 | mirror | 0.017 | | bottle | 0.005 | rack | 0.017 | cup | 0.074 | | thermos | 0.001 | island | 0.105 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.003 | coffee_maker | 0.193 | | cart | 0.115 | tv_stand | 0.109 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.038 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.529 | tv | 0.261 | | laptop | 0.106 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.027 | microwave | 0.242 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.164 | | fridge | 0.168 | book | 0.009 | clock | 0.075 | | vase | 0.044 | fire_extinguisher | 0.009 | blinds | 0.019 | | podium | 0.206 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:38,351 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.462 | desk | 0.200 | | sofa_chair | 0.675 | pillow | 0.148 | box | 0.052 | | garbage_bin | 0.606 | cabinet | 0.088 | drawer | 0.089 | | shelf | 0.221 | kitchen_counter | 0.278 | kitchen_cabinet | 0.324 | | cpu | 0.078 | bench | 0.302 | file_cabinet | 0.115 | | whiteboard | 0.232 | lamp | 0.381 | endtable | 0.253 | | bookshelf | 0.408 | coffee_table | 0.368 | dresser | 0.273 | | paper | 0.029 | printer | 0.360 | monitor | 0.521 | | back_pack | 0.145 | night_stand | 0.525 | door | 0.127 | | picture | 0.082 | ottoman | 0.276 | stool | 0.419 | | outlet | 0.000 | towel | 0.115 | tray | 0.036 | | bag | 0.030 | stove | 0.200 | bathtub | 0.681 | | scanner | 0.311 | cubby | 0.033 | mirror | 0.042 | | bottle | 0.009 | rack | 0.026 | cup | 0.181 | | thermos | 0.002 | island | 0.150 | counter | 0.042 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.035 | coffee_maker | 0.304 | | cart | 0.188 | tv_stand | 0.220 | poster | 0.002 | | soap_dispenser | 0.018 | toy | nan | chair | 0.684 | | sofa | 0.616 | plant | 0.095 | bed | 0.883 | | dining_table | 0.009 | toilet | 0.851 | tv | 0.458 | | laptop | 0.232 | mouse | 0.112 | basket | 0.000 | | keyboard | 0.238 | telephone | 0.073 | microwave | 0.465 | | oven | 0.029 | paper_towel_dispenser | 0.446 | sink | 0.477 | | fridge | 0.319 | book | 0.025 | clock | 0.121 | | vase | 0.088 | fire_extinguisher | 0.072 | blinds | 0.047 | | podium | 0.281 | others | 0.093 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:38,355 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.264 | desk | 0.085 | | sofa_chair | 0.562 | pillow | 0.034 | box | 0.019 | | garbage_bin | 0.381 | cabinet | 0.036 | drawer | 0.053 | | shelf | 0.096 | kitchen_counter | 0.150 | kitchen_cabinet | 0.239 | | cpu | 0.006 | bench | 0.146 | file_cabinet | 0.099 | | whiteboard | 0.158 | lamp | 0.135 | endtable | 0.127 | | bookshelf | 0.208 | coffee_table | 0.183 | dresser | 0.195 | | paper | 0.001 | printer | 0.203 | monitor | 0.144 | | back_pack | 0.050 | night_stand | 0.301 | door | 0.114 | | picture | 0.045 | ottoman | 0.245 | stool | 0.252 | | outlet | 0.000 | towel | 0.088 | tray | 0.011 | | bag | 0.026 | stove | 0.104 | bathtub | 0.416 | | scanner | 0.220 | cubby | 0.025 | mirror | 0.008 | | bottle | 0.007 | rack | 0.022 | cup | 0.040 | | thermos | 0.000 | island | 0.122 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.159 | | cart | 0.096 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.297 | | sofa | 0.474 | plant | 0.008 | bed | 0.709 | | dining_table | 0.007 | toilet | 0.574 | tv | 0.278 | | laptop | 0.079 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.009 | microwave | 0.232 | | oven | 0.012 | paper_towel_dispenser | 0.287 | sink | 0.067 | | fridge | 0.177 | book | 0.005 | clock | 0.121 | | vase | 0.026 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.246 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:38,355 - mmdet - INFO - Evaluating segm... 2022-05-12 15:54:57,569 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 15:54:57,573 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:57,577 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:57,581 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 15:54:57,900 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 15:54:57,901 - mmdet - INFO - Epoch(val) [69][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.125 0.004 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 15:55:24,510 - mmdet - INFO - Epoch [70][50/3992] lr: 1.000e-06, eta: 2 days, 23:59:41, time: 0.532, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0266, loss_cls: 0.1472, acc: 94.5312, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4423 2022-05-12 15:55:49,127 - mmdet - INFO - Epoch [70][100/3992] lr: 1.000e-06, eta: 2 days, 23:59:16, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0243, loss_cls: 0.1397, acc: 94.8359, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4150 2022-05-12 15:56:14,112 - mmdet - INFO - Epoch [70][150/3992] lr: 1.000e-06, eta: 2 days, 23:58:51, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0254, loss_cls: 0.1427, acc: 94.7109, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.4103 2022-05-12 15:56:39,290 - mmdet - INFO - Epoch [70][200/3992] lr: 1.000e-06, eta: 2 days, 23:58:27, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0253, loss_cls: 0.1323, acc: 95.0137, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4009 2022-05-12 15:57:04,231 - mmdet - INFO - Epoch [70][250/3992] lr: 1.000e-06, eta: 2 days, 23:58:03, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0269, loss_cls: 0.1667, acc: 93.8438, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4777 2022-05-12 15:57:28,411 - mmdet - INFO - Epoch [70][300/3992] lr: 1.000e-06, eta: 2 days, 23:57:37, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0242, loss_cls: 0.1561, acc: 94.3184, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4321 2022-05-12 15:57:52,834 - mmdet - INFO - Epoch [70][350/3992] lr: 1.000e-06, eta: 2 days, 23:57:12, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0246, loss_cls: 0.1444, acc: 94.6270, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4173 2022-05-12 15:58:18,047 - mmdet - INFO - Epoch [70][400/3992] lr: 1.000e-06, eta: 2 days, 23:56:48, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0225, loss_cls: 0.1196, acc: 95.4336, loss_bbox: 0.2170, loss_mask: 0.0000, loss: 0.3685 2022-05-12 15:58:43,725 - mmdet - INFO - Epoch [70][450/3992] lr: 1.000e-06, eta: 2 days, 23:56:24, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0256, loss_cls: 0.1661, acc: 93.8164, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4672 2022-05-12 15:59:09,548 - mmdet - INFO - Epoch [70][500/3992] lr: 1.000e-06, eta: 2 days, 23:56:02, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0269, loss_cls: 0.1620, acc: 94.1562, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4589 2022-05-12 15:59:34,848 - mmdet - INFO - Epoch [70][550/3992] lr: 1.000e-06, eta: 2 days, 23:55:38, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0222, loss_cls: 0.1297, acc: 95.0117, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.3966 2022-05-12 15:59:59,548 - mmdet - INFO - Epoch [70][600/3992] lr: 1.000e-06, eta: 2 days, 23:55:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0300, loss_cls: 0.1523, acc: 94.3262, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4569 2022-05-12 16:00:25,199 - mmdet - INFO - Epoch [70][650/3992] lr: 1.000e-06, eta: 2 days, 23:54:50, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0256, loss_cls: 0.1540, acc: 94.4668, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4399 2022-05-12 16:00:50,745 - mmdet - INFO - Epoch [70][700/3992] lr: 1.000e-06, eta: 2 days, 23:54:26, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0275, loss_cls: 0.1631, acc: 94.0605, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4744 2022-05-12 16:01:16,559 - mmdet - INFO - Epoch [70][750/3992] lr: 1.000e-06, eta: 2 days, 23:54:04, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0297, loss_cls: 0.1590, acc: 94.2441, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4593 2022-05-12 16:01:42,102 - mmdet - INFO - Epoch [70][800/3992] lr: 1.000e-06, eta: 2 days, 23:53:40, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0281, loss_cls: 0.1557, acc: 94.3770, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4677 2022-05-12 16:02:06,946 - mmdet - INFO - Epoch [70][850/3992] lr: 1.000e-06, eta: 2 days, 23:53:16, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0239, loss_cls: 0.1332, acc: 94.9062, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.3986 2022-05-12 16:02:33,639 - mmdet - INFO - Epoch [70][900/3992] lr: 1.000e-06, eta: 2 days, 23:52:54, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0289, loss_cls: 0.1651, acc: 94.1797, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4698 2022-05-12 16:02:58,177 - mmdet - INFO - Epoch [70][950/3992] lr: 1.000e-06, eta: 2 days, 23:52:29, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0281, loss_cls: 0.1483, acc: 94.3398, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4538 2022-05-12 16:03:23,091 - mmdet - INFO - Epoch [70][1000/3992] lr: 1.000e-06, eta: 2 days, 23:52:05, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0231, loss_cls: 0.1368, acc: 95.0645, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3939 2022-05-12 16:03:48,455 - mmdet - INFO - Epoch [70][1050/3992] lr: 1.000e-06, eta: 2 days, 23:51:41, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0248, loss_cls: 0.1536, acc: 94.5938, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4383 2022-05-12 16:04:13,419 - mmdet - INFO - Epoch [70][1100/3992] lr: 1.000e-06, eta: 2 days, 23:51:16, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0252, loss_cls: 0.1343, acc: 95.3809, loss_bbox: 0.2001, loss_mask: 0.0000, loss: 0.3732 2022-05-12 16:04:37,401 - mmdet - INFO - Epoch [70][1150/3992] lr: 1.000e-06, eta: 2 days, 23:50:50, time: 0.480, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0224, loss_cls: 0.1224, acc: 95.2812, loss_bbox: 0.2083, loss_mask: 0.0000, loss: 0.3642 2022-05-12 16:05:02,218 - mmdet - INFO - Epoch [70][1200/3992] lr: 1.000e-06, eta: 2 days, 23:50:25, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0252, loss_cls: 0.1408, acc: 94.7285, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4237 2022-05-12 16:05:27,770 - mmdet - INFO - Epoch [70][1250/3992] lr: 1.000e-06, eta: 2 days, 23:50:02, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0317, loss_cls: 0.1542, acc: 94.1055, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4488 2022-05-12 16:05:53,845 - mmdet - INFO - Epoch [70][1300/3992] lr: 1.000e-06, eta: 2 days, 23:49:40, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0264, loss_cls: 0.1526, acc: 94.3203, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4519 2022-05-12 16:06:20,013 - mmdet - INFO - Epoch [70][1350/3992] lr: 1.000e-06, eta: 2 days, 23:49:18, time: 0.523, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0294, loss_cls: 0.1525, acc: 94.0938, loss_bbox: 0.2649, loss_mask: 0.0000, loss: 0.4594 2022-05-12 16:06:45,444 - mmdet - INFO - Epoch [70][1400/3992] lr: 1.000e-06, eta: 2 days, 23:48:54, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0268, loss_cls: 0.1688, acc: 93.8574, loss_bbox: 0.2594, loss_mask: 0.0000, loss: 0.4668 2022-05-12 16:07:10,481 - mmdet - INFO - Epoch [70][1450/3992] lr: 1.000e-06, eta: 2 days, 23:48:30, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0294, loss_cls: 0.1395, acc: 94.8633, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4243 2022-05-12 16:07:35,837 - mmdet - INFO - Epoch [70][1500/3992] lr: 1.000e-06, eta: 2 days, 23:48:06, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0303, loss_cls: 0.1653, acc: 93.9375, loss_bbox: 0.2726, loss_mask: 0.0000, loss: 0.4857 2022-05-12 16:08:00,759 - mmdet - INFO - Epoch [70][1550/3992] lr: 1.000e-06, eta: 2 days, 23:47:41, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0257, loss_cls: 0.1399, acc: 94.8496, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4153 2022-05-12 16:08:26,488 - mmdet - INFO - Epoch [70][1600/3992] lr: 1.000e-06, eta: 2 days, 23:47:18, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0229, loss_cls: 0.1375, acc: 94.8398, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4153 2022-05-12 16:08:52,103 - mmdet - INFO - Epoch [70][1650/3992] lr: 1.000e-06, eta: 2 days, 23:46:55, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0225, loss_cls: 0.1425, acc: 94.8711, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4192 2022-05-12 16:09:18,166 - mmdet - INFO - Epoch [70][1700/3992] lr: 1.000e-06, eta: 2 days, 23:46:33, time: 0.521, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0292, loss_cls: 0.1822, acc: 93.5137, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.5064 2022-05-12 16:09:43,178 - mmdet - INFO - Epoch [70][1750/3992] lr: 1.000e-06, eta: 2 days, 23:46:08, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0233, loss_cls: 0.1404, acc: 94.6855, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4170 2022-05-12 16:10:07,548 - mmdet - INFO - Epoch [70][1800/3992] lr: 1.000e-06, eta: 2 days, 23:45:43, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0273, loss_cls: 0.1539, acc: 94.4746, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4338 2022-05-12 16:10:32,874 - mmdet - INFO - Epoch [70][1850/3992] lr: 1.000e-06, eta: 2 days, 23:45:19, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0252, loss_cls: 0.1409, acc: 94.6230, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4276 2022-05-12 16:10:58,268 - mmdet - INFO - Epoch [70][1900/3992] lr: 1.000e-06, eta: 2 days, 23:44:55, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0239, loss_cls: 0.1336, acc: 95.1504, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3921 2022-05-12 16:11:24,136 - mmdet - INFO - Epoch [70][1950/3992] lr: 1.000e-06, eta: 2 days, 23:44:33, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0255, loss_cls: 0.1478, acc: 94.3867, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4400 2022-05-12 16:11:49,822 - mmdet - INFO - Epoch [70][2000/3992] lr: 1.000e-06, eta: 2 days, 23:44:10, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0285, loss_cls: 0.1645, acc: 94.0859, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4600 2022-05-12 16:12:16,008 - mmdet - INFO - Epoch [70][2050/3992] lr: 1.000e-06, eta: 2 days, 23:43:47, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0295, loss_cls: 0.1630, acc: 94.0059, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4717 2022-05-12 16:12:41,258 - mmdet - INFO - Epoch [70][2100/3992] lr: 1.000e-06, eta: 2 days, 23:43:24, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0219, loss_cls: 0.1416, acc: 94.7812, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4082 2022-05-12 16:13:05,266 - mmdet - INFO - Epoch [70][2150/3992] lr: 1.000e-06, eta: 2 days, 23:42:57, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0239, loss_cls: 0.1440, acc: 94.5234, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4349 2022-05-12 16:13:30,733 - mmdet - INFO - Epoch [70][2200/3992] lr: 1.000e-06, eta: 2 days, 23:42:34, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0282, loss_cls: 0.1618, acc: 94.1719, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4678 2022-05-12 16:13:56,946 - mmdet - INFO - Epoch [70][2250/3992] lr: 1.000e-06, eta: 2 days, 23:42:12, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0075, loss_rpn_bbox: 0.0234, loss_cls: 0.1244, acc: 95.2441, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3773 2022-05-12 16:14:23,666 - mmdet - INFO - Epoch [70][2300/3992] lr: 1.000e-06, eta: 2 days, 23:41:51, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0263, loss_cls: 0.1544, acc: 94.3125, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4486 2022-05-12 16:14:49,457 - mmdet - INFO - Epoch [70][2350/3992] lr: 1.000e-06, eta: 2 days, 23:41:28, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0342, loss_cls: 0.1712, acc: 93.4902, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.5002 2022-05-12 16:15:15,069 - mmdet - INFO - Epoch [70][2400/3992] lr: 1.000e-06, eta: 2 days, 23:41:04, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0215, loss_rpn_bbox: 0.0286, loss_cls: 0.1688, acc: 93.9707, loss_bbox: 0.2765, loss_mask: 0.0000, loss: 0.4954 2022-05-12 16:15:40,025 - mmdet - INFO - Epoch [70][2450/3992] lr: 1.000e-06, eta: 2 days, 23:40:40, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0286, loss_cls: 0.1599, acc: 94.3184, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4578 2022-05-12 16:16:04,596 - mmdet - INFO - Epoch [70][2500/3992] lr: 1.000e-06, eta: 2 days, 23:40:15, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0269, loss_cls: 0.1478, acc: 94.4668, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4432 2022-05-12 16:16:29,651 - mmdet - INFO - Epoch [70][2550/3992] lr: 1.000e-06, eta: 2 days, 23:39:50, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0241, loss_cls: 0.1499, acc: 94.4004, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4301 2022-05-12 16:16:54,168 - mmdet - INFO - Epoch [70][2600/3992] lr: 1.000e-06, eta: 2 days, 23:39:25, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0081, loss_rpn_bbox: 0.0213, loss_cls: 0.1321, acc: 95.0488, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3817 2022-05-12 16:17:18,968 - mmdet - INFO - Epoch [70][2650/3992] lr: 1.000e-06, eta: 2 days, 23:39:00, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0243, loss_cls: 0.1402, acc: 94.9238, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4257 2022-05-12 16:17:43,929 - mmdet - INFO - Epoch [70][2700/3992] lr: 1.000e-06, eta: 2 days, 23:38:36, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0278, loss_cls: 0.1568, acc: 94.2227, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4653 2022-05-12 16:18:09,939 - mmdet - INFO - Epoch [70][2750/3992] lr: 1.000e-06, eta: 2 days, 23:38:13, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0256, loss_cls: 0.1350, acc: 94.8711, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4089 2022-05-12 16:18:34,194 - mmdet - INFO - Epoch [70][2800/3992] lr: 1.000e-06, eta: 2 days, 23:37:48, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0275, loss_cls: 0.1480, acc: 94.5781, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4346 2022-05-12 16:18:58,746 - mmdet - INFO - Epoch [70][2850/3992] lr: 1.000e-06, eta: 2 days, 23:37:22, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0278, loss_cls: 0.1471, acc: 94.5566, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4321 2022-05-12 16:19:25,038 - mmdet - INFO - Epoch [70][2900/3992] lr: 1.000e-06, eta: 2 days, 23:37:00, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0250, loss_cls: 0.1463, acc: 94.5117, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4240 2022-05-12 16:19:50,481 - mmdet - INFO - Epoch [70][2950/3992] lr: 1.000e-06, eta: 2 days, 23:36:37, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0249, loss_cls: 0.1621, acc: 94.0000, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4581 2022-05-12 16:20:14,520 - mmdet - INFO - Epoch [70][3000/3992] lr: 1.000e-06, eta: 2 days, 23:36:11, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0224, loss_cls: 0.1443, acc: 94.7988, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4174 2022-05-12 16:20:39,172 - mmdet - INFO - Epoch [70][3050/3992] lr: 1.000e-06, eta: 2 days, 23:35:46, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1559, acc: 94.1328, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4614 2022-05-12 16:21:04,083 - mmdet - INFO - Epoch [70][3100/3992] lr: 1.000e-06, eta: 2 days, 23:35:21, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0312, loss_cls: 0.1626, acc: 93.8516, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4799 2022-05-12 16:21:29,421 - mmdet - INFO - Epoch [70][3150/3992] lr: 1.000e-06, eta: 2 days, 23:34:57, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0226, loss_cls: 0.1312, acc: 94.9297, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4039 2022-05-12 16:21:54,381 - mmdet - INFO - Epoch [70][3200/3992] lr: 1.000e-06, eta: 2 days, 23:34:33, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0252, loss_cls: 0.1360, acc: 94.9414, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3993 2022-05-12 16:22:19,966 - mmdet - INFO - Epoch [70][3250/3992] lr: 1.000e-06, eta: 2 days, 23:34:09, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0310, loss_cls: 0.1526, acc: 94.3965, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4517 2022-05-12 16:22:46,021 - mmdet - INFO - Epoch [70][3300/3992] lr: 1.000e-06, eta: 2 days, 23:33:47, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0253, loss_cls: 0.1516, acc: 94.3691, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4388 2022-05-12 16:23:11,434 - mmdet - INFO - Epoch [70][3350/3992] lr: 1.000e-06, eta: 2 days, 23:33:23, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0328, loss_cls: 0.1841, acc: 93.5000, loss_bbox: 0.2815, loss_mask: 0.0000, loss: 0.5177 2022-05-12 16:23:37,380 - mmdet - INFO - Epoch [70][3400/3992] lr: 1.000e-06, eta: 2 days, 23:33:01, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0273, loss_cls: 0.1620, acc: 94.2207, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4617 2022-05-12 16:24:02,104 - mmdet - INFO - Epoch [70][3450/3992] lr: 1.000e-06, eta: 2 days, 23:32:36, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0244, loss_cls: 0.1351, acc: 94.9766, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4029 2022-05-12 16:24:27,944 - mmdet - INFO - Epoch [70][3500/3992] lr: 1.000e-06, eta: 2 days, 23:32:13, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0269, loss_cls: 0.1429, acc: 94.5215, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4291 2022-05-12 16:24:53,402 - mmdet - INFO - Epoch [70][3550/3992] lr: 1.000e-06, eta: 2 days, 23:31:50, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0279, loss_cls: 0.1490, acc: 94.3203, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4364 2022-05-12 16:25:18,739 - mmdet - INFO - Epoch [70][3600/3992] lr: 1.000e-06, eta: 2 days, 23:31:26, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0211, loss_cls: 0.1399, acc: 94.8125, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3984 2022-05-12 16:25:44,487 - mmdet - INFO - Epoch [70][3650/3992] lr: 1.000e-06, eta: 2 days, 23:31:03, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0236, loss_cls: 0.1537, acc: 94.4219, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4252 2022-05-12 16:26:09,679 - mmdet - INFO - Epoch [70][3700/3992] lr: 1.000e-06, eta: 2 days, 23:30:39, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0254, loss_cls: 0.1379, acc: 94.7188, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4177 2022-05-12 16:26:35,347 - mmdet - INFO - Epoch [70][3750/3992] lr: 1.000e-06, eta: 2 days, 23:30:16, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0280, loss_cls: 0.1604, acc: 94.2617, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4670 2022-05-12 16:27:00,426 - mmdet - INFO - Epoch [70][3800/3992] lr: 1.000e-06, eta: 2 days, 23:29:51, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0273, loss_cls: 0.1354, acc: 95.0391, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4100 2022-05-12 16:27:25,240 - mmdet - INFO - Epoch [70][3850/3992] lr: 1.000e-06, eta: 2 days, 23:29:27, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0251, loss_cls: 0.1427, acc: 94.5156, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4257 2022-05-12 16:27:50,175 - mmdet - INFO - Epoch [70][3900/3992] lr: 1.000e-06, eta: 2 days, 23:29:02, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0292, loss_cls: 0.1648, acc: 94.1055, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4815 2022-05-12 16:28:15,891 - mmdet - INFO - Epoch [70][3950/3992] lr: 1.000e-06, eta: 2 days, 23:28:39, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0299, loss_cls: 0.1475, acc: 94.4004, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4311 2022-05-12 16:28:36,911 - mmdet - INFO - Saving checkpoint at 70 epochs 2022-05-12 16:34:16,736 - mmdet - INFO - Evaluating bbox... 2022-05-12 16:34:33,133 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-12 16:34:33,138 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.060 | box | 0.022 | | garbage_bin | 0.348 | cabinet | 0.042 | drawer | 0.058 | | shelf | 0.104 | kitchen_counter | 0.165 | kitchen_cabinet | 0.206 | | cpu | 0.026 | bench | 0.161 | file_cabinet | 0.081 | | whiteboard | 0.149 | lamp | 0.176 | endtable | 0.137 | | bookshelf | 0.227 | coffee_table | 0.200 | dresser | 0.180 | | paper | 0.009 | printer | 0.209 | monitor | 0.220 | | back_pack | 0.071 | night_stand | 0.298 | door | 0.090 | | picture | 0.045 | ottoman | 0.192 | stool | 0.229 | | outlet | 0.000 | towel | 0.073 | tray | 0.013 | | bag | 0.015 | stove | 0.110 | bathtub | 0.430 | | scanner | 0.230 | cubby | 0.020 | mirror | 0.021 | | bottle | 0.003 | rack | 0.018 | cup | 0.071 | | thermos | 0.001 | island | 0.106 | counter | 0.032 | | bowl | 0.061 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.004 | coffee_maker | 0.189 | | cart | 0.114 | tv_stand | 0.107 | poster | 0.001 | | soap_dispenser | 0.008 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.036 | bed | 0.607 | | dining_table | 0.009 | toilet | 0.523 | tv | 0.266 | | laptop | 0.115 | mouse | 0.031 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.030 | microwave | 0.237 | | oven | 0.016 | paper_towel_dispenser | 0.264 | sink | 0.162 | | fridge | 0.166 | book | 0.009 | clock | 0.080 | | vase | 0.045 | fire_extinguisher | 0.011 | blinds | 0.017 | | podium | 0.191 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:33,141 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.236 | table | 0.460 | desk | 0.206 | | sofa_chair | 0.678 | pillow | 0.147 | box | 0.051 | | garbage_bin | 0.611 | cabinet | 0.087 | drawer | 0.089 | | shelf | 0.216 | kitchen_counter | 0.278 | kitchen_cabinet | 0.333 | | cpu | 0.076 | bench | 0.299 | file_cabinet | 0.114 | | whiteboard | 0.238 | lamp | 0.385 | endtable | 0.253 | | bookshelf | 0.406 | coffee_table | 0.369 | dresser | 0.278 | | paper | 0.025 | printer | 0.369 | monitor | 0.528 | | back_pack | 0.149 | night_stand | 0.519 | door | 0.126 | | picture | 0.079 | ottoman | 0.281 | stool | 0.425 | | outlet | 0.000 | towel | 0.110 | tray | 0.036 | | bag | 0.025 | stove | 0.203 | bathtub | 0.682 | | scanner | 0.313 | cubby | 0.030 | mirror | 0.052 | | bottle | 0.005 | rack | 0.027 | cup | 0.168 | | thermos | 0.002 | island | 0.147 | counter | 0.040 | | bowl | 0.091 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.295 | | cart | 0.178 | tv_stand | 0.171 | poster | 0.002 | | soap_dispenser | 0.015 | toy | nan | chair | 0.684 | | sofa | 0.609 | plant | 0.094 | bed | 0.880 | | dining_table | 0.013 | toilet | 0.845 | tv | 0.454 | | laptop | 0.237 | mouse | 0.098 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.073 | microwave | 0.456 | | oven | 0.048 | paper_towel_dispenser | 0.446 | sink | 0.478 | | fridge | 0.320 | book | 0.023 | clock | 0.123 | | vase | 0.085 | fire_extinguisher | 0.086 | blinds | 0.045 | | podium | 0.265 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:33,145 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.266 | desk | 0.085 | | sofa_chair | 0.568 | pillow | 0.039 | box | 0.009 | | garbage_bin | 0.376 | cabinet | 0.036 | drawer | 0.058 | | shelf | 0.095 | kitchen_counter | 0.151 | kitchen_cabinet | 0.241 | | cpu | 0.005 | bench | 0.140 | file_cabinet | 0.111 | | whiteboard | 0.155 | lamp | 0.136 | endtable | 0.130 | | bookshelf | 0.222 | coffee_table | 0.142 | dresser | 0.199 | | paper | 0.003 | printer | 0.159 | monitor | 0.145 | | back_pack | 0.048 | night_stand | 0.300 | door | 0.115 | | picture | 0.047 | ottoman | 0.234 | stool | 0.247 | | outlet | 0.000 | towel | 0.087 | tray | 0.014 | | bag | 0.022 | stove | 0.104 | bathtub | 0.415 | | scanner | 0.221 | cubby | 0.023 | mirror | 0.012 | | bottle | 0.004 | rack | 0.023 | cup | 0.039 | | thermos | 0.000 | island | 0.119 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.093 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.298 | | sofa | 0.468 | plant | 0.007 | bed | 0.705 | | dining_table | 0.011 | toilet | 0.552 | tv | 0.298 | | laptop | 0.093 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.016 | microwave | 0.224 | | oven | 0.012 | paper_towel_dispenser | 0.287 | sink | 0.065 | | fridge | 0.152 | book | 0.004 | clock | 0.109 | | vase | 0.048 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.235 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:33,145 - mmdet - INFO - Evaluating segm... 2022-05-12 16:34:51,439 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 16:34:51,444 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:51,447 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:51,451 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 16:34:51,782 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 16:34:51,783 - mmdet - INFO - Epoch(val) [70][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.223 0.123 0.004 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 16:35:17,950 - mmdet - INFO - Epoch [71][50/3992] lr: 1.000e-06, eta: 2 days, 23:27:17, time: 0.523, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0259, loss_cls: 0.1424, acc: 94.7012, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4328 2022-05-12 16:35:42,296 - mmdet - INFO - Epoch [71][100/3992] lr: 1.000e-06, eta: 2 days, 23:26:52, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0276, loss_cls: 0.1554, acc: 94.0762, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4684 2022-05-12 16:36:06,679 - mmdet - INFO - Epoch [71][150/3992] lr: 1.000e-06, eta: 2 days, 23:26:26, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0233, loss_cls: 0.1442, acc: 94.7520, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4172 2022-05-12 16:36:31,202 - mmdet - INFO - Epoch [71][200/3992] lr: 1.000e-06, eta: 2 days, 23:26:01, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0271, loss_cls: 0.1489, acc: 94.2754, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4539 2022-05-12 16:36:56,945 - mmdet - INFO - Epoch [71][250/3992] lr: 1.000e-06, eta: 2 days, 23:25:38, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0262, loss_cls: 0.1476, acc: 94.5254, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4373 2022-05-12 16:37:21,678 - mmdet - INFO - Epoch [71][300/3992] lr: 1.000e-06, eta: 2 days, 23:25:13, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0243, loss_cls: 0.1367, acc: 94.9902, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4065 2022-05-12 16:37:47,133 - mmdet - INFO - Epoch [71][350/3992] lr: 1.000e-06, eta: 2 days, 23:24:49, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0245, loss_cls: 0.1393, acc: 94.6309, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4137 2022-05-12 16:38:12,017 - mmdet - INFO - Epoch [71][400/3992] lr: 1.000e-06, eta: 2 days, 23:24:25, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0260, loss_cls: 0.1416, acc: 94.6426, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4192 2022-05-12 16:38:36,532 - mmdet - INFO - Epoch [71][450/3992] lr: 1.000e-06, eta: 2 days, 23:23:59, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0218, loss_cls: 0.1354, acc: 94.9746, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3958 2022-05-12 16:39:00,951 - mmdet - INFO - Epoch [71][500/3992] lr: 1.000e-06, eta: 2 days, 23:23:34, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0241, loss_cls: 0.1345, acc: 95.0664, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4066 2022-05-12 16:39:25,588 - mmdet - INFO - Epoch [71][550/3992] lr: 1.000e-06, eta: 2 days, 23:23:09, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0280, loss_cls: 0.1529, acc: 94.1406, loss_bbox: 0.2587, loss_mask: 0.0000, loss: 0.4542 2022-05-12 16:39:50,676 - mmdet - INFO - Epoch [71][600/3992] lr: 1.000e-06, eta: 2 days, 23:22:45, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0284, loss_cls: 0.1540, acc: 94.2891, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4528 2022-05-12 16:40:15,043 - mmdet - INFO - Epoch [71][650/3992] lr: 1.000e-06, eta: 2 days, 23:22:19, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0261, loss_cls: 0.1591, acc: 93.9688, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4533 2022-05-12 16:40:39,543 - mmdet - INFO - Epoch [71][700/3992] lr: 1.000e-06, eta: 2 days, 23:21:54, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0220, loss_cls: 0.1372, acc: 94.8965, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.3997 2022-05-12 16:41:05,324 - mmdet - INFO - Epoch [71][750/3992] lr: 1.000e-06, eta: 2 days, 23:21:31, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0274, loss_cls: 0.1480, acc: 94.4648, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4326 2022-05-12 16:41:31,361 - mmdet - INFO - Epoch [71][800/3992] lr: 1.000e-06, eta: 2 days, 23:21:08, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0223, loss_cls: 0.1412, acc: 94.7832, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4041 2022-05-12 16:41:57,900 - mmdet - INFO - Epoch [71][850/3992] lr: 1.000e-06, eta: 2 days, 23:20:47, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0242, loss_cls: 0.1399, acc: 94.8594, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4166 2022-05-12 16:42:22,404 - mmdet - INFO - Epoch [71][900/3992] lr: 1.000e-06, eta: 2 days, 23:20:22, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0255, loss_cls: 0.1438, acc: 94.7051, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4224 2022-05-12 16:42:48,184 - mmdet - INFO - Epoch [71][950/3992] lr: 1.000e-06, eta: 2 days, 23:19:59, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0205, loss_cls: 0.1259, acc: 95.3887, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3689 2022-05-12 16:43:12,756 - mmdet - INFO - Epoch [71][1000/3992] lr: 1.000e-06, eta: 2 days, 23:19:33, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0233, loss_cls: 0.1278, acc: 95.3359, loss_bbox: 0.2139, loss_mask: 0.0000, loss: 0.3798 2022-05-12 16:43:37,908 - mmdet - INFO - Epoch [71][1050/3992] lr: 1.000e-06, eta: 2 days, 23:19:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0240, loss_cls: 0.1506, acc: 94.4453, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4273 2022-05-12 16:44:02,474 - mmdet - INFO - Epoch [71][1100/3992] lr: 1.000e-06, eta: 2 days, 23:18:44, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0273, loss_cls: 0.1452, acc: 94.4238, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4457 2022-05-12 16:44:27,275 - mmdet - INFO - Epoch [71][1150/3992] lr: 1.000e-06, eta: 2 days, 23:18:19, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0247, loss_cls: 0.1480, acc: 94.3965, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4336 2022-05-12 16:44:52,845 - mmdet - INFO - Epoch [71][1200/3992] lr: 1.000e-06, eta: 2 days, 23:17:56, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0256, loss_cls: 0.1388, acc: 94.8867, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4064 2022-05-12 16:45:17,804 - mmdet - INFO - Epoch [71][1250/3992] lr: 1.000e-06, eta: 2 days, 23:17:32, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0282, loss_cls: 0.1424, acc: 94.6113, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4400 2022-05-12 16:45:42,785 - mmdet - INFO - Epoch [71][1300/3992] lr: 1.000e-06, eta: 2 days, 23:17:07, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0237, loss_cls: 0.1285, acc: 95.1738, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3916 2022-05-12 16:46:07,990 - mmdet - INFO - Epoch [71][1350/3992] lr: 1.000e-06, eta: 2 days, 23:16:43, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0299, loss_cls: 0.1635, acc: 93.8730, loss_bbox: 0.2721, loss_mask: 0.0000, loss: 0.4805 2022-05-12 16:46:33,893 - mmdet - INFO - Epoch [71][1400/3992] lr: 1.000e-06, eta: 2 days, 23:16:20, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0269, loss_cls: 0.1571, acc: 94.0039, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4551 2022-05-12 16:46:59,853 - mmdet - INFO - Epoch [71][1450/3992] lr: 1.000e-06, eta: 2 days, 23:15:58, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0225, loss_cls: 0.1406, acc: 94.5918, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4105 2022-05-12 16:47:24,084 - mmdet - INFO - Epoch [71][1500/3992] lr: 1.000e-06, eta: 2 days, 23:15:32, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0239, loss_cls: 0.1310, acc: 95.0938, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.3994 2022-05-12 16:47:49,075 - mmdet - INFO - Epoch [71][1550/3992] lr: 1.000e-06, eta: 2 days, 23:15:07, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0266, loss_cls: 0.1524, acc: 94.2324, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4460 2022-05-12 16:48:15,090 - mmdet - INFO - Epoch [71][1600/3992] lr: 1.000e-06, eta: 2 days, 23:14:45, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0249, loss_cls: 0.1324, acc: 94.9102, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4077 2022-05-12 16:48:40,380 - mmdet - INFO - Epoch [71][1650/3992] lr: 1.000e-06, eta: 2 days, 23:14:21, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0280, loss_cls: 0.1442, acc: 94.5605, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4362 2022-05-12 16:49:04,984 - mmdet - INFO - Epoch [71][1700/3992] lr: 1.000e-06, eta: 2 days, 23:13:56, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0299, loss_cls: 0.1542, acc: 94.4160, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4458 2022-05-12 16:49:29,998 - mmdet - INFO - Epoch [71][1750/3992] lr: 1.000e-06, eta: 2 days, 23:13:32, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0237, loss_cls: 0.1341, acc: 94.8711, loss_bbox: 0.2274, loss_mask: 0.0000, loss: 0.3975 2022-05-12 16:49:55,909 - mmdet - INFO - Epoch [71][1800/3992] lr: 1.000e-06, eta: 2 days, 23:13:09, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0227, loss_cls: 0.1349, acc: 94.9844, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.3959 2022-05-12 16:50:21,173 - mmdet - INFO - Epoch [71][1850/3992] lr: 1.000e-06, eta: 2 days, 23:12:45, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0250, loss_cls: 0.1410, acc: 94.5293, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4246 2022-05-12 16:50:45,664 - mmdet - INFO - Epoch [71][1900/3992] lr: 1.000e-06, eta: 2 days, 23:12:20, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0289, loss_cls: 0.1474, acc: 94.3203, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4451 2022-05-12 16:51:12,019 - mmdet - INFO - Epoch [71][1950/3992] lr: 1.000e-06, eta: 2 days, 23:11:58, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0218, loss_rpn_bbox: 0.0304, loss_cls: 0.1689, acc: 93.6582, loss_bbox: 0.2878, loss_mask: 0.0000, loss: 0.5089 2022-05-12 16:51:36,731 - mmdet - INFO - Epoch [71][2000/3992] lr: 1.000e-06, eta: 2 days, 23:11:33, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0307, loss_cls: 0.1713, acc: 93.5820, loss_bbox: 0.2832, loss_mask: 0.0000, loss: 0.5013 2022-05-12 16:52:02,174 - mmdet - INFO - Epoch [71][2050/3992] lr: 1.000e-06, eta: 2 days, 23:11:09, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0278, loss_cls: 0.1631, acc: 93.9180, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4669 2022-05-12 16:52:27,239 - mmdet - INFO - Epoch [71][2100/3992] lr: 1.000e-06, eta: 2 days, 23:10:45, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0238, loss_cls: 0.1462, acc: 94.4160, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4302 2022-05-12 16:52:52,657 - mmdet - INFO - Epoch [71][2150/3992] lr: 1.000e-06, eta: 2 days, 23:10:21, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0270, loss_cls: 0.1410, acc: 94.6992, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4346 2022-05-12 16:53:17,976 - mmdet - INFO - Epoch [71][2200/3992] lr: 1.000e-06, eta: 2 days, 23:09:57, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0242, loss_cls: 0.1394, acc: 94.6543, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4163 2022-05-12 16:53:42,661 - mmdet - INFO - Epoch [71][2250/3992] lr: 1.000e-06, eta: 2 days, 23:09:32, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0254, loss_cls: 0.1623, acc: 94.0098, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4551 2022-05-12 16:54:07,961 - mmdet - INFO - Epoch [71][2300/3992] lr: 1.000e-06, eta: 2 days, 23:09:09, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0227, loss_cls: 0.1320, acc: 95.0820, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3912 2022-05-12 16:54:32,443 - mmdet - INFO - Epoch [71][2350/3992] lr: 1.000e-06, eta: 2 days, 23:08:43, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0261, loss_cls: 0.1460, acc: 94.6309, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4261 2022-05-12 16:54:58,285 - mmdet - INFO - Epoch [71][2400/3992] lr: 1.000e-06, eta: 2 days, 23:08:20, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0262, loss_cls: 0.1616, acc: 94.3242, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4486 2022-05-12 16:55:23,081 - mmdet - INFO - Epoch [71][2450/3992] lr: 1.000e-06, eta: 2 days, 23:07:56, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0255, loss_cls: 0.1570, acc: 94.3105, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4523 2022-05-12 16:55:49,266 - mmdet - INFO - Epoch [71][2500/3992] lr: 1.000e-06, eta: 2 days, 23:07:33, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0296, loss_cls: 0.1513, acc: 94.3613, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4536 2022-05-12 16:56:13,902 - mmdet - INFO - Epoch [71][2550/3992] lr: 1.000e-06, eta: 2 days, 23:07:08, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0244, loss_cls: 0.1523, acc: 94.5879, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4405 2022-05-12 16:56:39,704 - mmdet - INFO - Epoch [71][2600/3992] lr: 1.000e-06, eta: 2 days, 23:06:45, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0259, loss_cls: 0.1442, acc: 94.6953, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4203 2022-05-12 16:57:05,841 - mmdet - INFO - Epoch [71][2650/3992] lr: 1.000e-06, eta: 2 days, 23:06:23, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0293, loss_cls: 0.1637, acc: 94.1191, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4778 2022-05-12 16:57:31,402 - mmdet - INFO - Epoch [71][2700/3992] lr: 1.000e-06, eta: 2 days, 23:06:00, time: 0.511, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0314, loss_cls: 0.1777, acc: 93.6387, loss_bbox: 0.2725, loss_mask: 0.0000, loss: 0.5033 2022-05-12 16:57:57,311 - mmdet - INFO - Epoch [71][2750/3992] lr: 1.000e-06, eta: 2 days, 23:05:37, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0255, loss_cls: 0.1497, acc: 94.7168, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.4135 2022-05-12 16:58:22,634 - mmdet - INFO - Epoch [71][2800/3992] lr: 1.000e-06, eta: 2 days, 23:05:13, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0264, loss_cls: 0.1681, acc: 93.7246, loss_bbox: 0.2930, loss_mask: 0.0000, loss: 0.5006 2022-05-12 16:58:47,674 - mmdet - INFO - Epoch [71][2850/3992] lr: 1.000e-06, eta: 2 days, 23:04:49, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0260, loss_cls: 0.1593, acc: 94.2324, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4640 2022-05-12 16:59:14,712 - mmdet - INFO - Epoch [71][2900/3992] lr: 1.000e-06, eta: 2 days, 23:04:28, time: 0.541, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0238, loss_cls: 0.1470, acc: 94.5820, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4199 2022-05-12 16:59:38,939 - mmdet - INFO - Epoch [71][2950/3992] lr: 1.000e-06, eta: 2 days, 23:04:02, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0243, loss_cls: 0.1389, acc: 94.9453, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4173 2022-05-12 17:00:05,316 - mmdet - INFO - Epoch [71][3000/3992] lr: 1.000e-06, eta: 2 days, 23:03:40, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0288, loss_cls: 0.1536, acc: 94.3164, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4488 2022-05-12 17:00:28,956 - mmdet - INFO - Epoch [71][3050/3992] lr: 1.000e-06, eta: 2 days, 23:03:14, time: 0.473, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0336, loss_cls: 0.1774, acc: 93.3418, loss_bbox: 0.2983, loss_mask: 0.0000, loss: 0.5273 2022-05-12 17:00:54,410 - mmdet - INFO - Epoch [71][3100/3992] lr: 1.000e-06, eta: 2 days, 23:02:50, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0264, loss_cls: 0.1414, acc: 94.7539, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4167 2022-05-12 17:01:19,401 - mmdet - INFO - Epoch [71][3150/3992] lr: 1.000e-06, eta: 2 days, 23:02:26, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0252, loss_cls: 0.1365, acc: 95.0137, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.3946 2022-05-12 17:01:44,775 - mmdet - INFO - Epoch [71][3200/3992] lr: 1.000e-06, eta: 2 days, 23:02:02, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0260, loss_cls: 0.1598, acc: 94.0039, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4714 2022-05-12 17:02:09,169 - mmdet - INFO - Epoch [71][3250/3992] lr: 1.000e-06, eta: 2 days, 23:01:36, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0235, loss_cls: 0.1410, acc: 94.6777, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4262 2022-05-12 17:02:34,721 - mmdet - INFO - Epoch [71][3300/3992] lr: 1.000e-06, eta: 2 days, 23:01:13, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0287, loss_cls: 0.1571, acc: 94.2148, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4577 2022-05-12 17:03:00,040 - mmdet - INFO - Epoch [71][3350/3992] lr: 1.000e-06, eta: 2 days, 23:00:49, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0213, loss_cls: 0.1361, acc: 95.1777, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3808 2022-05-12 17:03:24,505 - mmdet - INFO - Epoch [71][3400/3992] lr: 1.000e-06, eta: 2 days, 23:00:24, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0216, loss_cls: 0.1403, acc: 94.7773, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4029 2022-05-12 17:03:49,820 - mmdet - INFO - Epoch [71][3450/3992] lr: 1.000e-06, eta: 2 days, 23:00:00, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0234, loss_cls: 0.1372, acc: 95.0840, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.4017 2022-05-12 17:04:14,124 - mmdet - INFO - Epoch [71][3500/3992] lr: 1.000e-06, eta: 2 days, 22:59:34, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0268, loss_cls: 0.1503, acc: 94.4062, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4268 2022-05-12 17:04:38,199 - mmdet - INFO - Epoch [71][3550/3992] lr: 1.000e-06, eta: 2 days, 22:59:08, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0255, loss_cls: 0.1528, acc: 94.2793, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4398 2022-05-12 17:05:03,909 - mmdet - INFO - Epoch [71][3600/3992] lr: 1.000e-06, eta: 2 days, 22:58:45, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0252, loss_cls: 0.1432, acc: 94.8457, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4166 2022-05-12 17:05:28,824 - mmdet - INFO - Epoch [71][3650/3992] lr: 1.000e-06, eta: 2 days, 22:58:20, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0338, loss_cls: 0.1671, acc: 94.0430, loss_bbox: 0.2803, loss_mask: 0.0000, loss: 0.4964 2022-05-12 17:05:53,968 - mmdet - INFO - Epoch [71][3700/3992] lr: 1.000e-06, eta: 2 days, 22:57:56, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0284, loss_cls: 0.1629, acc: 94.0547, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4648 2022-05-12 17:06:20,151 - mmdet - INFO - Epoch [71][3750/3992] lr: 1.000e-06, eta: 2 days, 22:57:34, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0262, loss_cls: 0.1384, acc: 94.7910, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4130 2022-05-12 17:06:45,863 - mmdet - INFO - Epoch [71][3800/3992] lr: 1.000e-06, eta: 2 days, 22:57:11, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0287, loss_cls: 0.1496, acc: 94.3574, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4507 2022-05-12 17:07:11,149 - mmdet - INFO - Epoch [71][3850/3992] lr: 1.000e-06, eta: 2 days, 22:56:47, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0267, loss_cls: 0.1596, acc: 94.1191, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4544 2022-05-12 17:07:35,385 - mmdet - INFO - Epoch [71][3900/3992] lr: 1.000e-06, eta: 2 days, 22:56:21, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0237, loss_cls: 0.1527, acc: 94.2988, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4454 2022-05-12 17:08:00,818 - mmdet - INFO - Epoch [71][3950/3992] lr: 1.000e-06, eta: 2 days, 22:55:58, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0244, loss_cls: 0.1436, acc: 94.9941, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.4025 2022-05-12 17:08:22,568 - mmdet - INFO - Saving checkpoint at 71 epochs 2022-05-12 17:14:02,788 - mmdet - INFO - Evaluating bbox... 2022-05-12 17:14:19,066 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 17:14:19,070 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.259 | desk | 0.096 | | sofa_chair | 0.484 | pillow | 0.058 | box | 0.022 | | garbage_bin | 0.349 | cabinet | 0.040 | drawer | 0.056 | | shelf | 0.110 | kitchen_counter | 0.158 | kitchen_cabinet | 0.200 | | cpu | 0.027 | bench | 0.157 | file_cabinet | 0.084 | | whiteboard | 0.147 | lamp | 0.172 | endtable | 0.137 | | bookshelf | 0.226 | coffee_table | 0.204 | dresser | 0.179 | | paper | 0.008 | printer | 0.210 | monitor | 0.219 | | back_pack | 0.074 | night_stand | 0.294 | door | 0.090 | | picture | 0.046 | ottoman | 0.185 | stool | 0.222 | | outlet | 0.000 | towel | 0.073 | tray | 0.017 | | bag | 0.018 | stove | 0.103 | bathtub | 0.430 | | scanner | 0.221 | cubby | 0.020 | mirror | 0.019 | | bottle | 0.005 | rack | 0.018 | cup | 0.074 | | thermos | 0.001 | island | 0.112 | counter | 0.034 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.192 | | cart | 0.118 | tv_stand | 0.110 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.340 | | sofa | 0.417 | plant | 0.034 | bed | 0.604 | | dining_table | 0.004 | toilet | 0.528 | tv | 0.259 | | laptop | 0.112 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.033 | microwave | 0.241 | | oven | 0.018 | paper_towel_dispenser | 0.236 | sink | 0.160 | | fridge | 0.169 | book | 0.009 | clock | 0.070 | | vase | 0.045 | fire_extinguisher | 0.005 | blinds | 0.020 | | podium | 0.184 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:19,073 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.237 | table | 0.462 | desk | 0.205 | | sofa_chair | 0.680 | pillow | 0.143 | box | 0.052 | | garbage_bin | 0.614 | cabinet | 0.084 | drawer | 0.088 | | shelf | 0.227 | kitchen_counter | 0.279 | kitchen_cabinet | 0.327 | | cpu | 0.074 | bench | 0.301 | file_cabinet | 0.120 | | whiteboard | 0.236 | lamp | 0.378 | endtable | 0.253 | | bookshelf | 0.409 | coffee_table | 0.367 | dresser | 0.276 | | paper | 0.023 | printer | 0.367 | monitor | 0.519 | | back_pack | 0.151 | night_stand | 0.523 | door | 0.127 | | picture | 0.082 | ottoman | 0.275 | stool | 0.424 | | outlet | 0.000 | towel | 0.113 | tray | 0.043 | | bag | 0.029 | stove | 0.203 | bathtub | 0.678 | | scanner | 0.312 | cubby | 0.030 | mirror | 0.047 | | bottle | 0.008 | rack | 0.027 | cup | 0.183 | | thermos | 0.002 | island | 0.156 | counter | 0.041 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.293 | | cart | 0.184 | tv_stand | 0.178 | poster | 0.002 | | soap_dispenser | 0.020 | toy | nan | chair | 0.686 | | sofa | 0.611 | plant | 0.089 | bed | 0.877 | | dining_table | 0.006 | toilet | 0.859 | tv | 0.446 | | laptop | 0.240 | mouse | 0.105 | basket | 0.000 | | keyboard | 0.249 | telephone | 0.080 | microwave | 0.469 | | oven | 0.032 | paper_towel_dispenser | 0.392 | sink | 0.471 | | fridge | 0.317 | book | 0.023 | clock | 0.116 | | vase | 0.088 | fire_extinguisher | 0.026 | blinds | 0.049 | | podium | 0.266 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:19,076 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.261 | desk | 0.083 | | sofa_chair | 0.574 | pillow | 0.039 | box | 0.010 | | garbage_bin | 0.359 | cabinet | 0.031 | drawer | 0.054 | | shelf | 0.101 | kitchen_counter | 0.141 | kitchen_cabinet | 0.237 | | cpu | 0.005 | bench | 0.139 | file_cabinet | 0.106 | | whiteboard | 0.154 | lamp | 0.130 | endtable | 0.116 | | bookshelf | 0.217 | coffee_table | 0.164 | dresser | 0.199 | | paper | 0.003 | printer | 0.167 | monitor | 0.145 | | back_pack | 0.068 | night_stand | 0.300 | door | 0.116 | | picture | 0.048 | ottoman | 0.224 | stool | 0.220 | | outlet | 0.000 | towel | 0.086 | tray | 0.021 | | bag | 0.024 | stove | 0.097 | bathtub | 0.466 | | scanner | 0.221 | cubby | 0.024 | mirror | 0.009 | | bottle | 0.006 | rack | 0.023 | cup | 0.037 | | thermos | 0.000 | island | 0.127 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.164 | | cart | 0.122 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.020 | toy | nan | chair | 0.301 | | sofa | 0.475 | plant | 0.007 | bed | 0.703 | | dining_table | 0.006 | toilet | 0.549 | tv | 0.282 | | laptop | 0.086 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.032 | telephone | 0.009 | microwave | 0.236 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.063 | | fridge | 0.156 | book | 0.005 | clock | 0.103 | | vase | 0.050 | fire_extinguisher | 0.000 | blinds | 0.021 | | podium | 0.221 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:19,076 - mmdet - INFO - Evaluating segm... 2022-05-12 17:14:36,392 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 17:14:36,397 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:36,400 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:36,403 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:14:36,720 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 17:14:36,721 - mmdet - INFO - Epoch(val) [71][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.223 0.124 0.005 0.044 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 17:15:03,332 - mmdet - INFO - Epoch [72][50/3992] lr: 1.000e-06, eta: 2 days, 22:54:37, time: 0.532, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0277, loss_cls: 0.1591, acc: 94.0625, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4512 2022-05-12 17:15:27,619 - mmdet - INFO - Epoch [72][100/3992] lr: 1.000e-06, eta: 2 days, 22:54:12, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0266, loss_cls: 0.1477, acc: 94.6230, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4355 2022-05-12 17:15:53,075 - mmdet - INFO - Epoch [72][150/3992] lr: 1.000e-06, eta: 2 days, 22:53:48, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0297, loss_cls: 0.1670, acc: 93.7070, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4915 2022-05-12 17:16:18,806 - mmdet - INFO - Epoch [72][200/3992] lr: 1.000e-06, eta: 2 days, 22:53:25, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0240, loss_cls: 0.1435, acc: 94.6328, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4153 2022-05-12 17:16:43,432 - mmdet - INFO - Epoch [72][250/3992] lr: 1.000e-06, eta: 2 days, 22:53:00, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0259, loss_cls: 0.1397, acc: 94.9570, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4256 2022-05-12 17:17:08,588 - mmdet - INFO - Epoch [72][300/3992] lr: 1.000e-06, eta: 2 days, 22:52:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0287, loss_cls: 0.1728, acc: 93.6738, loss_bbox: 0.2753, loss_mask: 0.0000, loss: 0.4917 2022-05-12 17:17:33,754 - mmdet - INFO - Epoch [72][350/3992] lr: 1.000e-06, eta: 2 days, 22:52:12, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0244, loss_cls: 0.1495, acc: 94.4414, loss_bbox: 0.2557, loss_mask: 0.0000, loss: 0.4446 2022-05-12 17:17:58,357 - mmdet - INFO - Epoch [72][400/3992] lr: 1.000e-06, eta: 2 days, 22:51:47, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0255, loss_cls: 0.1450, acc: 94.8828, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.4118 2022-05-12 17:18:23,604 - mmdet - INFO - Epoch [72][450/3992] lr: 1.000e-06, eta: 2 days, 22:51:23, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0278, loss_cls: 0.1575, acc: 94.1230, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4606 2022-05-12 17:18:49,542 - mmdet - INFO - Epoch [72][500/3992] lr: 1.000e-06, eta: 2 days, 22:51:00, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0262, loss_cls: 0.1467, acc: 94.5449, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4317 2022-05-12 17:19:14,615 - mmdet - INFO - Epoch [72][550/3992] lr: 1.000e-06, eta: 2 days, 22:50:36, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0278, loss_cls: 0.1568, acc: 94.2695, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4566 2022-05-12 17:19:40,389 - mmdet - INFO - Epoch [72][600/3992] lr: 1.000e-06, eta: 2 days, 22:50:13, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0235, loss_cls: 0.1354, acc: 94.8887, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4047 2022-05-12 17:20:05,730 - mmdet - INFO - Epoch [72][650/3992] lr: 1.000e-06, eta: 2 days, 22:49:49, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0264, loss_cls: 0.1575, acc: 94.5254, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4479 2022-05-12 17:20:30,638 - mmdet - INFO - Epoch [72][700/3992] lr: 1.000e-06, eta: 2 days, 22:49:24, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0292, loss_cls: 0.1562, acc: 94.1328, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4610 2022-05-12 17:20:55,062 - mmdet - INFO - Epoch [72][750/3992] lr: 1.000e-06, eta: 2 days, 22:48:59, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0243, loss_cls: 0.1470, acc: 94.7383, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4273 2022-05-12 17:21:19,990 - mmdet - INFO - Epoch [72][800/3992] lr: 1.000e-06, eta: 2 days, 22:48:34, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0194, loss_cls: 0.1190, acc: 95.5391, loss_bbox: 0.2137, loss_mask: 0.0000, loss: 0.3623 2022-05-12 17:21:45,893 - mmdet - INFO - Epoch [72][850/3992] lr: 1.000e-06, eta: 2 days, 22:48:11, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0292, loss_cls: 0.1641, acc: 93.9883, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4823 2022-05-12 17:22:10,350 - mmdet - INFO - Epoch [72][900/3992] lr: 1.000e-06, eta: 2 days, 22:47:46, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0247, loss_cls: 0.1447, acc: 94.5840, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4268 2022-05-12 17:22:36,492 - mmdet - INFO - Epoch [72][950/3992] lr: 1.000e-06, eta: 2 days, 22:47:24, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0215, loss_cls: 0.1358, acc: 94.9199, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4036 2022-05-12 17:23:01,261 - mmdet - INFO - Epoch [72][1000/3992] lr: 1.000e-06, eta: 2 days, 22:46:59, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0231, loss_cls: 0.1407, acc: 94.9141, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3967 2022-05-12 17:23:25,922 - mmdet - INFO - Epoch [72][1050/3992] lr: 1.000e-06, eta: 2 days, 22:46:34, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0250, loss_cls: 0.1621, acc: 94.1562, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4591 2022-05-12 17:23:51,551 - mmdet - INFO - Epoch [72][1100/3992] lr: 1.000e-06, eta: 2 days, 22:46:11, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0302, loss_cls: 0.1463, acc: 94.7578, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4351 2022-05-12 17:24:16,190 - mmdet - INFO - Epoch [72][1150/3992] lr: 1.000e-06, eta: 2 days, 22:45:46, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0280, loss_cls: 0.1480, acc: 94.4707, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4531 2022-05-12 17:24:40,955 - mmdet - INFO - Epoch [72][1200/3992] lr: 1.000e-06, eta: 2 days, 22:45:21, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0287, loss_cls: 0.1494, acc: 94.2695, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4521 2022-05-12 17:25:05,652 - mmdet - INFO - Epoch [72][1250/3992] lr: 1.000e-06, eta: 2 days, 22:44:56, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0232, loss_cls: 0.1475, acc: 94.5176, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4284 2022-05-12 17:25:30,158 - mmdet - INFO - Epoch [72][1300/3992] lr: 1.000e-06, eta: 2 days, 22:44:30, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0287, loss_cls: 0.1543, acc: 94.3086, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4435 2022-05-12 17:25:55,519 - mmdet - INFO - Epoch [72][1350/3992] lr: 1.000e-06, eta: 2 days, 22:44:07, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0288, loss_cls: 0.1462, acc: 94.4531, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4409 2022-05-12 17:26:21,140 - mmdet - INFO - Epoch [72][1400/3992] lr: 1.000e-06, eta: 2 days, 22:43:43, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0233, loss_cls: 0.1405, acc: 94.7949, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4139 2022-05-12 17:26:46,686 - mmdet - INFO - Epoch [72][1450/3992] lr: 1.000e-06, eta: 2 days, 22:43:20, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0257, loss_cls: 0.1350, acc: 94.7832, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4177 2022-05-12 17:27:13,136 - mmdet - INFO - Epoch [72][1500/3992] lr: 1.000e-06, eta: 2 days, 22:42:58, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0271, loss_cls: 0.1442, acc: 94.7441, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4238 2022-05-12 17:27:38,375 - mmdet - INFO - Epoch [72][1550/3992] lr: 1.000e-06, eta: 2 days, 22:42:34, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0255, loss_cls: 0.1464, acc: 94.5879, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4255 2022-05-12 17:28:02,638 - mmdet - INFO - Epoch [72][1600/3992] lr: 1.000e-06, eta: 2 days, 22:42:08, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0228, loss_cls: 0.1416, acc: 95.0488, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4102 2022-05-12 17:28:26,823 - mmdet - INFO - Epoch [72][1650/3992] lr: 1.000e-06, eta: 2 days, 22:41:43, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0255, loss_cls: 0.1563, acc: 94.3125, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4372 2022-05-12 17:28:51,470 - mmdet - INFO - Epoch [72][1700/3992] lr: 1.000e-06, eta: 2 days, 22:41:18, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0298, loss_cls: 0.1604, acc: 94.0234, loss_bbox: 0.2744, loss_mask: 0.0000, loss: 0.4792 2022-05-12 17:29:17,086 - mmdet - INFO - Epoch [72][1750/3992] lr: 1.000e-06, eta: 2 days, 22:40:54, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0260, loss_cls: 0.1453, acc: 94.5820, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4216 2022-05-12 17:29:42,569 - mmdet - INFO - Epoch [72][1800/3992] lr: 1.000e-06, eta: 2 days, 22:40:31, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0248, loss_cls: 0.1511, acc: 94.6738, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4364 2022-05-12 17:30:06,810 - mmdet - INFO - Epoch [72][1850/3992] lr: 1.000e-06, eta: 2 days, 22:40:05, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0255, loss_cls: 0.1437, acc: 94.4922, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4255 2022-05-12 17:30:33,073 - mmdet - INFO - Epoch [72][1900/3992] lr: 1.000e-06, eta: 2 days, 22:39:43, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0256, loss_cls: 0.1580, acc: 94.2090, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4483 2022-05-12 17:30:58,002 - mmdet - INFO - Epoch [72][1950/3992] lr: 1.000e-06, eta: 2 days, 22:39:18, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0248, loss_cls: 0.1447, acc: 94.6250, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4302 2022-05-12 17:31:23,570 - mmdet - INFO - Epoch [72][2000/3992] lr: 1.000e-06, eta: 2 days, 22:38:55, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0279, loss_cls: 0.1436, acc: 94.5957, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4251 2022-05-12 17:31:48,896 - mmdet - INFO - Epoch [72][2050/3992] lr: 1.000e-06, eta: 2 days, 22:38:31, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0251, loss_cls: 0.1456, acc: 94.4434, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4297 2022-05-12 17:32:14,275 - mmdet - INFO - Epoch [72][2100/3992] lr: 1.000e-06, eta: 2 days, 22:38:07, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0320, loss_cls: 0.1672, acc: 93.9648, loss_bbox: 0.2695, loss_mask: 0.0000, loss: 0.4881 2022-05-12 17:32:39,834 - mmdet - INFO - Epoch [72][2150/3992] lr: 1.000e-06, eta: 2 days, 22:37:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0259, loss_cls: 0.1487, acc: 94.5410, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4319 2022-05-12 17:33:04,918 - mmdet - INFO - Epoch [72][2200/3992] lr: 1.000e-06, eta: 2 days, 22:37:20, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0287, loss_cls: 0.1548, acc: 94.2129, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4424 2022-05-12 17:33:30,308 - mmdet - INFO - Epoch [72][2250/3992] lr: 1.000e-06, eta: 2 days, 22:36:56, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0293, loss_cls: 0.1574, acc: 94.2344, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4528 2022-05-12 17:33:56,172 - mmdet - INFO - Epoch [72][2300/3992] lr: 1.000e-06, eta: 2 days, 22:36:33, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0253, loss_cls: 0.1637, acc: 93.9922, loss_bbox: 0.2715, loss_mask: 0.0000, loss: 0.4744 2022-05-12 17:34:21,906 - mmdet - INFO - Epoch [72][2350/3992] lr: 1.000e-06, eta: 2 days, 22:36:10, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0244, loss_cls: 0.1499, acc: 94.4121, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4360 2022-05-12 17:34:47,086 - mmdet - INFO - Epoch [72][2400/3992] lr: 1.000e-06, eta: 2 days, 22:35:46, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0285, loss_cls: 0.1497, acc: 94.2637, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4406 2022-05-12 17:35:12,704 - mmdet - INFO - Epoch [72][2450/3992] lr: 1.000e-06, eta: 2 days, 22:35:23, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0243, loss_cls: 0.1353, acc: 95.0098, loss_bbox: 0.2152, loss_mask: 0.0000, loss: 0.3891 2022-05-12 17:35:37,354 - mmdet - INFO - Epoch [72][2500/3992] lr: 1.000e-06, eta: 2 days, 22:34:57, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0251, loss_cls: 0.1491, acc: 94.5098, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4302 2022-05-12 17:36:02,116 - mmdet - INFO - Epoch [72][2550/3992] lr: 1.000e-06, eta: 2 days, 22:34:33, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0259, loss_cls: 0.1397, acc: 94.7188, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4179 2022-05-12 17:36:26,638 - mmdet - INFO - Epoch [72][2600/3992] lr: 1.000e-06, eta: 2 days, 22:34:07, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0256, loss_cls: 0.1337, acc: 94.8496, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3934 2022-05-12 17:36:52,293 - mmdet - INFO - Epoch [72][2650/3992] lr: 1.000e-06, eta: 2 days, 22:33:44, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0312, loss_cls: 0.1523, acc: 94.2539, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4576 2022-05-12 17:37:18,164 - mmdet - INFO - Epoch [72][2700/3992] lr: 1.000e-06, eta: 2 days, 22:33:21, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0276, loss_cls: 0.1556, acc: 94.2871, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4458 2022-05-12 17:37:42,955 - mmdet - INFO - Epoch [72][2750/3992] lr: 1.000e-06, eta: 2 days, 22:32:56, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0220, loss_cls: 0.1376, acc: 94.7969, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4025 2022-05-12 17:38:08,468 - mmdet - INFO - Epoch [72][2800/3992] lr: 1.000e-06, eta: 2 days, 22:32:33, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1612, acc: 94.2871, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4524 2022-05-12 17:38:33,975 - mmdet - INFO - Epoch [72][2850/3992] lr: 1.000e-06, eta: 2 days, 22:32:09, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0260, loss_cls: 0.1419, acc: 94.6113, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4282 2022-05-12 17:38:58,616 - mmdet - INFO - Epoch [72][2900/3992] lr: 1.000e-06, eta: 2 days, 22:31:44, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0282, loss_cls: 0.1403, acc: 94.7422, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4421 2022-05-12 17:39:23,969 - mmdet - INFO - Epoch [72][2950/3992] lr: 1.000e-06, eta: 2 days, 22:31:21, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0241, loss_cls: 0.1427, acc: 94.6895, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4239 2022-05-12 17:39:50,208 - mmdet - INFO - Epoch [72][3000/3992] lr: 1.000e-06, eta: 2 days, 22:30:58, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0253, loss_cls: 0.1581, acc: 94.1504, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4428 2022-05-12 17:40:16,572 - mmdet - INFO - Epoch [72][3050/3992] lr: 1.000e-06, eta: 2 days, 22:30:36, time: 0.527, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0312, loss_cls: 0.1669, acc: 93.9121, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4793 2022-05-12 17:40:41,493 - mmdet - INFO - Epoch [72][3100/3992] lr: 1.000e-06, eta: 2 days, 22:30:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0250, loss_cls: 0.1272, acc: 95.2832, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.3926 2022-05-12 17:41:06,410 - mmdet - INFO - Epoch [72][3150/3992] lr: 1.000e-06, eta: 2 days, 22:29:47, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0241, loss_cls: 0.1295, acc: 95.3809, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.3932 2022-05-12 17:41:31,585 - mmdet - INFO - Epoch [72][3200/3992] lr: 1.000e-06, eta: 2 days, 22:29:23, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0237, loss_cls: 0.1495, acc: 94.3184, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4446 2022-05-12 17:41:57,389 - mmdet - INFO - Epoch [72][3250/3992] lr: 1.000e-06, eta: 2 days, 22:29:00, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0257, loss_cls: 0.1482, acc: 94.5000, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4308 2022-05-12 17:42:22,962 - mmdet - INFO - Epoch [72][3300/3992] lr: 1.000e-06, eta: 2 days, 22:28:37, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0237, loss_cls: 0.1368, acc: 94.8398, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4018 2022-05-12 17:42:48,838 - mmdet - INFO - Epoch [72][3350/3992] lr: 1.000e-06, eta: 2 days, 22:28:14, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0083, loss_rpn_bbox: 0.0246, loss_cls: 0.1305, acc: 95.1465, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3838 2022-05-12 17:43:12,795 - mmdet - INFO - Epoch [72][3400/3992] lr: 1.000e-06, eta: 2 days, 22:27:48, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0201, loss_cls: 0.1330, acc: 95.0762, loss_bbox: 0.2230, loss_mask: 0.0000, loss: 0.3875 2022-05-12 17:43:39,020 - mmdet - INFO - Epoch [72][3450/3992] lr: 1.000e-06, eta: 2 days, 22:27:25, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0251, loss_cls: 0.1418, acc: 94.6738, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4355 2022-05-12 17:44:04,142 - mmdet - INFO - Epoch [72][3500/3992] lr: 1.000e-06, eta: 2 days, 22:27:01, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0259, loss_cls: 0.1469, acc: 94.5996, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4201 2022-05-12 17:44:29,421 - mmdet - INFO - Epoch [72][3550/3992] lr: 1.000e-06, eta: 2 days, 22:26:37, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0247, loss_cls: 0.1519, acc: 94.4805, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4419 2022-05-12 17:44:54,026 - mmdet - INFO - Epoch [72][3600/3992] lr: 1.000e-06, eta: 2 days, 22:26:12, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0257, loss_cls: 0.1654, acc: 93.9141, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4603 2022-05-12 17:45:18,784 - mmdet - INFO - Epoch [72][3650/3992] lr: 1.000e-06, eta: 2 days, 22:25:47, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0277, loss_cls: 0.1454, acc: 94.5879, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4234 2022-05-12 17:45:44,928 - mmdet - INFO - Epoch [72][3700/3992] lr: 1.000e-06, eta: 2 days, 22:25:25, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0240, loss_cls: 0.1383, acc: 94.8418, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4111 2022-05-12 17:46:10,286 - mmdet - INFO - Epoch [72][3750/3992] lr: 1.000e-06, eta: 2 days, 22:25:01, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0242, loss_cls: 0.1363, acc: 94.8086, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4093 2022-05-12 17:46:35,276 - mmdet - INFO - Epoch [72][3800/3992] lr: 1.000e-06, eta: 2 days, 22:24:37, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0293, loss_cls: 0.1596, acc: 94.0117, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.4731 2022-05-12 17:47:01,113 - mmdet - INFO - Epoch [72][3850/3992] lr: 1.000e-06, eta: 2 days, 22:24:14, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0284, loss_cls: 0.1434, acc: 94.5723, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4342 2022-05-12 17:47:26,773 - mmdet - INFO - Epoch [72][3900/3992] lr: 1.000e-06, eta: 2 days, 22:23:50, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0253, loss_cls: 0.1452, acc: 94.6992, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4355 2022-05-12 17:47:51,591 - mmdet - INFO - Epoch [72][3950/3992] lr: 1.000e-06, eta: 2 days, 22:23:26, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0267, loss_cls: 0.1519, acc: 94.3965, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4541 2022-05-12 17:48:13,516 - mmdet - INFO - Saving checkpoint at 72 epochs 2022-05-12 17:53:52,448 - mmdet - INFO - Evaluating bbox... 2022-05-12 17:54:08,899 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.003 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 17:54:08,903 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.478 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.352 | cabinet | 0.041 | drawer | 0.057 | | shelf | 0.108 | kitchen_counter | 0.161 | kitchen_cabinet | 0.200 | | cpu | 0.029 | bench | 0.164 | file_cabinet | 0.080 | | whiteboard | 0.149 | lamp | 0.174 | endtable | 0.134 | | bookshelf | 0.223 | coffee_table | 0.201 | dresser | 0.169 | | paper | 0.008 | printer | 0.212 | monitor | 0.221 | | back_pack | 0.073 | night_stand | 0.297 | door | 0.088 | | picture | 0.046 | ottoman | 0.186 | stool | 0.218 | | outlet | 0.000 | towel | 0.072 | tray | 0.014 | | bag | 0.018 | stove | 0.109 | bathtub | 0.418 | | scanner | 0.229 | cubby | 0.017 | mirror | 0.020 | | bottle | 0.005 | rack | 0.018 | cup | 0.075 | | thermos | 0.001 | island | 0.113 | counter | 0.038 | | bowl | 0.052 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.004 | coffee_maker | 0.210 | | cart | 0.103 | tv_stand | 0.105 | poster | 0.000 | | soap_dispenser | 0.012 | toy | nan | chair | 0.340 | | sofa | 0.416 | plant | 0.036 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.525 | tv | 0.256 | | laptop | 0.111 | mouse | 0.036 | basket | 0.000 | | keyboard | 0.084 | telephone | 0.034 | microwave | 0.245 | | oven | 0.018 | paper_towel_dispenser | 0.236 | sink | 0.163 | | fridge | 0.168 | book | 0.010 | clock | 0.082 | | vase | 0.046 | fire_extinguisher | 0.004 | blinds | 0.019 | | podium | 0.187 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:08,906 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.229 | table | 0.461 | desk | 0.205 | | sofa_chair | 0.675 | pillow | 0.140 | box | 0.050 | | garbage_bin | 0.618 | cabinet | 0.081 | drawer | 0.091 | | shelf | 0.223 | kitchen_counter | 0.278 | kitchen_cabinet | 0.323 | | cpu | 0.075 | bench | 0.310 | file_cabinet | 0.113 | | whiteboard | 0.236 | lamp | 0.380 | endtable | 0.249 | | bookshelf | 0.391 | coffee_table | 0.374 | dresser | 0.267 | | paper | 0.024 | printer | 0.370 | monitor | 0.528 | | back_pack | 0.145 | night_stand | 0.526 | door | 0.130 | | picture | 0.082 | ottoman | 0.267 | stool | 0.427 | | outlet | 0.000 | towel | 0.110 | tray | 0.037 | | bag | 0.026 | stove | 0.199 | bathtub | 0.672 | | scanner | 0.313 | cubby | 0.024 | mirror | 0.048 | | bottle | 0.008 | rack | 0.027 | cup | 0.191 | | thermos | 0.002 | island | 0.157 | counter | 0.046 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.347 | | cart | 0.173 | tv_stand | 0.210 | poster | 0.001 | | soap_dispenser | 0.016 | toy | nan | chair | 0.687 | | sofa | 0.611 | plant | 0.091 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.848 | tv | 0.444 | | laptop | 0.241 | mouse | 0.106 | basket | 0.000 | | keyboard | 0.257 | telephone | 0.081 | microwave | 0.470 | | oven | 0.032 | paper_towel_dispenser | 0.392 | sink | 0.473 | | fridge | 0.318 | book | 0.025 | clock | 0.126 | | vase | 0.085 | fire_extinguisher | 0.021 | blinds | 0.049 | | podium | 0.262 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:08,909 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.101 | table | 0.265 | desk | 0.086 | | sofa_chair | 0.556 | pillow | 0.036 | box | 0.009 | | garbage_bin | 0.381 | cabinet | 0.036 | drawer | 0.055 | | shelf | 0.096 | kitchen_counter | 0.148 | kitchen_cabinet | 0.232 | | cpu | 0.006 | bench | 0.151 | file_cabinet | 0.103 | | whiteboard | 0.155 | lamp | 0.140 | endtable | 0.120 | | bookshelf | 0.218 | coffee_table | 0.145 | dresser | 0.188 | | paper | 0.003 | printer | 0.177 | monitor | 0.148 | | back_pack | 0.073 | night_stand | 0.291 | door | 0.115 | | picture | 0.049 | ottoman | 0.227 | stool | 0.216 | | outlet | 0.000 | towel | 0.086 | tray | 0.014 | | bag | 0.021 | stove | 0.109 | bathtub | 0.412 | | scanner | 0.221 | cubby | 0.022 | mirror | 0.011 | | bottle | 0.007 | rack | 0.023 | cup | 0.042 | | thermos | 0.000 | island | 0.129 | counter | 0.042 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.101 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.301 | | sofa | 0.475 | plant | 0.013 | bed | 0.712 | | dining_table | 0.006 | toilet | 0.527 | tv | 0.275 | | laptop | 0.091 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.011 | microwave | 0.244 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.067 | | fridge | 0.149 | book | 0.005 | clock | 0.111 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.010 | | podium | 0.234 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:08,909 - mmdet - INFO - Evaluating segm... 2022-05-12 17:54:26,962 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 17:54:26,967 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:26,970 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:26,973 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 17:54:27,294 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 17:54:27,294 - mmdet - INFO - Epoch(val) [72][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0030, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.223 0.123 0.003 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 17:54:54,938 - mmdet - INFO - Epoch [73][50/3992] lr: 1.000e-06, eta: 2 days, 22:22:08, time: 0.553, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0277, loss_cls: 0.1565, acc: 94.3906, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4514 2022-05-12 17:55:19,872 - mmdet - INFO - Epoch [73][100/3992] lr: 1.000e-06, eta: 2 days, 22:21:44, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0236, loss_cls: 0.1367, acc: 94.8359, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4010 2022-05-12 17:55:44,075 - mmdet - INFO - Epoch [73][150/3992] lr: 1.000e-06, eta: 2 days, 22:21:18, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0249, loss_cls: 0.1511, acc: 94.6230, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4196 2022-05-12 17:56:08,657 - mmdet - INFO - Epoch [73][200/3992] lr: 1.000e-06, eta: 2 days, 22:20:53, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0282, loss_cls: 0.1650, acc: 93.9258, loss_bbox: 0.2729, loss_mask: 0.0000, loss: 0.4827 2022-05-12 17:56:33,601 - mmdet - INFO - Epoch [73][250/3992] lr: 1.000e-06, eta: 2 days, 22:20:28, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0241, loss_cls: 0.1395, acc: 94.6602, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4174 2022-05-12 17:56:59,170 - mmdet - INFO - Epoch [73][300/3992] lr: 1.000e-06, eta: 2 days, 22:20:05, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0239, loss_cls: 0.1441, acc: 94.5898, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4374 2022-05-12 17:57:24,729 - mmdet - INFO - Epoch [73][350/3992] lr: 1.000e-06, eta: 2 days, 22:19:41, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0301, loss_cls: 0.1768, acc: 93.3652, loss_bbox: 0.2925, loss_mask: 0.0000, loss: 0.5151 2022-05-12 17:57:49,658 - mmdet - INFO - Epoch [73][400/3992] lr: 1.000e-06, eta: 2 days, 22:19:17, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0254, loss_cls: 0.1359, acc: 95.0586, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4108 2022-05-12 17:58:14,235 - mmdet - INFO - Epoch [73][450/3992] lr: 1.000e-06, eta: 2 days, 22:18:51, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0236, loss_cls: 0.1406, acc: 94.9414, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4042 2022-05-12 17:58:39,301 - mmdet - INFO - Epoch [73][500/3992] lr: 1.000e-06, eta: 2 days, 22:18:27, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0247, loss_cls: 0.1600, acc: 94.3125, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4501 2022-05-12 17:59:04,896 - mmdet - INFO - Epoch [73][550/3992] lr: 1.000e-06, eta: 2 days, 22:18:04, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0250, loss_cls: 0.1534, acc: 94.2227, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4508 2022-05-12 17:59:30,093 - mmdet - INFO - Epoch [73][600/3992] lr: 1.000e-06, eta: 2 days, 22:17:40, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0233, loss_cls: 0.1497, acc: 94.6602, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4145 2022-05-12 17:59:55,242 - mmdet - INFO - Epoch [73][650/3992] lr: 1.000e-06, eta: 2 days, 22:17:16, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0238, loss_cls: 0.1373, acc: 94.9082, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4108 2022-05-12 18:00:18,952 - mmdet - INFO - Epoch [73][700/3992] lr: 1.000e-06, eta: 2 days, 22:16:49, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0245, loss_cls: 0.1579, acc: 94.0723, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4504 2022-05-12 18:00:44,834 - mmdet - INFO - Epoch [73][750/3992] lr: 1.000e-06, eta: 2 days, 22:16:26, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0273, loss_cls: 0.1428, acc: 94.6543, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4292 2022-05-12 18:01:10,391 - mmdet - INFO - Epoch [73][800/3992] lr: 1.000e-06, eta: 2 days, 22:16:03, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0236, loss_cls: 0.1362, acc: 94.8262, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4124 2022-05-12 18:01:35,083 - mmdet - INFO - Epoch [73][850/3992] lr: 1.000e-06, eta: 2 days, 22:15:38, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0263, loss_cls: 0.1409, acc: 94.6113, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4222 2022-05-12 18:02:00,091 - mmdet - INFO - Epoch [73][900/3992] lr: 1.000e-06, eta: 2 days, 22:15:13, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0240, loss_cls: 0.1458, acc: 94.3223, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4388 2022-05-12 18:02:24,310 - mmdet - INFO - Epoch [73][950/3992] lr: 1.000e-06, eta: 2 days, 22:14:47, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0214, loss_cls: 0.1480, acc: 94.7676, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4092 2022-05-12 18:02:49,486 - mmdet - INFO - Epoch [73][1000/3992] lr: 1.000e-06, eta: 2 days, 22:14:23, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0304, loss_cls: 0.1633, acc: 93.8457, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4733 2022-05-12 18:03:14,863 - mmdet - INFO - Epoch [73][1050/3992] lr: 1.000e-06, eta: 2 days, 22:14:00, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0234, loss_cls: 0.1494, acc: 94.3359, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4400 2022-05-12 18:03:39,484 - mmdet - INFO - Epoch [73][1100/3992] lr: 1.000e-06, eta: 2 days, 22:13:34, time: 0.492, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0216, loss_cls: 0.1345, acc: 95.0898, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3912 2022-05-12 18:04:03,391 - mmdet - INFO - Epoch [73][1150/3992] lr: 1.000e-06, eta: 2 days, 22:13:08, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0236, loss_cls: 0.1317, acc: 95.1777, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3866 2022-05-12 18:04:28,643 - mmdet - INFO - Epoch [73][1200/3992] lr: 1.000e-06, eta: 2 days, 22:12:44, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0255, loss_cls: 0.1387, acc: 95.0273, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.4074 2022-05-12 18:04:53,045 - mmdet - INFO - Epoch [73][1250/3992] lr: 1.000e-06, eta: 2 days, 22:12:19, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0276, loss_cls: 0.1631, acc: 94.0547, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4713 2022-05-12 18:05:18,552 - mmdet - INFO - Epoch [73][1300/3992] lr: 1.000e-06, eta: 2 days, 22:11:55, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0265, loss_cls: 0.1506, acc: 94.4121, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4424 2022-05-12 18:05:43,027 - mmdet - INFO - Epoch [73][1350/3992] lr: 1.000e-06, eta: 2 days, 22:11:30, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0253, loss_cls: 0.1277, acc: 95.2578, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4021 2022-05-12 18:06:08,174 - mmdet - INFO - Epoch [73][1400/3992] lr: 1.000e-06, eta: 2 days, 22:11:06, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0275, loss_cls: 0.1540, acc: 94.2168, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4293 2022-05-12 18:06:33,872 - mmdet - INFO - Epoch [73][1450/3992] lr: 1.000e-06, eta: 2 days, 22:10:42, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0291, loss_cls: 0.1608, acc: 93.9863, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4683 2022-05-12 18:06:59,224 - mmdet - INFO - Epoch [73][1500/3992] lr: 1.000e-06, eta: 2 days, 22:10:19, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0227, loss_cls: 0.1400, acc: 94.7969, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4016 2022-05-12 18:07:24,697 - mmdet - INFO - Epoch [73][1550/3992] lr: 1.000e-06, eta: 2 days, 22:09:55, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0302, loss_cls: 0.1413, acc: 94.6992, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4179 2022-05-12 18:07:48,803 - mmdet - INFO - Epoch [73][1600/3992] lr: 1.000e-06, eta: 2 days, 22:09:29, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0261, loss_cls: 0.1473, acc: 94.4336, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4393 2022-05-12 18:08:14,363 - mmdet - INFO - Epoch [73][1650/3992] lr: 1.000e-06, eta: 2 days, 22:09:06, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0280, loss_cls: 0.1452, acc: 94.5918, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4345 2022-05-12 18:08:39,823 - mmdet - INFO - Epoch [73][1700/3992] lr: 1.000e-06, eta: 2 days, 22:08:42, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0268, loss_cls: 0.1554, acc: 94.3301, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4526 2022-05-12 18:09:05,214 - mmdet - INFO - Epoch [73][1750/3992] lr: 1.000e-06, eta: 2 days, 22:08:18, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0267, loss_cls: 0.1411, acc: 94.5098, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4226 2022-05-12 18:09:30,194 - mmdet - INFO - Epoch [73][1800/3992] lr: 1.000e-06, eta: 2 days, 22:07:54, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0261, loss_cls: 0.1398, acc: 94.7695, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4173 2022-05-12 18:09:55,160 - mmdet - INFO - Epoch [73][1850/3992] lr: 1.000e-06, eta: 2 days, 22:07:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0238, loss_cls: 0.1402, acc: 94.8418, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4150 2022-05-12 18:10:19,899 - mmdet - INFO - Epoch [73][1900/3992] lr: 1.000e-06, eta: 2 days, 22:07:04, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0253, loss_cls: 0.1476, acc: 94.5859, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4385 2022-05-12 18:10:44,387 - mmdet - INFO - Epoch [73][1950/3992] lr: 1.000e-06, eta: 2 days, 22:06:39, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0301, loss_cls: 0.1603, acc: 94.1738, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4654 2022-05-12 18:11:09,936 - mmdet - INFO - Epoch [73][2000/3992] lr: 1.000e-06, eta: 2 days, 22:06:16, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0284, loss_cls: 0.1588, acc: 94.1836, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4616 2022-05-12 18:11:36,179 - mmdet - INFO - Epoch [73][2050/3992] lr: 1.000e-06, eta: 2 days, 22:05:53, time: 0.525, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0222, loss_cls: 0.1411, acc: 94.9648, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4078 2022-05-12 18:12:00,999 - mmdet - INFO - Epoch [73][2100/3992] lr: 1.000e-06, eta: 2 days, 22:05:29, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0290, loss_cls: 0.1497, acc: 94.5684, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4433 2022-05-12 18:12:25,586 - mmdet - INFO - Epoch [73][2150/3992] lr: 1.000e-06, eta: 2 days, 22:05:03, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0302, loss_cls: 0.1559, acc: 94.2441, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4491 2022-05-12 18:12:50,437 - mmdet - INFO - Epoch [73][2200/3992] lr: 1.000e-06, eta: 2 days, 22:04:39, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0269, loss_cls: 0.1522, acc: 94.3066, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4514 2022-05-12 18:13:14,536 - mmdet - INFO - Epoch [73][2250/3992] lr: 1.000e-06, eta: 2 days, 22:04:13, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0253, loss_cls: 0.1361, acc: 95.0352, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4029 2022-05-12 18:13:39,510 - mmdet - INFO - Epoch [73][2300/3992] lr: 1.000e-06, eta: 2 days, 22:03:48, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0232, loss_cls: 0.1364, acc: 94.8496, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4143 2022-05-12 18:14:04,079 - mmdet - INFO - Epoch [73][2350/3992] lr: 1.000e-06, eta: 2 days, 22:03:23, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0240, loss_cls: 0.1365, acc: 94.6074, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4119 2022-05-12 18:14:27,804 - mmdet - INFO - Epoch [73][2400/3992] lr: 1.000e-06, eta: 2 days, 22:02:56, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0257, loss_cls: 0.1529, acc: 94.5391, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4435 2022-05-12 18:14:52,656 - mmdet - INFO - Epoch [73][2450/3992] lr: 1.000e-06, eta: 2 days, 22:02:32, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0248, loss_cls: 0.1352, acc: 94.8965, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4045 2022-05-12 18:15:17,604 - mmdet - INFO - Epoch [73][2500/3992] lr: 1.000e-06, eta: 2 days, 22:02:07, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0243, loss_cls: 0.1411, acc: 94.7070, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4248 2022-05-12 18:15:43,545 - mmdet - INFO - Epoch [73][2550/3992] lr: 1.000e-06, eta: 2 days, 22:01:44, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0248, loss_cls: 0.1519, acc: 94.7852, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4275 2022-05-12 18:16:08,005 - mmdet - INFO - Epoch [73][2600/3992] lr: 1.000e-06, eta: 2 days, 22:01:19, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0278, loss_cls: 0.1617, acc: 93.9473, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4613 2022-05-12 18:16:33,345 - mmdet - INFO - Epoch [73][2650/3992] lr: 1.000e-06, eta: 2 days, 22:00:55, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0288, loss_cls: 0.1497, acc: 94.1953, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4562 2022-05-12 18:16:59,441 - mmdet - INFO - Epoch [73][2700/3992] lr: 1.000e-06, eta: 2 days, 22:00:33, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0236, loss_cls: 0.1487, acc: 94.5000, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4215 2022-05-12 18:17:24,112 - mmdet - INFO - Epoch [73][2750/3992] lr: 1.000e-06, eta: 2 days, 22:00:08, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0270, loss_cls: 0.1470, acc: 94.4648, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4389 2022-05-12 18:17:48,723 - mmdet - INFO - Epoch [73][2800/3992] lr: 1.000e-06, eta: 2 days, 21:59:43, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0281, loss_cls: 0.1538, acc: 94.1738, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4628 2022-05-12 18:18:13,596 - mmdet - INFO - Epoch [73][2850/3992] lr: 1.000e-06, eta: 2 days, 21:59:18, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0270, loss_cls: 0.1502, acc: 94.2793, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4448 2022-05-12 18:18:38,666 - mmdet - INFO - Epoch [73][2900/3992] lr: 1.000e-06, eta: 2 days, 21:58:54, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0259, loss_cls: 0.1409, acc: 94.9316, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4212 2022-05-12 18:19:03,609 - mmdet - INFO - Epoch [73][2950/3992] lr: 1.000e-06, eta: 2 days, 21:58:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0237, loss_cls: 0.1376, acc: 95.0723, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4087 2022-05-12 18:19:28,639 - mmdet - INFO - Epoch [73][3000/3992] lr: 1.000e-06, eta: 2 days, 21:58:05, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0255, loss_cls: 0.1580, acc: 94.2188, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4421 2022-05-12 18:19:54,241 - mmdet - INFO - Epoch [73][3050/3992] lr: 1.000e-06, eta: 2 days, 21:57:41, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0229, loss_cls: 0.1355, acc: 94.9258, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4033 2022-05-12 18:20:19,373 - mmdet - INFO - Epoch [73][3100/3992] lr: 1.000e-06, eta: 2 days, 21:57:17, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0239, loss_cls: 0.1429, acc: 94.7480, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4189 2022-05-12 18:20:44,515 - mmdet - INFO - Epoch [73][3150/3992] lr: 1.000e-06, eta: 2 days, 21:56:53, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0243, loss_cls: 0.1340, acc: 94.9844, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4038 2022-05-12 18:21:09,804 - mmdet - INFO - Epoch [73][3200/3992] lr: 1.000e-06, eta: 2 days, 21:56:29, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0285, loss_cls: 0.1473, acc: 94.5371, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4409 2022-05-12 18:21:35,285 - mmdet - INFO - Epoch [73][3250/3992] lr: 1.000e-06, eta: 2 days, 21:56:05, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0252, loss_cls: 0.1560, acc: 94.2188, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4486 2022-05-12 18:22:01,410 - mmdet - INFO - Epoch [73][3300/3992] lr: 1.000e-06, eta: 2 days, 21:55:43, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0242, loss_cls: 0.1383, acc: 94.7090, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4175 2022-05-12 18:22:26,617 - mmdet - INFO - Epoch [73][3350/3992] lr: 1.000e-06, eta: 2 days, 21:55:19, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0288, loss_cls: 0.1634, acc: 93.9980, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4727 2022-05-12 18:22:51,538 - mmdet - INFO - Epoch [73][3400/3992] lr: 1.000e-06, eta: 2 days, 21:54:54, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0243, loss_cls: 0.1446, acc: 94.5938, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4162 2022-05-12 18:23:17,532 - mmdet - INFO - Epoch [73][3450/3992] lr: 1.000e-06, eta: 2 days, 21:54:32, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0329, loss_cls: 0.1607, acc: 93.9219, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4714 2022-05-12 18:23:42,049 - mmdet - INFO - Epoch [73][3500/3992] lr: 1.000e-06, eta: 2 days, 21:54:06, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0246, loss_cls: 0.1463, acc: 94.5527, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4351 2022-05-12 18:24:07,212 - mmdet - INFO - Epoch [73][3550/3992] lr: 1.000e-06, eta: 2 days, 21:53:42, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0270, loss_cls: 0.1442, acc: 94.4688, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4310 2022-05-12 18:24:32,307 - mmdet - INFO - Epoch [73][3600/3992] lr: 1.000e-06, eta: 2 days, 21:53:18, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0245, loss_cls: 0.1402, acc: 95.0039, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4066 2022-05-12 18:24:57,055 - mmdet - INFO - Epoch [73][3650/3992] lr: 1.000e-06, eta: 2 days, 21:52:53, time: 0.495, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1399, acc: 94.9082, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4080 2022-05-12 18:25:22,243 - mmdet - INFO - Epoch [73][3700/3992] lr: 1.000e-06, eta: 2 days, 21:52:29, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0260, loss_cls: 0.1543, acc: 94.4883, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4397 2022-05-12 18:25:47,450 - mmdet - INFO - Epoch [73][3750/3992] lr: 1.000e-06, eta: 2 days, 21:52:05, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0253, loss_cls: 0.1581, acc: 94.4688, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4591 2022-05-12 18:26:13,096 - mmdet - INFO - Epoch [73][3800/3992] lr: 1.000e-06, eta: 2 days, 21:51:42, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0266, loss_cls: 0.1426, acc: 94.6094, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4301 2022-05-12 18:26:37,634 - mmdet - INFO - Epoch [73][3850/3992] lr: 1.000e-06, eta: 2 days, 21:51:16, time: 0.491, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0272, loss_cls: 0.1508, acc: 94.4199, loss_bbox: 0.2634, loss_mask: 0.0000, loss: 0.4550 2022-05-12 18:27:02,873 - mmdet - INFO - Epoch [73][3900/3992] lr: 1.000e-06, eta: 2 days, 21:50:52, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0229, loss_cls: 0.1408, acc: 94.9043, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4068 2022-05-12 18:27:27,729 - mmdet - INFO - Epoch [73][3950/3992] lr: 1.000e-06, eta: 2 days, 21:50:28, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0264, loss_cls: 0.1599, acc: 94.1289, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4638 2022-05-12 18:27:49,477 - mmdet - INFO - Saving checkpoint at 73 epochs 2022-05-12 18:33:28,763 - mmdet - INFO - Evaluating bbox... 2022-05-12 18:33:45,399 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-12 18:33:45,403 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.021 | | garbage_bin | 0.354 | cabinet | 0.041 | drawer | 0.056 | | shelf | 0.108 | kitchen_counter | 0.163 | kitchen_cabinet | 0.202 | | cpu | 0.030 | bench | 0.165 | file_cabinet | 0.083 | | whiteboard | 0.146 | lamp | 0.174 | endtable | 0.135 | | bookshelf | 0.232 | coffee_table | 0.196 | dresser | 0.177 | | paper | 0.009 | printer | 0.208 | monitor | 0.222 | | back_pack | 0.069 | night_stand | 0.298 | door | 0.088 | | picture | 0.047 | ottoman | 0.193 | stool | 0.223 | | outlet | 0.000 | towel | 0.077 | tray | 0.014 | | bag | 0.016 | stove | 0.104 | bathtub | 0.425 | | scanner | 0.196 | cubby | 0.019 | mirror | 0.022 | | bottle | 0.004 | rack | 0.016 | cup | 0.075 | | thermos | 0.001 | island | 0.105 | counter | 0.037 | | bowl | 0.060 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.004 | coffee_maker | 0.192 | | cart | 0.108 | tv_stand | 0.097 | poster | 0.000 | | soap_dispenser | 0.014 | toy | nan | chair | 0.339 | | sofa | 0.416 | plant | 0.036 | bed | 0.602 | | dining_table | 0.005 | toilet | 0.529 | tv | 0.258 | | laptop | 0.110 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.031 | microwave | 0.247 | | oven | 0.017 | paper_towel_dispenser | 0.236 | sink | 0.165 | | fridge | 0.162 | book | 0.009 | clock | 0.080 | | vase | 0.047 | fire_extinguisher | 0.006 | blinds | 0.018 | | podium | 0.193 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:33:45,407 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.229 | table | 0.462 | desk | 0.201 | | sofa_chair | 0.675 | pillow | 0.143 | box | 0.052 | | garbage_bin | 0.618 | cabinet | 0.084 | drawer | 0.088 | | shelf | 0.229 | kitchen_counter | 0.279 | kitchen_cabinet | 0.331 | | cpu | 0.077 | bench | 0.305 | file_cabinet | 0.120 | | whiteboard | 0.231 | lamp | 0.378 | endtable | 0.252 | | bookshelf | 0.409 | coffee_table | 0.366 | dresser | 0.274 | | paper | 0.027 | printer | 0.365 | monitor | 0.521 | | back_pack | 0.138 | night_stand | 0.518 | door | 0.127 | | picture | 0.082 | ottoman | 0.277 | stool | 0.428 | | outlet | 0.000 | towel | 0.113 | tray | 0.039 | | bag | 0.026 | stove | 0.199 | bathtub | 0.671 | | scanner | 0.312 | cubby | 0.030 | mirror | 0.053 | | bottle | 0.006 | rack | 0.025 | cup | 0.189 | | thermos | 0.002 | island | 0.150 | counter | 0.045 | | bowl | 0.094 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.301 | | cart | 0.165 | tv_stand | 0.174 | poster | 0.002 | | soap_dispenser | 0.027 | toy | nan | chair | 0.684 | | sofa | 0.612 | plant | 0.090 | bed | 0.877 | | dining_table | 0.008 | toilet | 0.848 | tv | 0.452 | | laptop | 0.236 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.246 | telephone | 0.073 | microwave | 0.465 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.483 | | fridge | 0.300 | book | 0.022 | clock | 0.124 | | vase | 0.087 | fire_extinguisher | 0.029 | blinds | 0.047 | | podium | 0.266 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:33:45,410 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.102 | table | 0.267 | desk | 0.085 | | sofa_chair | 0.562 | pillow | 0.036 | box | 0.011 | | garbage_bin | 0.387 | cabinet | 0.036 | drawer | 0.056 | | shelf | 0.098 | kitchen_counter | 0.152 | kitchen_cabinet | 0.241 | | cpu | 0.004 | bench | 0.150 | file_cabinet | 0.105 | | whiteboard | 0.150 | lamp | 0.135 | endtable | 0.114 | | bookshelf | 0.236 | coffee_table | 0.149 | dresser | 0.196 | | paper | 0.002 | printer | 0.167 | monitor | 0.145 | | back_pack | 0.067 | night_stand | 0.301 | door | 0.111 | | picture | 0.049 | ottoman | 0.236 | stool | 0.209 | | outlet | 0.000 | towel | 0.090 | tray | 0.014 | | bag | 0.020 | stove | 0.079 | bathtub | 0.409 | | scanner | 0.183 | cubby | 0.013 | mirror | 0.012 | | bottle | 0.005 | rack | 0.019 | cup | 0.039 | | thermos | 0.000 | island | 0.123 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.159 | | cart | 0.107 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.301 | | sofa | 0.477 | plant | 0.020 | bed | 0.701 | | dining_table | 0.006 | toilet | 0.572 | tv | 0.276 | | laptop | 0.092 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.018 | microwave | 0.232 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.056 | | fridge | 0.130 | book | 0.006 | clock | 0.109 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.009 | | podium | 0.266 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:33:45,410 - mmdet - INFO - Evaluating segm... 2022-05-12 18:34:04,034 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 18:34:04,038 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:34:04,042 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:34:04,046 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 18:34:04,372 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 18:34:04,372 - mmdet - INFO - Epoch(val) [73][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.222 0.122 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 18:34:31,140 - mmdet - INFO - Epoch [74][50/3992] lr: 1.000e-06, eta: 2 days, 21:49:09, time: 0.535, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0230, loss_cls: 0.1346, acc: 94.9609, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4043 2022-05-12 18:34:55,728 - mmdet - INFO - Epoch [74][100/3992] lr: 1.000e-06, eta: 2 days, 21:48:44, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0214, loss_cls: 0.1303, acc: 94.9883, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3830 2022-05-12 18:35:20,430 - mmdet - INFO - Epoch [74][150/3992] lr: 1.000e-06, eta: 2 days, 21:48:19, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0265, loss_cls: 0.1500, acc: 94.4746, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4281 2022-05-12 18:35:45,073 - mmdet - INFO - Epoch [74][200/3992] lr: 1.000e-06, eta: 2 days, 21:47:54, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0237, loss_cls: 0.1310, acc: 95.1074, loss_bbox: 0.2203, loss_mask: 0.0000, loss: 0.3885 2022-05-12 18:36:10,719 - mmdet - INFO - Epoch [74][250/3992] lr: 1.000e-06, eta: 2 days, 21:47:31, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0259, loss_cls: 0.1414, acc: 94.6035, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4193 2022-05-12 18:36:35,134 - mmdet - INFO - Epoch [74][300/3992] lr: 1.000e-06, eta: 2 days, 21:47:05, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0295, loss_cls: 0.1613, acc: 94.0059, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4774 2022-05-12 18:36:59,660 - mmdet - INFO - Epoch [74][350/3992] lr: 1.000e-06, eta: 2 days, 21:46:40, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0255, loss_cls: 0.1578, acc: 94.0078, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4625 2022-05-12 18:37:23,888 - mmdet - INFO - Epoch [74][400/3992] lr: 1.000e-06, eta: 2 days, 21:46:14, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0303, loss_cls: 0.1666, acc: 93.9414, loss_bbox: 0.2706, loss_mask: 0.0000, loss: 0.4838 2022-05-12 18:37:48,171 - mmdet - INFO - Epoch [74][450/3992] lr: 1.000e-06, eta: 2 days, 21:45:49, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0276, loss_cls: 0.1452, acc: 94.6328, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4349 2022-05-12 18:38:13,097 - mmdet - INFO - Epoch [74][500/3992] lr: 1.000e-06, eta: 2 days, 21:45:24, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0241, loss_cls: 0.1312, acc: 95.1836, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3897 2022-05-12 18:38:38,670 - mmdet - INFO - Epoch [74][550/3992] lr: 1.000e-06, eta: 2 days, 21:45:01, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0259, loss_cls: 0.1517, acc: 94.4727, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4315 2022-05-12 18:39:04,116 - mmdet - INFO - Epoch [74][600/3992] lr: 1.000e-06, eta: 2 days, 21:44:37, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0239, loss_cls: 0.1541, acc: 94.2305, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4368 2022-05-12 18:39:30,056 - mmdet - INFO - Epoch [74][650/3992] lr: 1.000e-06, eta: 2 days, 21:44:14, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0255, loss_cls: 0.1510, acc: 94.6055, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4280 2022-05-12 18:39:55,547 - mmdet - INFO - Epoch [74][700/3992] lr: 1.000e-06, eta: 2 days, 21:43:51, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0301, loss_cls: 0.1644, acc: 93.9824, loss_bbox: 0.2738, loss_mask: 0.0000, loss: 0.4839 2022-05-12 18:40:19,923 - mmdet - INFO - Epoch [74][750/3992] lr: 1.000e-06, eta: 2 days, 21:43:25, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0250, loss_cls: 0.1475, acc: 94.5137, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4327 2022-05-12 18:40:44,466 - mmdet - INFO - Epoch [74][800/3992] lr: 1.000e-06, eta: 2 days, 21:43:00, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0318, loss_cls: 0.1613, acc: 93.9297, loss_bbox: 0.2775, loss_mask: 0.0000, loss: 0.4855 2022-05-12 18:41:08,778 - mmdet - INFO - Epoch [74][850/3992] lr: 1.000e-06, eta: 2 days, 21:42:34, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0356, loss_cls: 0.1673, acc: 93.8066, loss_bbox: 0.2767, loss_mask: 0.0000, loss: 0.4992 2022-05-12 18:41:33,529 - mmdet - INFO - Epoch [74][900/3992] lr: 1.000e-06, eta: 2 days, 21:42:09, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0259, loss_cls: 0.1468, acc: 94.4258, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4485 2022-05-12 18:41:59,428 - mmdet - INFO - Epoch [74][950/3992] lr: 1.000e-06, eta: 2 days, 21:41:46, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0241, loss_cls: 0.1440, acc: 94.8711, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4134 2022-05-12 18:42:24,454 - mmdet - INFO - Epoch [74][1000/3992] lr: 1.000e-06, eta: 2 days, 21:41:22, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0248, loss_cls: 0.1394, acc: 94.9785, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4107 2022-05-12 18:42:49,423 - mmdet - INFO - Epoch [74][1050/3992] lr: 1.000e-06, eta: 2 days, 21:40:58, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0221, loss_cls: 0.1398, acc: 94.7441, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4145 2022-05-12 18:43:14,612 - mmdet - INFO - Epoch [74][1100/3992] lr: 1.000e-06, eta: 2 days, 21:40:33, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0305, loss_cls: 0.1623, acc: 94.0234, loss_bbox: 0.2700, loss_mask: 0.0000, loss: 0.4801 2022-05-12 18:43:39,961 - mmdet - INFO - Epoch [74][1150/3992] lr: 1.000e-06, eta: 2 days, 21:40:10, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0281, loss_cls: 0.1604, acc: 94.0566, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4642 2022-05-12 18:44:04,574 - mmdet - INFO - Epoch [74][1200/3992] lr: 1.000e-06, eta: 2 days, 21:39:45, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0260, loss_cls: 0.1579, acc: 94.3672, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4332 2022-05-12 18:44:30,107 - mmdet - INFO - Epoch [74][1250/3992] lr: 1.000e-06, eta: 2 days, 21:39:21, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0211, loss_rpn_bbox: 0.0281, loss_cls: 0.1509, acc: 94.1777, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4520 2022-05-12 18:44:54,504 - mmdet - INFO - Epoch [74][1300/3992] lr: 1.000e-06, eta: 2 days, 21:38:56, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0244, loss_cls: 0.1386, acc: 95.0547, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4030 2022-05-12 18:45:20,860 - mmdet - INFO - Epoch [74][1350/3992] lr: 1.000e-06, eta: 2 days, 21:38:33, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0300, loss_cls: 0.1553, acc: 94.0898, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4601 2022-05-12 18:45:45,960 - mmdet - INFO - Epoch [74][1400/3992] lr: 1.000e-06, eta: 2 days, 21:38:09, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0228, loss_cls: 0.1365, acc: 95.0996, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3939 2022-05-12 18:46:11,399 - mmdet - INFO - Epoch [74][1450/3992] lr: 1.000e-06, eta: 2 days, 21:37:45, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0300, loss_cls: 0.1575, acc: 94.1875, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4662 2022-05-12 18:46:36,717 - mmdet - INFO - Epoch [74][1500/3992] lr: 1.000e-06, eta: 2 days, 21:37:22, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0294, loss_cls: 0.1516, acc: 94.2051, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4486 2022-05-12 18:47:01,814 - mmdet - INFO - Epoch [74][1550/3992] lr: 1.000e-06, eta: 2 days, 21:36:57, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0209, loss_cls: 0.1290, acc: 95.2891, loss_bbox: 0.2168, loss_mask: 0.0000, loss: 0.3815 2022-05-12 18:47:26,741 - mmdet - INFO - Epoch [74][1600/3992] lr: 1.000e-06, eta: 2 days, 21:36:33, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0245, loss_cls: 0.1435, acc: 95.0117, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.4111 2022-05-12 18:47:52,023 - mmdet - INFO - Epoch [74][1650/3992] lr: 1.000e-06, eta: 2 days, 21:36:09, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0252, loss_cls: 0.1419, acc: 94.7578, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4098 2022-05-12 18:48:16,875 - mmdet - INFO - Epoch [74][1700/3992] lr: 1.000e-06, eta: 2 days, 21:35:44, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0243, loss_cls: 0.1315, acc: 94.9219, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4057 2022-05-12 18:48:42,212 - mmdet - INFO - Epoch [74][1750/3992] lr: 1.000e-06, eta: 2 days, 21:35:20, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0298, loss_cls: 0.1509, acc: 94.5293, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4476 2022-05-12 18:49:06,583 - mmdet - INFO - Epoch [74][1800/3992] lr: 1.000e-06, eta: 2 days, 21:34:55, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0271, loss_cls: 0.1464, acc: 94.5645, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4375 2022-05-12 18:49:31,517 - mmdet - INFO - Epoch [74][1850/3992] lr: 1.000e-06, eta: 2 days, 21:34:30, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0230, loss_cls: 0.1356, acc: 94.8867, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4011 2022-05-12 18:49:55,955 - mmdet - INFO - Epoch [74][1900/3992] lr: 1.000e-06, eta: 2 days, 21:34:05, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0267, loss_cls: 0.1520, acc: 94.4395, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4432 2022-05-12 18:50:21,675 - mmdet - INFO - Epoch [74][1950/3992] lr: 1.000e-06, eta: 2 days, 21:33:42, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0290, loss_cls: 0.1592, acc: 94.1309, loss_bbox: 0.2745, loss_mask: 0.0000, loss: 0.4805 2022-05-12 18:50:45,572 - mmdet - INFO - Epoch [74][2000/3992] lr: 1.000e-06, eta: 2 days, 21:33:15, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0230, loss_cls: 0.1383, acc: 94.6562, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4043 2022-05-12 18:51:10,938 - mmdet - INFO - Epoch [74][2050/3992] lr: 1.000e-06, eta: 2 days, 21:32:51, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0246, loss_cls: 0.1460, acc: 94.7129, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4216 2022-05-12 18:51:35,970 - mmdet - INFO - Epoch [74][2100/3992] lr: 1.000e-06, eta: 2 days, 21:32:27, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0239, loss_cls: 0.1418, acc: 94.6777, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4234 2022-05-12 18:52:01,856 - mmdet - INFO - Epoch [74][2150/3992] lr: 1.000e-06, eta: 2 days, 21:32:04, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0223, loss_cls: 0.1335, acc: 95.0547, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.3976 2022-05-12 18:52:26,156 - mmdet - INFO - Epoch [74][2200/3992] lr: 1.000e-06, eta: 2 days, 21:31:39, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0260, loss_cls: 0.1653, acc: 94.0957, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4579 2022-05-12 18:52:50,808 - mmdet - INFO - Epoch [74][2250/3992] lr: 1.000e-06, eta: 2 days, 21:31:14, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0257, loss_cls: 0.1557, acc: 94.4062, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4464 2022-05-12 18:53:16,138 - mmdet - INFO - Epoch [74][2300/3992] lr: 1.000e-06, eta: 2 days, 21:30:50, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0257, loss_cls: 0.1551, acc: 94.1836, loss_bbox: 0.2758, loss_mask: 0.0000, loss: 0.4672 2022-05-12 18:53:41,445 - mmdet - INFO - Epoch [74][2350/3992] lr: 1.000e-06, eta: 2 days, 21:30:26, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0279, loss_cls: 0.1514, acc: 94.5430, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4463 2022-05-12 18:54:06,298 - mmdet - INFO - Epoch [74][2400/3992] lr: 1.000e-06, eta: 2 days, 21:30:01, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0262, loss_cls: 0.1448, acc: 94.4629, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4344 2022-05-12 18:54:31,416 - mmdet - INFO - Epoch [74][2450/3992] lr: 1.000e-06, eta: 2 days, 21:29:37, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0185, loss_cls: 0.1233, acc: 95.2598, loss_bbox: 0.2186, loss_mask: 0.0000, loss: 0.3703 2022-05-12 18:54:57,364 - mmdet - INFO - Epoch [74][2500/3992] lr: 1.000e-06, eta: 2 days, 21:29:14, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0278, loss_cls: 0.1584, acc: 94.3965, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4530 2022-05-12 18:55:22,697 - mmdet - INFO - Epoch [74][2550/3992] lr: 1.000e-06, eta: 2 days, 21:28:50, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0274, loss_cls: 0.1381, acc: 94.7070, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4218 2022-05-12 18:55:47,404 - mmdet - INFO - Epoch [74][2600/3992] lr: 1.000e-06, eta: 2 days, 21:28:25, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0231, loss_cls: 0.1294, acc: 95.2070, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.3928 2022-05-12 18:56:11,914 - mmdet - INFO - Epoch [74][2650/3992] lr: 1.000e-06, eta: 2 days, 21:28:00, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0235, loss_cls: 0.1535, acc: 94.4980, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4282 2022-05-12 18:56:38,172 - mmdet - INFO - Epoch [74][2700/3992] lr: 1.000e-06, eta: 2 days, 21:27:38, time: 0.525, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0242, loss_cls: 0.1447, acc: 94.8867, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.4028 2022-05-12 18:57:03,669 - mmdet - INFO - Epoch [74][2750/3992] lr: 1.000e-06, eta: 2 days, 21:27:14, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0303, loss_cls: 0.1675, acc: 93.5918, loss_bbox: 0.2900, loss_mask: 0.0000, loss: 0.5032 2022-05-12 18:57:28,825 - mmdet - INFO - Epoch [74][2800/3992] lr: 1.000e-06, eta: 2 days, 21:26:50, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0264, loss_cls: 0.1368, acc: 94.8574, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4092 2022-05-12 18:57:53,705 - mmdet - INFO - Epoch [74][2850/3992] lr: 1.000e-06, eta: 2 days, 21:26:25, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0240, loss_cls: 0.1516, acc: 94.3633, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4399 2022-05-12 18:58:18,293 - mmdet - INFO - Epoch [74][2900/3992] lr: 1.000e-06, eta: 2 days, 21:26:00, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0262, loss_cls: 0.1450, acc: 94.6992, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4235 2022-05-12 18:58:42,036 - mmdet - INFO - Epoch [74][2950/3992] lr: 1.000e-06, eta: 2 days, 21:25:33, time: 0.475, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0234, loss_cls: 0.1462, acc: 94.4238, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4253 2022-05-12 18:59:07,928 - mmdet - INFO - Epoch [74][3000/3992] lr: 1.000e-06, eta: 2 days, 21:25:11, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0249, loss_cls: 0.1445, acc: 94.7148, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4252 2022-05-12 18:59:33,521 - mmdet - INFO - Epoch [74][3050/3992] lr: 1.000e-06, eta: 2 days, 21:24:47, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0283, loss_cls: 0.1612, acc: 94.2461, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4597 2022-05-12 18:59:58,895 - mmdet - INFO - Epoch [74][3100/3992] lr: 1.000e-06, eta: 2 days, 21:24:23, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0273, loss_cls: 0.1443, acc: 94.5898, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4330 2022-05-12 19:00:23,771 - mmdet - INFO - Epoch [74][3150/3992] lr: 1.000e-06, eta: 2 days, 21:23:59, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0288, loss_cls: 0.1522, acc: 94.3203, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4615 2022-05-12 19:00:49,207 - mmdet - INFO - Epoch [74][3200/3992] lr: 1.000e-06, eta: 2 days, 21:23:35, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0280, loss_cls: 0.1527, acc: 94.3203, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4557 2022-05-12 19:01:14,926 - mmdet - INFO - Epoch [74][3250/3992] lr: 1.000e-06, eta: 2 days, 21:23:12, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0230, loss_cls: 0.1356, acc: 94.9004, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.3962 2022-05-12 19:01:40,038 - mmdet - INFO - Epoch [74][3300/3992] lr: 1.000e-06, eta: 2 days, 21:22:48, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0244, loss_cls: 0.1325, acc: 95.0918, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4012 2022-05-12 19:02:04,547 - mmdet - INFO - Epoch [74][3350/3992] lr: 1.000e-06, eta: 2 days, 21:22:22, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0281, loss_cls: 0.1578, acc: 94.1309, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4555 2022-05-12 19:02:30,313 - mmdet - INFO - Epoch [74][3400/3992] lr: 1.000e-06, eta: 2 days, 21:21:59, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0245, loss_cls: 0.1361, acc: 94.9688, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4158 2022-05-12 19:02:55,631 - mmdet - INFO - Epoch [74][3450/3992] lr: 1.000e-06, eta: 2 days, 21:21:35, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0256, loss_cls: 0.1370, acc: 94.9648, loss_bbox: 0.2247, loss_mask: 0.0000, loss: 0.4023 2022-05-12 19:03:21,421 - mmdet - INFO - Epoch [74][3500/3992] lr: 1.000e-06, eta: 2 days, 21:21:12, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0249, loss_cls: 0.1364, acc: 94.9180, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4128 2022-05-12 19:03:46,544 - mmdet - INFO - Epoch [74][3550/3992] lr: 1.000e-06, eta: 2 days, 21:20:48, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0262, loss_cls: 0.1625, acc: 93.9414, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4742 2022-05-12 19:04:11,657 - mmdet - INFO - Epoch [74][3600/3992] lr: 1.000e-06, eta: 2 days, 21:20:24, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0290, loss_cls: 0.1552, acc: 94.2891, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4650 2022-05-12 19:04:37,015 - mmdet - INFO - Epoch [74][3650/3992] lr: 1.000e-06, eta: 2 days, 21:20:00, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0273, loss_cls: 0.1451, acc: 94.6211, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4333 2022-05-12 19:05:01,915 - mmdet - INFO - Epoch [74][3700/3992] lr: 1.000e-06, eta: 2 days, 21:19:35, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0253, loss_cls: 0.1425, acc: 94.6523, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4356 2022-05-12 19:05:27,543 - mmdet - INFO - Epoch [74][3750/3992] lr: 1.000e-06, eta: 2 days, 21:19:12, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0249, loss_cls: 0.1453, acc: 94.6621, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4253 2022-05-12 19:05:53,925 - mmdet - INFO - Epoch [74][3800/3992] lr: 1.000e-06, eta: 2 days, 21:18:50, time: 0.528, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0277, loss_cls: 0.1574, acc: 94.4961, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4401 2022-05-12 19:06:18,995 - mmdet - INFO - Epoch [74][3850/3992] lr: 1.000e-06, eta: 2 days, 21:18:25, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1408, acc: 94.7246, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.4065 2022-05-12 19:06:44,169 - mmdet - INFO - Epoch [74][3900/3992] lr: 1.000e-06, eta: 2 days, 21:18:01, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0290, loss_cls: 0.1477, acc: 94.4180, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4556 2022-05-12 19:07:08,363 - mmdet - INFO - Epoch [74][3950/3992] lr: 1.000e-06, eta: 2 days, 21:17:35, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0203, loss_cls: 0.1221, acc: 95.3613, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3766 2022-05-12 19:07:29,599 - mmdet - INFO - Saving checkpoint at 74 epochs 2022-05-12 19:13:07,765 - mmdet - INFO - Evaluating bbox... 2022-05-12 19:13:23,704 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-12 19:13:23,708 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.098 | table | 0.259 | desk | 0.094 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.351 | cabinet | 0.042 | drawer | 0.054 | | shelf | 0.103 | kitchen_counter | 0.163 | kitchen_cabinet | 0.202 | | cpu | 0.031 | bench | 0.163 | file_cabinet | 0.090 | | whiteboard | 0.149 | lamp | 0.173 | endtable | 0.136 | | bookshelf | 0.223 | coffee_table | 0.192 | dresser | 0.174 | | paper | 0.008 | printer | 0.214 | monitor | 0.220 | | back_pack | 0.070 | night_stand | 0.299 | door | 0.082 | | picture | 0.044 | ottoman | 0.191 | stool | 0.224 | | outlet | 0.000 | towel | 0.070 | tray | 0.018 | | bag | 0.024 | stove | 0.100 | bathtub | 0.425 | | scanner | 0.219 | cubby | 0.017 | mirror | 0.023 | | bottle | 0.006 | rack | 0.014 | cup | 0.075 | | thermos | 0.001 | island | 0.111 | counter | 0.038 | | bowl | 0.051 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.005 | coffee_maker | 0.194 | | cart | 0.099 | tv_stand | 0.111 | poster | 0.001 | | soap_dispenser | 0.011 | toy | nan | chair | 0.340 | | sofa | 0.419 | plant | 0.038 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.530 | tv | 0.260 | | laptop | 0.109 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.031 | microwave | 0.239 | | oven | 0.015 | paper_towel_dispenser | 0.236 | sink | 0.161 | | fridge | 0.155 | book | 0.009 | clock | 0.077 | | vase | 0.048 | fire_extinguisher | 0.004 | blinds | 0.015 | | podium | 0.194 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:23,711 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.223 | table | 0.459 | desk | 0.201 | | sofa_chair | 0.676 | pillow | 0.140 | box | 0.051 | | garbage_bin | 0.608 | cabinet | 0.079 | drawer | 0.087 | | shelf | 0.215 | kitchen_counter | 0.283 | kitchen_cabinet | 0.335 | | cpu | 0.081 | bench | 0.309 | file_cabinet | 0.123 | | whiteboard | 0.231 | lamp | 0.373 | endtable | 0.250 | | bookshelf | 0.404 | coffee_table | 0.372 | dresser | 0.264 | | paper | 0.024 | printer | 0.365 | monitor | 0.526 | | back_pack | 0.149 | night_stand | 0.521 | door | 0.127 | | picture | 0.079 | ottoman | 0.270 | stool | 0.424 | | outlet | 0.000 | towel | 0.105 | tray | 0.047 | | bag | 0.033 | stove | 0.200 | bathtub | 0.678 | | scanner | 0.314 | cubby | 0.026 | mirror | 0.049 | | bottle | 0.010 | rack | 0.022 | cup | 0.178 | | thermos | 0.002 | island | 0.151 | counter | 0.045 | | bowl | 0.090 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.313 | | cart | 0.156 | tv_stand | 0.179 | poster | 0.003 | | soap_dispenser | 0.017 | toy | nan | chair | 0.686 | | sofa | 0.618 | plant | 0.091 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.854 | tv | 0.450 | | laptop | 0.242 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.254 | telephone | 0.077 | microwave | 0.470 | | oven | 0.030 | paper_towel_dispenser | 0.392 | sink | 0.473 | | fridge | 0.300 | book | 0.023 | clock | 0.117 | | vase | 0.086 | fire_extinguisher | 0.021 | blinds | 0.042 | | podium | 0.269 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:23,714 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.052 | table | 0.262 | desk | 0.080 | | sofa_chair | 0.565 | pillow | 0.037 | box | 0.020 | | garbage_bin | 0.374 | cabinet | 0.037 | drawer | 0.052 | | shelf | 0.093 | kitchen_counter | 0.149 | kitchen_cabinet | 0.234 | | cpu | 0.003 | bench | 0.147 | file_cabinet | 0.121 | | whiteboard | 0.156 | lamp | 0.132 | endtable | 0.114 | | bookshelf | 0.218 | coffee_table | 0.140 | dresser | 0.206 | | paper | 0.002 | printer | 0.220 | monitor | 0.142 | | back_pack | 0.071 | night_stand | 0.303 | door | 0.113 | | picture | 0.045 | ottoman | 0.231 | stool | 0.243 | | outlet | 0.000 | towel | 0.082 | tray | 0.021 | | bag | 0.027 | stove | 0.097 | bathtub | 0.410 | | scanner | 0.205 | cubby | 0.012 | mirror | 0.012 | | bottle | 0.008 | rack | 0.018 | cup | 0.041 | | thermos | 0.002 | island | 0.126 | counter | 0.044 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.098 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.298 | | sofa | 0.477 | plant | 0.020 | bed | 0.700 | | dining_table | 0.006 | toilet | 0.553 | tv | 0.296 | | laptop | 0.099 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.010 | microwave | 0.236 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.064 | | fridge | 0.143 | book | 0.004 | clock | 0.103 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.238 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:23,714 - mmdet - INFO - Evaluating segm... 2022-05-12 19:13:41,930 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 19:13:41,934 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:41,938 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:41,942 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:13:42,258 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 19:13:42,258 - mmdet - INFO - Epoch(val) [74][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.222 0.123 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 19:14:09,570 - mmdet - INFO - Epoch [75][50/3992] lr: 1.000e-06, eta: 2 days, 21:16:19, time: 0.546, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0306, loss_cls: 0.1597, acc: 93.8418, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4696 2022-05-12 19:14:34,183 - mmdet - INFO - Epoch [75][100/3992] lr: 1.000e-06, eta: 2 days, 21:15:54, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0297, loss_cls: 0.1472, acc: 94.7422, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4330 2022-05-12 19:14:59,705 - mmdet - INFO - Epoch [75][150/3992] lr: 1.000e-06, eta: 2 days, 21:15:30, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0237, loss_cls: 0.1512, acc: 94.5586, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4200 2022-05-12 19:15:24,916 - mmdet - INFO - Epoch [75][200/3992] lr: 1.000e-06, eta: 2 days, 21:15:06, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0248, loss_cls: 0.1282, acc: 95.2246, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.3892 2022-05-12 19:15:50,786 - mmdet - INFO - Epoch [75][250/3992] lr: 1.000e-06, eta: 2 days, 21:14:43, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0294, loss_cls: 0.1553, acc: 94.2891, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4482 2022-05-12 19:16:15,662 - mmdet - INFO - Epoch [75][300/3992] lr: 1.000e-06, eta: 2 days, 21:14:18, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0250, loss_cls: 0.1361, acc: 94.9258, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4042 2022-05-12 19:16:41,004 - mmdet - INFO - Epoch [75][350/3992] lr: 1.000e-06, eta: 2 days, 21:13:54, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0271, loss_cls: 0.1386, acc: 94.8965, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4216 2022-05-12 19:17:05,646 - mmdet - INFO - Epoch [75][400/3992] lr: 1.000e-06, eta: 2 days, 21:13:29, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0235, loss_cls: 0.1536, acc: 94.3496, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4467 2022-05-12 19:17:30,371 - mmdet - INFO - Epoch [75][450/3992] lr: 1.000e-06, eta: 2 days, 21:13:04, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0260, loss_cls: 0.1525, acc: 94.3457, loss_bbox: 0.2619, loss_mask: 0.0000, loss: 0.4562 2022-05-12 19:17:54,591 - mmdet - INFO - Epoch [75][500/3992] lr: 1.000e-06, eta: 2 days, 21:12:39, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0243, loss_cls: 0.1531, acc: 94.2539, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4499 2022-05-12 19:18:19,838 - mmdet - INFO - Epoch [75][550/3992] lr: 1.000e-06, eta: 2 days, 21:12:15, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0227, loss_cls: 0.1386, acc: 95.0488, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4056 2022-05-12 19:18:44,634 - mmdet - INFO - Epoch [75][600/3992] lr: 1.000e-06, eta: 2 days, 21:11:50, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0239, loss_cls: 0.1343, acc: 95.0801, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4034 2022-05-12 19:19:10,204 - mmdet - INFO - Epoch [75][650/3992] lr: 1.000e-06, eta: 2 days, 21:11:26, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0270, loss_cls: 0.1577, acc: 94.0312, loss_bbox: 0.2719, loss_mask: 0.0000, loss: 0.4732 2022-05-12 19:19:35,052 - mmdet - INFO - Epoch [75][700/3992] lr: 1.000e-06, eta: 2 days, 21:11:02, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0259, loss_cls: 0.1685, acc: 93.7266, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4715 2022-05-12 19:20:01,114 - mmdet - INFO - Epoch [75][750/3992] lr: 1.000e-06, eta: 2 days, 21:10:39, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0228, loss_cls: 0.1246, acc: 95.2461, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3814 2022-05-12 19:20:26,902 - mmdet - INFO - Epoch [75][800/3992] lr: 1.000e-06, eta: 2 days, 21:10:16, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0303, loss_cls: 0.1591, acc: 94.2012, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4592 2022-05-12 19:20:51,814 - mmdet - INFO - Epoch [75][850/3992] lr: 1.000e-06, eta: 2 days, 21:09:51, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0283, loss_cls: 0.1720, acc: 93.4668, loss_bbox: 0.2780, loss_mask: 0.0000, loss: 0.4918 2022-05-12 19:21:16,895 - mmdet - INFO - Epoch [75][900/3992] lr: 1.000e-06, eta: 2 days, 21:09:27, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0243, loss_cls: 0.1492, acc: 94.3711, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4302 2022-05-12 19:21:42,041 - mmdet - INFO - Epoch [75][950/3992] lr: 1.000e-06, eta: 2 days, 21:09:03, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0248, loss_cls: 0.1384, acc: 94.8496, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4181 2022-05-12 19:22:07,263 - mmdet - INFO - Epoch [75][1000/3992] lr: 1.000e-06, eta: 2 days, 21:08:39, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0233, loss_cls: 0.1550, acc: 94.4414, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4311 2022-05-12 19:22:32,966 - mmdet - INFO - Epoch [75][1050/3992] lr: 1.000e-06, eta: 2 days, 21:08:16, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0298, loss_cls: 0.1436, acc: 94.6523, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4195 2022-05-12 19:22:57,768 - mmdet - INFO - Epoch [75][1100/3992] lr: 1.000e-06, eta: 2 days, 21:07:51, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0258, loss_cls: 0.1477, acc: 94.3281, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4408 2022-05-12 19:23:23,250 - mmdet - INFO - Epoch [75][1150/3992] lr: 1.000e-06, eta: 2 days, 21:07:27, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0248, loss_cls: 0.1297, acc: 95.1406, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3905 2022-05-12 19:23:49,063 - mmdet - INFO - Epoch [75][1200/3992] lr: 1.000e-06, eta: 2 days, 21:07:04, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0270, loss_cls: 0.1588, acc: 94.1602, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4746 2022-05-12 19:24:13,613 - mmdet - INFO - Epoch [75][1250/3992] lr: 1.000e-06, eta: 2 days, 21:06:39, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0269, loss_cls: 0.1390, acc: 94.8125, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4251 2022-05-12 19:24:38,514 - mmdet - INFO - Epoch [75][1300/3992] lr: 1.000e-06, eta: 2 days, 21:06:14, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0270, loss_cls: 0.1522, acc: 94.1699, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4581 2022-05-12 19:25:02,769 - mmdet - INFO - Epoch [75][1350/3992] lr: 1.000e-06, eta: 2 days, 21:05:49, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0077, loss_rpn_bbox: 0.0217, loss_cls: 0.1319, acc: 94.9570, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.3889 2022-05-12 19:25:27,734 - mmdet - INFO - Epoch [75][1400/3992] lr: 1.000e-06, eta: 2 days, 21:05:24, time: 0.499, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0241, loss_cls: 0.1330, acc: 94.9766, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4157 2022-05-12 19:25:53,568 - mmdet - INFO - Epoch [75][1450/3992] lr: 1.000e-06, eta: 2 days, 21:05:01, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0236, loss_cls: 0.1450, acc: 95.0488, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4156 2022-05-12 19:26:18,822 - mmdet - INFO - Epoch [75][1500/3992] lr: 1.000e-06, eta: 2 days, 21:04:37, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0283, loss_cls: 0.1463, acc: 94.6699, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4257 2022-05-12 19:26:44,098 - mmdet - INFO - Epoch [75][1550/3992] lr: 1.000e-06, eta: 2 days, 21:04:13, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0289, loss_cls: 0.1554, acc: 94.2637, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4596 2022-05-12 19:27:09,974 - mmdet - INFO - Epoch [75][1600/3992] lr: 1.000e-06, eta: 2 days, 21:03:50, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0276, loss_cls: 0.1449, acc: 94.6543, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4297 2022-05-12 19:27:35,939 - mmdet - INFO - Epoch [75][1650/3992] lr: 1.000e-06, eta: 2 days, 21:03:27, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0248, loss_cls: 0.1312, acc: 95.0684, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4026 2022-05-12 19:28:00,634 - mmdet - INFO - Epoch [75][1700/3992] lr: 1.000e-06, eta: 2 days, 21:03:02, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0289, loss_cls: 0.1539, acc: 94.2227, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4537 2022-05-12 19:28:25,407 - mmdet - INFO - Epoch [75][1750/3992] lr: 1.000e-06, eta: 2 days, 21:02:37, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0268, loss_cls: 0.1466, acc: 94.5254, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4332 2022-05-12 19:28:50,903 - mmdet - INFO - Epoch [75][1800/3992] lr: 1.000e-06, eta: 2 days, 21:02:14, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0273, loss_cls: 0.1400, acc: 94.6309, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4245 2022-05-12 19:29:16,606 - mmdet - INFO - Epoch [75][1850/3992] lr: 1.000e-06, eta: 2 days, 21:01:51, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0253, loss_cls: 0.1485, acc: 94.5684, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4284 2022-05-12 19:29:42,209 - mmdet - INFO - Epoch [75][1900/3992] lr: 1.000e-06, eta: 2 days, 21:01:27, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0255, loss_cls: 0.1525, acc: 94.4902, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4293 2022-05-12 19:30:08,427 - mmdet - INFO - Epoch [75][1950/3992] lr: 1.000e-06, eta: 2 days, 21:01:05, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0274, loss_cls: 0.1551, acc: 94.2070, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4503 2022-05-12 19:30:32,844 - mmdet - INFO - Epoch [75][2000/3992] lr: 1.000e-06, eta: 2 days, 21:00:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0244, loss_cls: 0.1473, acc: 94.5664, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4244 2022-05-12 19:30:58,312 - mmdet - INFO - Epoch [75][2050/3992] lr: 1.000e-06, eta: 2 days, 21:00:16, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0259, loss_cls: 0.1614, acc: 94.0586, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4643 2022-05-12 19:31:22,873 - mmdet - INFO - Epoch [75][2100/3992] lr: 1.000e-06, eta: 2 days, 20:59:50, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0241, loss_cls: 0.1354, acc: 94.9512, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4087 2022-05-12 19:31:48,430 - mmdet - INFO - Epoch [75][2150/3992] lr: 1.000e-06, eta: 2 days, 20:59:27, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0228, loss_cls: 0.1325, acc: 95.1055, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3880 2022-05-12 19:32:13,193 - mmdet - INFO - Epoch [75][2200/3992] lr: 1.000e-06, eta: 2 days, 20:59:02, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0209, loss_cls: 0.1224, acc: 95.3203, loss_bbox: 0.2152, loss_mask: 0.0000, loss: 0.3689 2022-05-12 19:32:38,419 - mmdet - INFO - Epoch [75][2250/3992] lr: 1.000e-06, eta: 2 days, 20:58:38, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0218, loss_cls: 0.1464, acc: 94.6660, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4169 2022-05-12 19:33:04,702 - mmdet - INFO - Epoch [75][2300/3992] lr: 1.000e-06, eta: 2 days, 20:58:16, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0297, loss_cls: 0.1664, acc: 94.0938, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4682 2022-05-12 19:33:29,845 - mmdet - INFO - Epoch [75][2350/3992] lr: 1.000e-06, eta: 2 days, 20:57:52, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0264, loss_cls: 0.1486, acc: 94.3867, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4442 2022-05-12 19:33:54,631 - mmdet - INFO - Epoch [75][2400/3992] lr: 1.000e-06, eta: 2 days, 20:57:27, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0255, loss_cls: 0.1313, acc: 95.0938, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.3999 2022-05-12 19:34:19,570 - mmdet - INFO - Epoch [75][2450/3992] lr: 1.000e-06, eta: 2 days, 20:57:02, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0280, loss_cls: 0.1549, acc: 94.4727, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4575 2022-05-12 19:34:44,531 - mmdet - INFO - Epoch [75][2500/3992] lr: 1.000e-06, eta: 2 days, 20:56:38, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0293, loss_cls: 0.1526, acc: 94.2988, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4506 2022-05-12 19:35:09,368 - mmdet - INFO - Epoch [75][2550/3992] lr: 1.000e-06, eta: 2 days, 20:56:13, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0235, loss_cls: 0.1392, acc: 94.9238, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.4068 2022-05-12 19:35:33,961 - mmdet - INFO - Epoch [75][2600/3992] lr: 1.000e-06, eta: 2 days, 20:55:48, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0287, loss_cls: 0.1548, acc: 94.3184, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4491 2022-05-12 19:35:58,904 - mmdet - INFO - Epoch [75][2650/3992] lr: 1.000e-06, eta: 2 days, 20:55:23, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0240, loss_cls: 0.1363, acc: 94.6562, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4019 2022-05-12 19:36:24,436 - mmdet - INFO - Epoch [75][2700/3992] lr: 1.000e-06, eta: 2 days, 20:55:00, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0315, loss_cls: 0.1573, acc: 94.0938, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4714 2022-05-12 19:36:49,388 - mmdet - INFO - Epoch [75][2750/3992] lr: 1.000e-06, eta: 2 days, 20:54:35, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0271, loss_cls: 0.1492, acc: 94.6621, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4414 2022-05-12 19:37:14,808 - mmdet - INFO - Epoch [75][2800/3992] lr: 1.000e-06, eta: 2 days, 20:54:11, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0317, loss_cls: 0.1524, acc: 94.1777, loss_bbox: 0.2692, loss_mask: 0.0000, loss: 0.4690 2022-05-12 19:37:39,337 - mmdet - INFO - Epoch [75][2850/3992] lr: 1.000e-06, eta: 2 days, 20:53:46, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0276, loss_cls: 0.1505, acc: 94.4668, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4387 2022-05-12 19:38:04,424 - mmdet - INFO - Epoch [75][2900/3992] lr: 1.000e-06, eta: 2 days, 20:53:22, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0258, loss_cls: 0.1389, acc: 94.8242, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4163 2022-05-12 19:38:28,647 - mmdet - INFO - Epoch [75][2950/3992] lr: 1.000e-06, eta: 2 days, 20:52:56, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1441, acc: 94.6484, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4357 2022-05-12 19:38:54,140 - mmdet - INFO - Epoch [75][3000/3992] lr: 1.000e-06, eta: 2 days, 20:52:32, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0283, loss_cls: 0.1518, acc: 94.4941, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4405 2022-05-12 19:39:18,656 - mmdet - INFO - Epoch [75][3050/3992] lr: 1.000e-06, eta: 2 days, 20:52:07, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0245, loss_cls: 0.1401, acc: 94.7949, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4028 2022-05-12 19:39:43,705 - mmdet - INFO - Epoch [75][3100/3992] lr: 1.000e-06, eta: 2 days, 20:51:43, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0271, loss_cls: 0.1602, acc: 93.9844, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4666 2022-05-12 19:40:09,143 - mmdet - INFO - Epoch [75][3150/3992] lr: 1.000e-06, eta: 2 days, 20:51:19, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0263, loss_cls: 0.1519, acc: 94.3750, loss_bbox: 0.2701, loss_mask: 0.0000, loss: 0.4617 2022-05-12 19:40:34,886 - mmdet - INFO - Epoch [75][3200/3992] lr: 1.000e-06, eta: 2 days, 20:50:56, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0258, loss_cls: 0.1512, acc: 94.2988, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4495 2022-05-12 19:40:58,541 - mmdet - INFO - Epoch [75][3250/3992] lr: 1.000e-06, eta: 2 days, 20:50:29, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0247, loss_cls: 0.1405, acc: 94.8125, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4129 2022-05-12 19:41:23,361 - mmdet - INFO - Epoch [75][3300/3992] lr: 1.000e-06, eta: 2 days, 20:50:04, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0282, loss_cls: 0.1349, acc: 95.0117, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.4001 2022-05-12 19:41:48,613 - mmdet - INFO - Epoch [75][3350/3992] lr: 1.000e-06, eta: 2 days, 20:49:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0236, loss_cls: 0.1348, acc: 95.1016, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4085 2022-05-12 19:42:14,543 - mmdet - INFO - Epoch [75][3400/3992] lr: 1.000e-06, eta: 2 days, 20:49:17, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0268, loss_cls: 0.1426, acc: 94.7949, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4294 2022-05-12 19:42:39,779 - mmdet - INFO - Epoch [75][3450/3992] lr: 1.000e-06, eta: 2 days, 20:48:53, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0320, loss_cls: 0.1507, acc: 94.2148, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4496 2022-05-12 19:43:04,914 - mmdet - INFO - Epoch [75][3500/3992] lr: 1.000e-06, eta: 2 days, 20:48:29, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0228, loss_cls: 0.1383, acc: 95.0098, loss_bbox: 0.2206, loss_mask: 0.0000, loss: 0.3988 2022-05-12 19:43:29,703 - mmdet - INFO - Epoch [75][3550/3992] lr: 1.000e-06, eta: 2 days, 20:48:04, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0260, loss_cls: 0.1454, acc: 94.5820, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4227 2022-05-12 19:43:54,984 - mmdet - INFO - Epoch [75][3600/3992] lr: 1.000e-06, eta: 2 days, 20:47:40, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0303, loss_cls: 0.1478, acc: 94.4727, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4523 2022-05-12 19:44:20,583 - mmdet - INFO - Epoch [75][3650/3992] lr: 1.000e-06, eta: 2 days, 20:47:17, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0246, loss_cls: 0.1423, acc: 94.5781, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4186 2022-05-12 19:44:46,020 - mmdet - INFO - Epoch [75][3700/3992] lr: 1.000e-06, eta: 2 days, 20:46:53, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0306, loss_cls: 0.1455, acc: 94.2871, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4437 2022-05-12 19:45:10,642 - mmdet - INFO - Epoch [75][3750/3992] lr: 1.000e-06, eta: 2 days, 20:46:28, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1414, acc: 94.5996, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4295 2022-05-12 19:45:34,883 - mmdet - INFO - Epoch [75][3800/3992] lr: 1.000e-06, eta: 2 days, 20:46:02, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0284, loss_cls: 0.1613, acc: 94.0332, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4705 2022-05-12 19:46:00,726 - mmdet - INFO - Epoch [75][3850/3992] lr: 1.000e-06, eta: 2 days, 20:45:39, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0266, loss_cls: 0.1472, acc: 94.5410, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4316 2022-05-12 19:46:25,667 - mmdet - INFO - Epoch [75][3900/3992] lr: 1.000e-06, eta: 2 days, 20:45:15, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0322, loss_cls: 0.1680, acc: 93.7754, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4903 2022-05-12 19:46:50,371 - mmdet - INFO - Epoch [75][3950/3992] lr: 1.000e-06, eta: 2 days, 20:44:50, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0211, loss_cls: 0.1427, acc: 94.9258, loss_bbox: 0.2177, loss_mask: 0.0000, loss: 0.3935 2022-05-12 19:47:10,797 - mmdet - INFO - Saving checkpoint at 75 epochs 2022-05-12 19:52:49,748 - mmdet - INFO - Evaluating bbox... 2022-05-12 19:53:05,788 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-12 19:53:05,792 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.113 | table | 0.259 | desk | 0.097 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.348 | cabinet | 0.041 | drawer | 0.056 | | shelf | 0.102 | kitchen_counter | 0.160 | kitchen_cabinet | 0.200 | | cpu | 0.026 | bench | 0.158 | file_cabinet | 0.090 | | whiteboard | 0.148 | lamp | 0.175 | endtable | 0.135 | | bookshelf | 0.234 | coffee_table | 0.198 | dresser | 0.177 | | paper | 0.008 | printer | 0.205 | monitor | 0.220 | | back_pack | 0.072 | night_stand | 0.299 | door | 0.089 | | picture | 0.046 | ottoman | 0.196 | stool | 0.224 | | outlet | 0.000 | towel | 0.074 | tray | 0.014 | | bag | 0.018 | stove | 0.103 | bathtub | 0.427 | | scanner | 0.219 | cubby | 0.019 | mirror | 0.024 | | bottle | 0.005 | rack | 0.014 | cup | 0.074 | | thermos | 0.001 | island | 0.103 | counter | 0.036 | | bowl | 0.060 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.191 | | cart | 0.100 | tv_stand | 0.103 | poster | 0.000 | | soap_dispenser | 0.011 | toy | nan | chair | 0.340 | | sofa | 0.418 | plant | 0.039 | bed | 0.610 | | dining_table | 0.005 | toilet | 0.531 | tv | 0.265 | | laptop | 0.104 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.083 | telephone | 0.029 | microwave | 0.238 | | oven | 0.017 | paper_towel_dispenser | 0.236 | sink | 0.163 | | fridge | 0.161 | book | 0.008 | clock | 0.074 | | vase | 0.043 | fire_extinguisher | 0.009 | blinds | 0.019 | | podium | 0.198 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:05,796 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.226 | table | 0.460 | desk | 0.207 | | sofa_chair | 0.675 | pillow | 0.142 | box | 0.050 | | garbage_bin | 0.604 | cabinet | 0.079 | drawer | 0.090 | | shelf | 0.210 | kitchen_counter | 0.273 | kitchen_cabinet | 0.322 | | cpu | 0.071 | bench | 0.291 | file_cabinet | 0.119 | | whiteboard | 0.228 | lamp | 0.380 | endtable | 0.248 | | bookshelf | 0.402 | coffee_table | 0.370 | dresser | 0.270 | | paper | 0.024 | printer | 0.357 | monitor | 0.523 | | back_pack | 0.147 | night_stand | 0.525 | door | 0.128 | | picture | 0.080 | ottoman | 0.273 | stool | 0.434 | | outlet | 0.000 | towel | 0.109 | tray | 0.039 | | bag | 0.026 | stove | 0.212 | bathtub | 0.676 | | scanner | 0.313 | cubby | 0.028 | mirror | 0.050 | | bottle | 0.009 | rack | 0.023 | cup | 0.177 | | thermos | 0.002 | island | 0.146 | counter | 0.043 | | bowl | 0.093 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.308 | | cart | 0.157 | tv_stand | 0.174 | poster | 0.001 | | soap_dispenser | 0.019 | toy | nan | chair | 0.687 | | sofa | 0.616 | plant | 0.093 | bed | 0.883 | | dining_table | 0.008 | toilet | 0.850 | tv | 0.452 | | laptop | 0.229 | mouse | 0.116 | basket | 0.000 | | keyboard | 0.254 | telephone | 0.075 | microwave | 0.461 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.478 | | fridge | 0.299 | book | 0.020 | clock | 0.116 | | vase | 0.080 | fire_extinguisher | 0.074 | blinds | 0.046 | | podium | 0.275 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:05,799 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.261 | desk | 0.085 | | sofa_chair | 0.558 | pillow | 0.035 | box | 0.020 | | garbage_bin | 0.374 | cabinet | 0.037 | drawer | 0.055 | | shelf | 0.089 | kitchen_counter | 0.149 | kitchen_cabinet | 0.237 | | cpu | 0.003 | bench | 0.137 | file_cabinet | 0.117 | | whiteboard | 0.163 | lamp | 0.142 | endtable | 0.119 | | bookshelf | 0.230 | coffee_table | 0.152 | dresser | 0.213 | | paper | 0.002 | printer | 0.168 | monitor | 0.147 | | back_pack | 0.070 | night_stand | 0.305 | door | 0.112 | | picture | 0.049 | ottoman | 0.244 | stool | 0.239 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.023 | stove | 0.097 | bathtub | 0.413 | | scanner | 0.204 | cubby | 0.013 | mirror | 0.012 | | bottle | 0.007 | rack | 0.019 | cup | 0.041 | | thermos | 0.002 | island | 0.120 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.102 | tv_stand | 0.060 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.299 | | sofa | 0.476 | plant | 0.029 | bed | 0.701 | | dining_table | 0.006 | toilet | 0.544 | tv | 0.295 | | laptop | 0.081 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.008 | microwave | 0.221 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.066 | | fridge | 0.143 | book | 0.003 | clock | 0.083 | | vase | 0.045 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.244 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:05,799 - mmdet - INFO - Evaluating segm... 2022-05-12 19:53:24,430 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 19:53:24,435 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:24,438 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:24,441 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 19:53:24,754 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 19:53:24,755 - mmdet - INFO - Epoch(val) [75][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.222 0.123 0.005 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 19:53:51,372 - mmdet - INFO - Epoch [76][50/3992] lr: 1.000e-06, eta: 2 days, 20:43:33, time: 0.532, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0274, loss_cls: 0.1533, acc: 94.0312, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4509 2022-05-12 19:54:16,157 - mmdet - INFO - Epoch [76][100/3992] lr: 1.000e-06, eta: 2 days, 20:43:08, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0247, loss_cls: 0.1375, acc: 95.0020, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4085 2022-05-12 19:54:41,388 - mmdet - INFO - Epoch [76][150/3992] lr: 1.000e-06, eta: 2 days, 20:42:44, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0300, loss_cls: 0.1406, acc: 94.7324, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4211 2022-05-12 19:55:05,596 - mmdet - INFO - Epoch [76][200/3992] lr: 1.000e-06, eta: 2 days, 20:42:18, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0223, loss_cls: 0.1332, acc: 94.9805, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.3996 2022-05-12 19:55:32,123 - mmdet - INFO - Epoch [76][250/3992] lr: 1.000e-06, eta: 2 days, 20:41:56, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0269, loss_cls: 0.1553, acc: 94.1855, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4633 2022-05-12 19:55:57,101 - mmdet - INFO - Epoch [76][300/3992] lr: 1.000e-06, eta: 2 days, 20:41:31, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0247, loss_cls: 0.1497, acc: 94.3008, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4347 2022-05-12 19:56:22,611 - mmdet - INFO - Epoch [76][350/3992] lr: 1.000e-06, eta: 2 days, 20:41:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0262, loss_cls: 0.1548, acc: 94.1094, loss_bbox: 0.2686, loss_mask: 0.0000, loss: 0.4627 2022-05-12 19:56:47,924 - mmdet - INFO - Epoch [76][400/3992] lr: 1.000e-06, eta: 2 days, 20:40:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0280, loss_cls: 0.1531, acc: 94.3965, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4539 2022-05-12 19:57:13,934 - mmdet - INFO - Epoch [76][450/3992] lr: 1.000e-06, eta: 2 days, 20:40:21, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0295, loss_cls: 0.1650, acc: 94.1680, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4727 2022-05-12 19:57:38,627 - mmdet - INFO - Epoch [76][500/3992] lr: 1.000e-06, eta: 2 days, 20:39:56, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0272, loss_cls: 0.1577, acc: 94.0977, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4564 2022-05-12 19:58:03,226 - mmdet - INFO - Epoch [76][550/3992] lr: 1.000e-06, eta: 2 days, 20:39:31, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0254, loss_cls: 0.1382, acc: 95.0645, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.4049 2022-05-12 19:58:28,426 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 19:58:28,426 - mmdet - INFO - Epoch [76][600/3992] lr: 1.000e-06, eta: 2 days, 20:39:07, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0275, loss_cls: 0.1484, acc: 94.3203, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4455 2022-05-12 19:58:52,865 - mmdet - INFO - Epoch [76][650/3992] lr: 1.000e-06, eta: 2 days, 20:38:42, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0319, loss_cls: 0.1674, acc: 93.9121, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4780 2022-05-12 19:59:16,972 - mmdet - INFO - Epoch [76][700/3992] lr: 1.000e-06, eta: 2 days, 20:38:16, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0238, loss_cls: 0.1496, acc: 94.5586, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4265 2022-05-12 19:59:42,192 - mmdet - INFO - Epoch [76][750/3992] lr: 1.000e-06, eta: 2 days, 20:37:52, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0257, loss_cls: 0.1531, acc: 94.3535, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4419 2022-05-12 20:00:07,702 - mmdet - INFO - Epoch [76][800/3992] lr: 1.000e-06, eta: 2 days, 20:37:28, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0256, loss_cls: 0.1425, acc: 94.6426, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4196 2022-05-12 20:00:33,067 - mmdet - INFO - Epoch [76][850/3992] lr: 1.000e-06, eta: 2 days, 20:37:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0329, loss_cls: 0.1664, acc: 94.0625, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4702 2022-05-12 20:00:58,071 - mmdet - INFO - Epoch [76][900/3992] lr: 1.000e-06, eta: 2 days, 20:36:40, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0240, loss_cls: 0.1498, acc: 94.4316, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4318 2022-05-12 20:01:22,593 - mmdet - INFO - Epoch [76][950/3992] lr: 1.000e-06, eta: 2 days, 20:36:14, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0266, loss_cls: 0.1418, acc: 94.8184, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4137 2022-05-12 20:01:45,761 - mmdet - INFO - Epoch [76][1000/3992] lr: 1.000e-06, eta: 2 days, 20:35:47, time: 0.463, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0201, loss_cls: 0.1370, acc: 94.9316, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3912 2022-05-12 20:02:10,232 - mmdet - INFO - Epoch [76][1050/3992] lr: 1.000e-06, eta: 2 days, 20:35:22, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0253, loss_cls: 0.1370, acc: 94.9668, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4110 2022-05-12 20:02:34,830 - mmdet - INFO - Epoch [76][1100/3992] lr: 1.000e-06, eta: 2 days, 20:34:56, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0234, loss_cls: 0.1549, acc: 94.3770, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4486 2022-05-12 20:02:59,400 - mmdet - INFO - Epoch [76][1150/3992] lr: 1.000e-06, eta: 2 days, 20:34:31, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0296, loss_cls: 0.1618, acc: 94.2949, loss_bbox: 0.2659, loss_mask: 0.0000, loss: 0.4774 2022-05-12 20:03:24,826 - mmdet - INFO - Epoch [76][1200/3992] lr: 1.000e-06, eta: 2 days, 20:34:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0297, loss_cls: 0.1674, acc: 94.0645, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4724 2022-05-12 20:03:50,038 - mmdet - INFO - Epoch [76][1250/3992] lr: 1.000e-06, eta: 2 days, 20:33:43, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0212, loss_cls: 0.1365, acc: 95.0449, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3961 2022-05-12 20:04:14,495 - mmdet - INFO - Epoch [76][1300/3992] lr: 1.000e-06, eta: 2 days, 20:33:18, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0249, loss_cls: 0.1547, acc: 94.3555, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4453 2022-05-12 20:04:41,110 - mmdet - INFO - Epoch [76][1350/3992] lr: 1.000e-06, eta: 2 days, 20:32:56, time: 0.532, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0262, loss_cls: 0.1503, acc: 94.4492, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4372 2022-05-12 20:05:05,114 - mmdet - INFO - Epoch [76][1400/3992] lr: 1.000e-06, eta: 2 days, 20:32:30, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0252, loss_cls: 0.1451, acc: 94.5273, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4213 2022-05-12 20:05:29,809 - mmdet - INFO - Epoch [76][1450/3992] lr: 1.000e-06, eta: 2 days, 20:32:05, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0260, loss_cls: 0.1651, acc: 93.9023, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4650 2022-05-12 20:05:55,590 - mmdet - INFO - Epoch [76][1500/3992] lr: 1.000e-06, eta: 2 days, 20:31:42, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0271, loss_cls: 0.1461, acc: 94.5020, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4410 2022-05-12 20:06:21,186 - mmdet - INFO - Epoch [76][1550/3992] lr: 1.000e-06, eta: 2 days, 20:31:19, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0269, loss_cls: 0.1471, acc: 94.5156, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4418 2022-05-12 20:06:46,530 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 20:06:46,531 - mmdet - INFO - Epoch [76][1600/3992] lr: 1.000e-06, eta: 2 days, 20:30:55, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0264, loss_cls: 0.1392, acc: 94.6582, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4100 2022-05-12 20:07:12,377 - mmdet - INFO - Epoch [76][1650/3992] lr: 1.000e-06, eta: 2 days, 20:30:32, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0263, loss_cls: 0.1455, acc: 94.3008, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4408 2022-05-12 20:07:36,494 - mmdet - INFO - Epoch [76][1700/3992] lr: 1.000e-06, eta: 2 days, 20:30:06, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0230, loss_cls: 0.1479, acc: 94.7559, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4185 2022-05-12 20:08:01,643 - mmdet - INFO - Epoch [76][1750/3992] lr: 1.000e-06, eta: 2 days, 20:29:42, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0278, loss_cls: 0.1517, acc: 94.3965, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4483 2022-05-12 20:08:26,268 - mmdet - INFO - Epoch [76][1800/3992] lr: 1.000e-06, eta: 2 days, 20:29:16, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0267, loss_cls: 0.1499, acc: 94.6230, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4311 2022-05-12 20:08:51,351 - mmdet - INFO - Epoch [76][1850/3992] lr: 1.000e-06, eta: 2 days, 20:28:52, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0239, loss_cls: 0.1576, acc: 94.6367, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4358 2022-05-12 20:09:17,125 - mmdet - INFO - Epoch [76][1900/3992] lr: 1.000e-06, eta: 2 days, 20:28:29, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0234, loss_cls: 0.1448, acc: 94.5625, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4206 2022-05-12 20:09:41,154 - mmdet - INFO - Epoch [76][1950/3992] lr: 1.000e-06, eta: 2 days, 20:28:03, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0259, loss_cls: 0.1505, acc: 94.7871, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4309 2022-05-12 20:10:05,111 - mmdet - INFO - Epoch [76][2000/3992] lr: 1.000e-06, eta: 2 days, 20:27:37, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0226, loss_cls: 0.1345, acc: 95.1230, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3914 2022-05-12 20:10:30,882 - mmdet - INFO - Epoch [76][2050/3992] lr: 1.000e-06, eta: 2 days, 20:27:14, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0255, loss_cls: 0.1439, acc: 94.6035, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4236 2022-05-12 20:10:56,299 - mmdet - INFO - Epoch [76][2100/3992] lr: 1.000e-06, eta: 2 days, 20:26:50, time: 0.508, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0195, loss_cls: 0.1191, acc: 95.5137, loss_bbox: 0.1938, loss_mask: 0.0000, loss: 0.3423 2022-05-12 20:11:20,470 - mmdet - INFO - Epoch [76][2150/3992] lr: 1.000e-06, eta: 2 days, 20:26:24, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0272, loss_cls: 0.1415, acc: 94.7461, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4193 2022-05-12 20:11:45,878 - mmdet - INFO - Epoch [76][2200/3992] lr: 1.000e-06, eta: 2 days, 20:26:00, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0266, loss_cls: 0.1455, acc: 94.6465, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4271 2022-05-12 20:12:11,187 - mmdet - INFO - Epoch [76][2250/3992] lr: 1.000e-06, eta: 2 days, 20:25:36, time: 0.506, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0305, loss_cls: 0.1574, acc: 94.2070, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4611 2022-05-12 20:12:37,132 - mmdet - INFO - Epoch [76][2300/3992] lr: 1.000e-06, eta: 2 days, 20:25:13, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0260, loss_cls: 0.1454, acc: 94.6328, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4336 2022-05-12 20:13:02,181 - mmdet - INFO - Epoch [76][2350/3992] lr: 1.000e-06, eta: 2 days, 20:24:49, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0251, loss_cls: 0.1396, acc: 94.7129, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4170 2022-05-12 20:13:27,037 - mmdet - INFO - Epoch [76][2400/3992] lr: 1.000e-06, eta: 2 days, 20:24:24, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0221, loss_cls: 0.1383, acc: 94.8359, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4026 2022-05-12 20:13:51,549 - mmdet - INFO - Epoch [76][2450/3992] lr: 1.000e-06, eta: 2 days, 20:23:59, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0244, loss_cls: 0.1378, acc: 94.8633, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3955 2022-05-12 20:14:15,873 - mmdet - INFO - Epoch [76][2500/3992] lr: 1.000e-06, eta: 2 days, 20:23:33, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0252, loss_cls: 0.1477, acc: 94.3516, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4408 2022-05-12 20:14:41,331 - mmdet - INFO - Epoch [76][2550/3992] lr: 1.000e-06, eta: 2 days, 20:23:10, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0291, loss_cls: 0.1610, acc: 93.9805, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4707 2022-05-12 20:15:06,355 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 20:15:06,355 - mmdet - INFO - Epoch [76][2600/3992] lr: 1.000e-06, eta: 2 days, 20:22:45, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0287, loss_cls: 0.1551, acc: 94.2305, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4578 2022-05-12 20:15:32,265 - mmdet - INFO - Epoch [76][2650/3992] lr: 1.000e-06, eta: 2 days, 20:22:22, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0271, loss_cls: 0.1650, acc: 94.4219, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4639 2022-05-12 20:15:58,178 - mmdet - INFO - Epoch [76][2700/3992] lr: 1.000e-06, eta: 2 days, 20:21:59, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0272, loss_cls: 0.1709, acc: 93.8379, loss_bbox: 0.2689, loss_mask: 0.0000, loss: 0.4830 2022-05-12 20:16:22,976 - mmdet - INFO - Epoch [76][2750/3992] lr: 1.000e-06, eta: 2 days, 20:21:35, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0226, loss_cls: 0.1500, acc: 94.6582, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4283 2022-05-12 20:16:48,782 - mmdet - INFO - Epoch [76][2800/3992] lr: 1.000e-06, eta: 2 days, 20:21:11, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0305, loss_cls: 0.1631, acc: 94.0215, loss_bbox: 0.2766, loss_mask: 0.0000, loss: 0.4843 2022-05-12 20:17:14,215 - mmdet - INFO - Epoch [76][2850/3992] lr: 1.000e-06, eta: 2 days, 20:20:48, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0265, loss_cls: 0.1517, acc: 94.4004, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4431 2022-05-12 20:17:39,249 - mmdet - INFO - Epoch [76][2900/3992] lr: 1.000e-06, eta: 2 days, 20:20:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0288, loss_cls: 0.1579, acc: 94.2051, loss_bbox: 0.2649, loss_mask: 0.0000, loss: 0.4632 2022-05-12 20:18:04,967 - mmdet - INFO - Epoch [76][2950/3992] lr: 1.000e-06, eta: 2 days, 20:20:00, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0267, loss_cls: 0.1425, acc: 94.8125, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4224 2022-05-12 20:18:30,714 - mmdet - INFO - Epoch [76][3000/3992] lr: 1.000e-06, eta: 2 days, 20:19:37, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0249, loss_cls: 0.1523, acc: 94.2793, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4513 2022-05-12 20:18:56,173 - mmdet - INFO - Epoch [76][3050/3992] lr: 1.000e-06, eta: 2 days, 20:19:13, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0260, loss_cls: 0.1457, acc: 94.6797, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4324 2022-05-12 20:19:21,575 - mmdet - INFO - Epoch [76][3100/3992] lr: 1.000e-06, eta: 2 days, 20:18:49, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0300, loss_cls: 0.1603, acc: 93.9648, loss_bbox: 0.2710, loss_mask: 0.0000, loss: 0.4753 2022-05-12 20:19:47,274 - mmdet - INFO - Epoch [76][3150/3992] lr: 1.000e-06, eta: 2 days, 20:18:26, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0260, loss_cls: 0.1471, acc: 94.5449, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4410 2022-05-12 20:20:11,774 - mmdet - INFO - Epoch [76][3200/3992] lr: 1.000e-06, eta: 2 days, 20:18:01, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0217, loss_cls: 0.1374, acc: 95.0039, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.3992 2022-05-12 20:20:36,662 - mmdet - INFO - Epoch [76][3250/3992] lr: 1.000e-06, eta: 2 days, 20:17:36, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0288, loss_cls: 0.1526, acc: 94.1934, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4592 2022-05-12 20:21:00,684 - mmdet - INFO - Epoch [76][3300/3992] lr: 1.000e-06, eta: 2 days, 20:17:10, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0248, loss_cls: 0.1301, acc: 94.9004, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.3922 2022-05-12 20:21:26,286 - mmdet - INFO - Epoch [76][3350/3992] lr: 1.000e-06, eta: 2 days, 20:16:46, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0277, loss_cls: 0.1380, acc: 94.7891, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4158 2022-05-12 20:21:51,662 - mmdet - INFO - Epoch [76][3400/3992] lr: 1.000e-06, eta: 2 days, 20:16:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0250, loss_cls: 0.1458, acc: 94.4609, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4220 2022-05-12 20:22:16,406 - mmdet - INFO - Epoch [76][3450/3992] lr: 1.000e-06, eta: 2 days, 20:15:58, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0288, loss_cls: 0.1531, acc: 94.3066, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4455 2022-05-12 20:22:40,309 - mmdet - INFO - Epoch [76][3500/3992] lr: 1.000e-06, eta: 2 days, 20:15:32, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0240, loss_cls: 0.1472, acc: 94.8945, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.4088 2022-05-12 20:23:04,180 - mmdet - INFO - Epoch [76][3550/3992] lr: 1.000e-06, eta: 2 days, 20:15:05, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0238, loss_cls: 0.1385, acc: 94.9043, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.4049 2022-05-12 20:23:28,816 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 20:23:28,817 - mmdet - INFO - Epoch [76][3600/3992] lr: 1.000e-06, eta: 2 days, 20:14:40, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0301, loss_cls: 0.1750, acc: 93.9453, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4794 2022-05-12 20:23:54,283 - mmdet - INFO - Epoch [76][3650/3992] lr: 1.000e-06, eta: 2 days, 20:14:16, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0318, loss_cls: 0.1652, acc: 93.8105, loss_bbox: 0.2712, loss_mask: 0.0000, loss: 0.4834 2022-05-12 20:24:18,851 - mmdet - INFO - Epoch [76][3700/3992] lr: 1.000e-06, eta: 2 days, 20:13:51, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0243, loss_cls: 0.1401, acc: 94.8574, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4095 2022-05-12 20:24:43,903 - mmdet - INFO - Epoch [76][3750/3992] lr: 1.000e-06, eta: 2 days, 20:13:27, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0244, loss_cls: 0.1293, acc: 95.1797, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4063 2022-05-12 20:25:08,436 - mmdet - INFO - Epoch [76][3800/3992] lr: 1.000e-06, eta: 2 days, 20:13:02, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0243, loss_cls: 0.1458, acc: 94.7324, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4157 2022-05-12 20:25:33,853 - mmdet - INFO - Epoch [76][3850/3992] lr: 1.000e-06, eta: 2 days, 20:12:38, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0294, loss_cls: 0.1709, acc: 93.8594, loss_bbox: 0.2783, loss_mask: 0.0000, loss: 0.4935 2022-05-12 20:25:58,566 - mmdet - INFO - Epoch [76][3900/3992] lr: 1.000e-06, eta: 2 days, 20:12:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0236, loss_cls: 0.1411, acc: 94.7480, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4073 2022-05-12 20:26:23,144 - mmdet - INFO - Epoch [76][3950/3992] lr: 1.000e-06, eta: 2 days, 20:11:48, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0279, loss_cls: 0.1615, acc: 93.9512, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4703 2022-05-12 20:26:44,541 - mmdet - INFO - Saving checkpoint at 76 epochs 2022-05-12 20:32:23,004 - mmdet - INFO - Evaluating bbox... 2022-05-12 20:32:39,109 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-12 20:32:39,113 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.350 | cabinet | 0.042 | drawer | 0.058 | | shelf | 0.105 | kitchen_counter | 0.168 | kitchen_cabinet | 0.207 | | cpu | 0.025 | bench | 0.162 | file_cabinet | 0.087 | | whiteboard | 0.147 | lamp | 0.175 | endtable | 0.133 | | bookshelf | 0.226 | coffee_table | 0.201 | dresser | 0.174 | | paper | 0.008 | printer | 0.209 | monitor | 0.222 | | back_pack | 0.065 | night_stand | 0.296 | door | 0.089 | | picture | 0.047 | ottoman | 0.192 | stool | 0.227 | | outlet | 0.000 | towel | 0.069 | tray | 0.017 | | bag | 0.015 | stove | 0.100 | bathtub | 0.416 | | scanner | 0.207 | cubby | 0.019 | mirror | 0.022 | | bottle | 0.004 | rack | 0.014 | cup | 0.072 | | thermos | 0.001 | island | 0.102 | counter | 0.035 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.189 | | cart | 0.089 | tv_stand | 0.113 | poster | 0.000 | | soap_dispenser | 0.010 | toy | nan | chair | 0.339 | | sofa | 0.422 | plant | 0.035 | bed | 0.608 | | dining_table | 0.005 | toilet | 0.521 | tv | 0.261 | | laptop | 0.106 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.032 | microwave | 0.235 | | oven | 0.019 | paper_towel_dispenser | 0.236 | sink | 0.165 | | fridge | 0.171 | book | 0.008 | clock | 0.082 | | vase | 0.048 | fire_extinguisher | 0.013 | blinds | 0.017 | | podium | 0.198 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:39,116 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.225 | table | 0.460 | desk | 0.208 | | sofa_chair | 0.675 | pillow | 0.144 | box | 0.050 | | garbage_bin | 0.605 | cabinet | 0.082 | drawer | 0.092 | | shelf | 0.210 | kitchen_counter | 0.285 | kitchen_cabinet | 0.335 | | cpu | 0.067 | bench | 0.312 | file_cabinet | 0.121 | | whiteboard | 0.231 | lamp | 0.380 | endtable | 0.244 | | bookshelf | 0.406 | coffee_table | 0.371 | dresser | 0.268 | | paper | 0.024 | printer | 0.362 | monitor | 0.527 | | back_pack | 0.133 | night_stand | 0.520 | door | 0.126 | | picture | 0.084 | ottoman | 0.275 | stool | 0.431 | | outlet | 0.000 | towel | 0.108 | tray | 0.043 | | bag | 0.022 | stove | 0.201 | bathtub | 0.672 | | scanner | 0.313 | cubby | 0.032 | mirror | 0.044 | | bottle | 0.007 | rack | 0.022 | cup | 0.177 | | thermos | 0.002 | island | 0.148 | counter | 0.042 | | bowl | 0.089 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.306 | | cart | 0.152 | tv_stand | 0.184 | poster | 0.001 | | soap_dispenser | 0.016 | toy | nan | chair | 0.685 | | sofa | 0.615 | plant | 0.092 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.850 | tv | 0.453 | | laptop | 0.230 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.241 | telephone | 0.079 | microwave | 0.463 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.478 | | fridge | 0.316 | book | 0.021 | clock | 0.124 | | vase | 0.087 | fire_extinguisher | 0.103 | blinds | 0.047 | | podium | 0.274 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:39,119 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.119 | table | 0.264 | desk | 0.083 | | sofa_chair | 0.565 | pillow | 0.035 | box | 0.020 | | garbage_bin | 0.366 | cabinet | 0.037 | drawer | 0.059 | | shelf | 0.093 | kitchen_counter | 0.159 | kitchen_cabinet | 0.239 | | cpu | 0.005 | bench | 0.131 | file_cabinet | 0.119 | | whiteboard | 0.159 | lamp | 0.142 | endtable | 0.120 | | bookshelf | 0.200 | coffee_table | 0.151 | dresser | 0.208 | | paper | 0.003 | printer | 0.172 | monitor | 0.148 | | back_pack | 0.060 | night_stand | 0.302 | door | 0.117 | | picture | 0.052 | ottoman | 0.230 | stool | 0.239 | | outlet | 0.000 | towel | 0.085 | tray | 0.021 | | bag | 0.019 | stove | 0.097 | bathtub | 0.407 | | scanner | 0.184 | cubby | 0.014 | mirror | 0.011 | | bottle | 0.006 | rack | 0.018 | cup | 0.036 | | thermos | 0.002 | island | 0.112 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.069 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.300 | | sofa | 0.481 | plant | 0.029 | bed | 0.703 | | dining_table | 0.006 | toilet | 0.527 | tv | 0.273 | | laptop | 0.086 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.011 | microwave | 0.164 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.081 | | fridge | 0.177 | book | 0.004 | clock | 0.109 | | vase | 0.054 | fire_extinguisher | 0.000 | blinds | 0.006 | | podium | 0.274 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:39,120 - mmdet - INFO - Evaluating segm... 2022-05-12 20:32:57,163 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 20:32:57,167 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:57,171 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:57,174 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 20:32:57,477 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 20:32:57,477 - mmdet - INFO - Epoch(val) [76][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.126 0.224 0.122 0.005 0.045 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 20:33:24,784 - mmdet - INFO - Epoch [77][50/3992] lr: 1.000e-06, eta: 2 days, 20:10:32, time: 0.546, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0259, loss_cls: 0.1442, acc: 94.3965, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4303 2022-05-12 20:33:49,615 - mmdet - INFO - Epoch [77][100/3992] lr: 1.000e-06, eta: 2 days, 20:10:08, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0283, loss_cls: 0.1471, acc: 94.5664, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4348 2022-05-12 20:34:15,509 - mmdet - INFO - Epoch [77][150/3992] lr: 1.000e-06, eta: 2 days, 20:09:45, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0270, loss_cls: 0.1533, acc: 94.2207, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4457 2022-05-12 20:34:40,704 - mmdet - INFO - Epoch [77][200/3992] lr: 1.000e-06, eta: 2 days, 20:09:20, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0296, loss_cls: 0.1614, acc: 94.3398, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4627 2022-05-12 20:35:05,947 - mmdet - INFO - Epoch [77][250/3992] lr: 1.000e-06, eta: 2 days, 20:08:56, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0208, loss_cls: 0.1367, acc: 94.9590, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4022 2022-05-12 20:35:31,566 - mmdet - INFO - Epoch [77][300/3992] lr: 1.000e-06, eta: 2 days, 20:08:33, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0295, loss_cls: 0.1616, acc: 93.9785, loss_bbox: 0.2745, loss_mask: 0.0000, loss: 0.4834 2022-05-12 20:35:57,021 - mmdet - INFO - Epoch [77][350/3992] lr: 1.000e-06, eta: 2 days, 20:08:09, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0259, loss_cls: 0.1495, acc: 94.5117, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4302 2022-05-12 20:36:22,387 - mmdet - INFO - Epoch [77][400/3992] lr: 1.000e-06, eta: 2 days, 20:07:45, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0267, loss_cls: 0.1544, acc: 94.3887, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4382 2022-05-12 20:36:46,360 - mmdet - INFO - Epoch [77][450/3992] lr: 1.000e-06, eta: 2 days, 20:07:19, time: 0.479, data_time: 0.010, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0176, loss_cls: 0.1165, acc: 95.6309, loss_bbox: 0.1967, loss_mask: 0.0000, loss: 0.3432 2022-05-12 20:37:11,649 - mmdet - INFO - Epoch [77][500/3992] lr: 1.000e-06, eta: 2 days, 20:06:55, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0244, loss_cls: 0.1459, acc: 94.4746, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4320 2022-05-12 20:37:37,131 - mmdet - INFO - Epoch [77][550/3992] lr: 1.000e-06, eta: 2 days, 20:06:32, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0271, loss_cls: 0.1559, acc: 94.0488, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4470 2022-05-12 20:38:01,427 - mmdet - INFO - Epoch [77][600/3992] lr: 1.000e-06, eta: 2 days, 20:06:06, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0258, loss_cls: 0.1397, acc: 94.8125, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4049 2022-05-12 20:38:25,232 - mmdet - INFO - Epoch [77][650/3992] lr: 1.000e-06, eta: 2 days, 20:05:40, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0255, loss_cls: 0.1462, acc: 94.7676, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4197 2022-05-12 20:38:50,100 - mmdet - INFO - Epoch [77][700/3992] lr: 1.000e-06, eta: 2 days, 20:05:15, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0267, loss_cls: 0.1488, acc: 94.5352, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4378 2022-05-12 20:39:15,703 - mmdet - INFO - Epoch [77][750/3992] lr: 1.000e-06, eta: 2 days, 20:04:51, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0229, loss_cls: 0.1455, acc: 94.6270, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4326 2022-05-12 20:39:40,045 - mmdet - INFO - Epoch [77][800/3992] lr: 1.000e-06, eta: 2 days, 20:04:26, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0270, loss_cls: 0.1375, acc: 94.7070, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4215 2022-05-12 20:40:04,635 - mmdet - INFO - Epoch [77][850/3992] lr: 1.000e-06, eta: 2 days, 20:04:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0247, loss_cls: 0.1372, acc: 95.0059, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3975 2022-05-12 20:40:30,332 - mmdet - INFO - Epoch [77][900/3992] lr: 1.000e-06, eta: 2 days, 20:03:37, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0256, loss_cls: 0.1536, acc: 94.4531, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4381 2022-05-12 20:40:55,538 - mmdet - INFO - Epoch [77][950/3992] lr: 1.000e-06, eta: 2 days, 20:03:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0231, loss_rpn_bbox: 0.0300, loss_cls: 0.1615, acc: 94.1641, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4775 2022-05-12 20:41:19,854 - mmdet - INFO - Epoch [77][1000/3992] lr: 1.000e-06, eta: 2 days, 20:02:48, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0253, loss_cls: 0.1430, acc: 94.6973, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4242 2022-05-12 20:41:44,928 - mmdet - INFO - Epoch [77][1050/3992] lr: 1.000e-06, eta: 2 days, 20:02:23, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0249, loss_cls: 0.1321, acc: 95.0449, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.3967 2022-05-12 20:42:10,091 - mmdet - INFO - Epoch [77][1100/3992] lr: 1.000e-06, eta: 2 days, 20:01:59, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0213, loss_cls: 0.1278, acc: 95.2773, loss_bbox: 0.2155, loss_mask: 0.0000, loss: 0.3767 2022-05-12 20:42:35,196 - mmdet - INFO - Epoch [77][1150/3992] lr: 1.000e-06, eta: 2 days, 20:01:35, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0258, loss_cls: 0.1375, acc: 94.8027, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4172 2022-05-12 20:43:00,972 - mmdet - INFO - Epoch [77][1200/3992] lr: 1.000e-06, eta: 2 days, 20:01:12, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0252, loss_cls: 0.1458, acc: 94.6758, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4328 2022-05-12 20:43:26,301 - mmdet - INFO - Epoch [77][1250/3992] lr: 1.000e-06, eta: 2 days, 20:00:48, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0219, loss_cls: 0.1372, acc: 94.9004, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4026 2022-05-12 20:43:52,745 - mmdet - INFO - Epoch [77][1300/3992] lr: 1.000e-06, eta: 2 days, 20:00:26, time: 0.529, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0302, loss_cls: 0.1594, acc: 94.0547, loss_bbox: 0.2776, loss_mask: 0.0000, loss: 0.4792 2022-05-12 20:44:17,787 - mmdet - INFO - Epoch [77][1350/3992] lr: 1.000e-06, eta: 2 days, 20:00:01, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0236, loss_cls: 0.1334, acc: 94.9746, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.3992 2022-05-12 20:44:43,453 - mmdet - INFO - Epoch [77][1400/3992] lr: 1.000e-06, eta: 2 days, 19:59:38, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0242, loss_cls: 0.1311, acc: 95.1367, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3975 2022-05-12 20:45:08,890 - mmdet - INFO - Epoch [77][1450/3992] lr: 1.000e-06, eta: 2 days, 19:59:14, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0306, loss_cls: 0.1548, acc: 94.2559, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4543 2022-05-12 20:45:34,472 - mmdet - INFO - Epoch [77][1500/3992] lr: 1.000e-06, eta: 2 days, 19:58:51, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0258, loss_cls: 0.1568, acc: 94.2852, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4472 2022-05-12 20:45:59,041 - mmdet - INFO - Epoch [77][1550/3992] lr: 1.000e-06, eta: 2 days, 19:58:25, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0246, loss_cls: 0.1390, acc: 94.8789, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4145 2022-05-12 20:46:24,372 - mmdet - INFO - Epoch [77][1600/3992] lr: 1.000e-06, eta: 2 days, 19:58:01, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0307, loss_cls: 0.1526, acc: 94.3301, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4516 2022-05-12 20:46:49,739 - mmdet - INFO - Epoch [77][1650/3992] lr: 1.000e-06, eta: 2 days, 19:57:38, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0248, loss_cls: 0.1450, acc: 94.5547, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4299 2022-05-12 20:47:14,450 - mmdet - INFO - Epoch [77][1700/3992] lr: 1.000e-06, eta: 2 days, 19:57:13, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0232, loss_cls: 0.1420, acc: 94.7949, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4170 2022-05-12 20:47:39,690 - mmdet - INFO - Epoch [77][1750/3992] lr: 1.000e-06, eta: 2 days, 19:56:49, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0236, loss_cls: 0.1415, acc: 94.4961, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4233 2022-05-12 20:48:05,131 - mmdet - INFO - Epoch [77][1800/3992] lr: 1.000e-06, eta: 2 days, 19:56:25, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0249, loss_cls: 0.1537, acc: 94.3438, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4446 2022-05-12 20:48:30,479 - mmdet - INFO - Epoch [77][1850/3992] lr: 1.000e-06, eta: 2 days, 19:56:01, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0269, loss_cls: 0.1471, acc: 94.4922, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4381 2022-05-12 20:48:55,991 - mmdet - INFO - Epoch [77][1900/3992] lr: 1.000e-06, eta: 2 days, 19:55:37, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0240, loss_cls: 0.1495, acc: 94.5703, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4217 2022-05-12 20:49:20,983 - mmdet - INFO - Epoch [77][1950/3992] lr: 1.000e-06, eta: 2 days, 19:55:13, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0228, loss_cls: 0.1257, acc: 95.2012, loss_bbox: 0.2124, loss_mask: 0.0000, loss: 0.3705 2022-05-12 20:49:46,331 - mmdet - INFO - Epoch [77][2000/3992] lr: 1.000e-06, eta: 2 days, 19:54:49, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0296, loss_cls: 0.1614, acc: 94.1465, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4708 2022-05-12 20:50:10,293 - mmdet - INFO - Epoch [77][2050/3992] lr: 1.000e-06, eta: 2 days, 19:54:23, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0271, loss_cls: 0.1548, acc: 94.5957, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4477 2022-05-12 20:50:34,636 - mmdet - INFO - Epoch [77][2100/3992] lr: 1.000e-06, eta: 2 days, 19:53:57, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0260, loss_cls: 0.1372, acc: 94.7617, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4068 2022-05-12 20:50:59,213 - mmdet - INFO - Epoch [77][2150/3992] lr: 1.000e-06, eta: 2 days, 19:53:32, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0251, loss_cls: 0.1494, acc: 94.4434, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4345 2022-05-12 20:51:24,583 - mmdet - INFO - Epoch [77][2200/3992] lr: 1.000e-06, eta: 2 days, 19:53:08, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0272, loss_cls: 0.1506, acc: 94.3184, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4595 2022-05-12 20:51:49,601 - mmdet - INFO - Epoch [77][2250/3992] lr: 1.000e-06, eta: 2 days, 19:52:44, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1426, acc: 94.6816, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4139 2022-05-12 20:52:14,566 - mmdet - INFO - Epoch [77][2300/3992] lr: 1.000e-06, eta: 2 days, 19:52:19, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0237, loss_cls: 0.1302, acc: 95.1816, loss_bbox: 0.2116, loss_mask: 0.0000, loss: 0.3780 2022-05-12 20:52:40,116 - mmdet - INFO - Epoch [77][2350/3992] lr: 1.000e-06, eta: 2 days, 19:51:56, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0258, loss_cls: 0.1422, acc: 94.5781, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4137 2022-05-12 20:53:05,137 - mmdet - INFO - Epoch [77][2400/3992] lr: 1.000e-06, eta: 2 days, 19:51:31, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0256, loss_cls: 0.1455, acc: 94.6172, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4266 2022-05-12 20:53:29,149 - mmdet - INFO - Epoch [77][2450/3992] lr: 1.000e-06, eta: 2 days, 19:51:05, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0256, loss_cls: 0.1596, acc: 94.1406, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4473 2022-05-12 20:53:55,431 - mmdet - INFO - Epoch [77][2500/3992] lr: 1.000e-06, eta: 2 days, 19:50:43, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0268, loss_cls: 0.1472, acc: 94.3262, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4486 2022-05-12 20:54:19,699 - mmdet - INFO - Epoch [77][2550/3992] lr: 1.000e-06, eta: 2 days, 19:50:17, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0242, loss_cls: 0.1373, acc: 94.9961, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4069 2022-05-12 20:54:44,960 - mmdet - INFO - Epoch [77][2600/3992] lr: 1.000e-06, eta: 2 days, 19:49:53, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0268, loss_cls: 0.1433, acc: 94.8164, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4241 2022-05-12 20:55:10,669 - mmdet - INFO - Epoch [77][2650/3992] lr: 1.000e-06, eta: 2 days, 19:49:30, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0263, loss_cls: 0.1393, acc: 94.8516, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4202 2022-05-12 20:55:36,713 - mmdet - INFO - Epoch [77][2700/3992] lr: 1.000e-06, eta: 2 days, 19:49:07, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0305, loss_cls: 0.1665, acc: 93.7910, loss_bbox: 0.2862, loss_mask: 0.0000, loss: 0.4970 2022-05-12 20:56:02,530 - mmdet - INFO - Epoch [77][2750/3992] lr: 1.000e-06, eta: 2 days, 19:48:44, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0302, loss_cls: 0.1398, acc: 94.5742, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4360 2022-05-12 20:56:27,585 - mmdet - INFO - Epoch [77][2800/3992] lr: 1.000e-06, eta: 2 days, 19:48:19, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0263, loss_cls: 0.1395, acc: 94.9043, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4101 2022-05-12 20:56:52,470 - mmdet - INFO - Epoch [77][2850/3992] lr: 1.000e-06, eta: 2 days, 19:47:55, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0269, loss_cls: 0.1438, acc: 94.7109, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4297 2022-05-12 20:57:17,299 - mmdet - INFO - Epoch [77][2900/3992] lr: 1.000e-06, eta: 2 days, 19:47:30, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0284, loss_cls: 0.1575, acc: 94.0215, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4608 2022-05-12 20:57:43,074 - mmdet - INFO - Epoch [77][2950/3992] lr: 1.000e-06, eta: 2 days, 19:47:07, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0275, loss_cls: 0.1390, acc: 94.8047, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4177 2022-05-12 20:58:07,365 - mmdet - INFO - Epoch [77][3000/3992] lr: 1.000e-06, eta: 2 days, 19:46:41, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0256, loss_cls: 0.1401, acc: 94.9043, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4143 2022-05-12 20:58:32,353 - mmdet - INFO - Epoch [77][3050/3992] lr: 1.000e-06, eta: 2 days, 19:46:17, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0293, loss_cls: 0.1493, acc: 94.3750, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4538 2022-05-12 20:58:57,497 - mmdet - INFO - Epoch [77][3100/3992] lr: 1.000e-06, eta: 2 days, 19:45:52, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0249, loss_cls: 0.1427, acc: 94.7246, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4200 2022-05-12 20:59:22,609 - mmdet - INFO - Epoch [77][3150/3992] lr: 1.000e-06, eta: 2 days, 19:45:28, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0269, loss_cls: 0.1380, acc: 94.7363, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4301 2022-05-12 20:59:47,505 - mmdet - INFO - Epoch [77][3200/3992] lr: 1.000e-06, eta: 2 days, 19:45:04, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0287, loss_cls: 0.1568, acc: 94.2441, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4535 2022-05-12 21:00:13,085 - mmdet - INFO - Epoch [77][3250/3992] lr: 1.000e-06, eta: 2 days, 19:44:40, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0232, loss_cls: 0.1366, acc: 94.9609, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4092 2022-05-12 21:00:38,006 - mmdet - INFO - Epoch [77][3300/3992] lr: 1.000e-06, eta: 2 days, 19:44:15, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0310, loss_cls: 0.1522, acc: 94.3477, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4588 2022-05-12 21:01:03,251 - mmdet - INFO - Epoch [77][3350/3992] lr: 1.000e-06, eta: 2 days, 19:43:51, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0265, loss_cls: 0.1585, acc: 94.2500, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4596 2022-05-12 21:01:27,979 - mmdet - INFO - Epoch [77][3400/3992] lr: 1.000e-06, eta: 2 days, 19:43:26, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0277, loss_cls: 0.1589, acc: 94.1582, loss_bbox: 0.2707, loss_mask: 0.0000, loss: 0.4710 2022-05-12 21:01:53,236 - mmdet - INFO - Epoch [77][3450/3992] lr: 1.000e-06, eta: 2 days, 19:43:02, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0232, loss_cls: 0.1497, acc: 94.5078, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4132 2022-05-12 21:02:19,528 - mmdet - INFO - Epoch [77][3500/3992] lr: 1.000e-06, eta: 2 days, 19:42:40, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0292, loss_cls: 0.1551, acc: 94.3145, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4514 2022-05-12 21:02:44,999 - mmdet - INFO - Epoch [77][3550/3992] lr: 1.000e-06, eta: 2 days, 19:42:16, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0237, loss_cls: 0.1435, acc: 94.7207, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4130 2022-05-12 21:03:09,950 - mmdet - INFO - Epoch [77][3600/3992] lr: 1.000e-06, eta: 2 days, 19:41:52, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0252, loss_cls: 0.1397, acc: 94.6289, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4285 2022-05-12 21:03:35,083 - mmdet - INFO - Epoch [77][3650/3992] lr: 1.000e-06, eta: 2 days, 19:41:27, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0256, loss_cls: 0.1443, acc: 94.8281, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4211 2022-05-12 21:03:59,496 - mmdet - INFO - Epoch [77][3700/3992] lr: 1.000e-06, eta: 2 days, 19:41:02, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0246, loss_cls: 0.1444, acc: 94.5371, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4289 2022-05-12 21:04:24,997 - mmdet - INFO - Epoch [77][3750/3992] lr: 1.000e-06, eta: 2 days, 19:40:38, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0290, loss_cls: 0.1658, acc: 93.8906, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4782 2022-05-12 21:04:49,599 - mmdet - INFO - Epoch [77][3800/3992] lr: 1.000e-06, eta: 2 days, 19:40:13, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0281, loss_cls: 0.1693, acc: 93.8652, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4730 2022-05-12 21:05:15,479 - mmdet - INFO - Epoch [77][3850/3992] lr: 1.000e-06, eta: 2 days, 19:39:50, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0260, loss_cls: 0.1594, acc: 94.1777, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4566 2022-05-12 21:05:40,292 - mmdet - INFO - Epoch [77][3900/3992] lr: 1.000e-06, eta: 2 days, 19:39:25, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0270, loss_cls: 0.1460, acc: 94.6348, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4411 2022-05-12 21:06:04,668 - mmdet - INFO - Epoch [77][3950/3992] lr: 1.000e-06, eta: 2 days, 19:39:00, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0238, loss_cls: 0.1315, acc: 95.1230, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4030 2022-05-12 21:06:26,084 - mmdet - INFO - Saving checkpoint at 77 epochs 2022-05-12 21:12:05,167 - mmdet - INFO - Evaluating bbox... 2022-05-12 21:12:21,139 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.110 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-12 21:12:21,144 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.480 | pillow | 0.057 | box | 0.021 | | garbage_bin | 0.351 | cabinet | 0.043 | drawer | 0.058 | | shelf | 0.112 | kitchen_counter | 0.165 | kitchen_cabinet | 0.204 | | cpu | 0.027 | bench | 0.164 | file_cabinet | 0.080 | | whiteboard | 0.147 | lamp | 0.177 | endtable | 0.133 | | bookshelf | 0.233 | coffee_table | 0.206 | dresser | 0.177 | | paper | 0.009 | printer | 0.210 | monitor | 0.222 | | back_pack | 0.064 | night_stand | 0.291 | door | 0.090 | | picture | 0.045 | ottoman | 0.194 | stool | 0.229 | | outlet | 0.000 | towel | 0.069 | tray | 0.013 | | bag | 0.018 | stove | 0.103 | bathtub | 0.432 | | scanner | 0.209 | cubby | 0.020 | mirror | 0.024 | | bottle | 0.006 | rack | 0.019 | cup | 0.077 | | thermos | 0.002 | island | 0.109 | counter | 0.039 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.194 | | cart | 0.091 | tv_stand | 0.105 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.340 | | sofa | 0.417 | plant | 0.038 | bed | 0.605 | | dining_table | 0.008 | toilet | 0.535 | tv | 0.254 | | laptop | 0.103 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.032 | microwave | 0.246 | | oven | 0.010 | paper_towel_dispenser | 0.236 | sink | 0.167 | | fridge | 0.176 | book | 0.008 | clock | 0.076 | | vase | 0.045 | fire_extinguisher | 0.006 | blinds | 0.013 | | podium | 0.194 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:21,147 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.212 | table | 0.458 | desk | 0.203 | | sofa_chair | 0.672 | pillow | 0.142 | box | 0.051 | | garbage_bin | 0.610 | cabinet | 0.081 | drawer | 0.093 | | shelf | 0.222 | kitchen_counter | 0.280 | kitchen_cabinet | 0.331 | | cpu | 0.075 | bench | 0.306 | file_cabinet | 0.113 | | whiteboard | 0.232 | lamp | 0.387 | endtable | 0.243 | | bookshelf | 0.406 | coffee_table | 0.376 | dresser | 0.272 | | paper | 0.025 | printer | 0.365 | monitor | 0.528 | | back_pack | 0.134 | night_stand | 0.516 | door | 0.134 | | picture | 0.078 | ottoman | 0.280 | stool | 0.433 | | outlet | 0.000 | towel | 0.102 | tray | 0.037 | | bag | 0.028 | stove | 0.200 | bathtub | 0.678 | | scanner | 0.316 | cubby | 0.035 | mirror | 0.049 | | bottle | 0.010 | rack | 0.029 | cup | 0.188 | | thermos | 0.002 | island | 0.146 | counter | 0.047 | | bowl | 0.090 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.325 | | cart | 0.148 | tv_stand | 0.163 | poster | 0.002 | | soap_dispenser | 0.015 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.092 | bed | 0.881 | | dining_table | 0.012 | toilet | 0.855 | tv | 0.450 | | laptop | 0.225 | mouse | 0.108 | basket | 0.000 | | keyboard | 0.245 | telephone | 0.078 | microwave | 0.466 | | oven | 0.025 | paper_towel_dispenser | 0.392 | sink | 0.481 | | fridge | 0.324 | book | 0.021 | clock | 0.115 | | vase | 0.083 | fire_extinguisher | 0.032 | blinds | 0.038 | | podium | 0.272 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:21,150 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.135 | table | 0.263 | desk | 0.084 | | sofa_chair | 0.562 | pillow | 0.036 | box | 0.010 | | garbage_bin | 0.374 | cabinet | 0.037 | drawer | 0.059 | | shelf | 0.104 | kitchen_counter | 0.163 | kitchen_cabinet | 0.223 | | cpu | 0.005 | bench | 0.145 | file_cabinet | 0.101 | | whiteboard | 0.154 | lamp | 0.131 | endtable | 0.132 | | bookshelf | 0.241 | coffee_table | 0.155 | dresser | 0.198 | | paper | 0.004 | printer | 0.176 | monitor | 0.147 | | back_pack | 0.043 | night_stand | 0.293 | door | 0.118 | | picture | 0.049 | ottoman | 0.232 | stool | 0.251 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.027 | stove | 0.097 | bathtub | 0.430 | | scanner | 0.186 | cubby | 0.014 | mirror | 0.013 | | bottle | 0.008 | rack | 0.024 | cup | 0.042 | | thermos | 0.002 | island | 0.122 | counter | 0.042 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.072 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.301 | | sofa | 0.472 | plant | 0.026 | bed | 0.702 | | dining_table | 0.010 | toilet | 0.552 | tv | 0.269 | | laptop | 0.081 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.011 | microwave | 0.227 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.083 | | fridge | 0.180 | book | 0.004 | clock | 0.099 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.002 | | podium | 0.244 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:21,150 - mmdet - INFO - Evaluating segm... 2022-05-12 21:12:38,905 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 21:12:38,909 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:38,912 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:38,916 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:12:39,224 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 21:12:39,225 - mmdet - INFO - Epoch(val) [77][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.222 0.123 0.005 0.046 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 21:13:05,848 - mmdet - INFO - Epoch [78][50/3992] lr: 1.000e-06, eta: 2 days, 19:37:44, time: 0.532, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0266, loss_cls: 0.1442, acc: 94.4688, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4173 2022-05-12 21:13:29,066 - mmdet - INFO - Epoch [78][100/3992] lr: 1.000e-06, eta: 2 days, 19:37:17, time: 0.464, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0224, loss_cls: 0.1416, acc: 94.8145, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.4008 2022-05-12 21:13:53,972 - mmdet - INFO - Epoch [78][150/3992] lr: 1.000e-06, eta: 2 days, 19:36:52, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0270, loss_cls: 0.1529, acc: 94.2812, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4546 2022-05-12 21:14:18,617 - mmdet - INFO - Epoch [78][200/3992] lr: 1.000e-06, eta: 2 days, 19:36:27, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0270, loss_cls: 0.1428, acc: 94.7617, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4295 2022-05-12 21:14:43,216 - mmdet - INFO - Epoch [78][250/3992] lr: 1.000e-06, eta: 2 days, 19:36:02, time: 0.492, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0083, loss_rpn_bbox: 0.0232, loss_cls: 0.1246, acc: 95.3047, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.3876 2022-05-12 21:15:08,356 - mmdet - INFO - Epoch [78][300/3992] lr: 1.000e-06, eta: 2 days, 19:35:38, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0200, loss_rpn_bbox: 0.0299, loss_cls: 0.1626, acc: 94.1504, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4614 2022-05-12 21:15:33,365 - mmdet - INFO - Epoch [78][350/3992] lr: 1.000e-06, eta: 2 days, 19:35:13, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0282, loss_cls: 0.1586, acc: 94.1836, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4623 2022-05-12 21:15:58,756 - mmdet - INFO - Epoch [78][400/3992] lr: 1.000e-06, eta: 2 days, 19:34:49, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0270, loss_cls: 0.1427, acc: 94.8633, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4281 2022-05-12 21:16:23,958 - mmdet - INFO - Epoch [78][450/3992] lr: 1.000e-06, eta: 2 days, 19:34:25, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0258, loss_cls: 0.1611, acc: 94.2109, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4542 2022-05-12 21:16:49,199 - mmdet - INFO - Epoch [78][500/3992] lr: 1.000e-06, eta: 2 days, 19:34:01, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0298, loss_cls: 0.1728, acc: 93.6992, loss_bbox: 0.2782, loss_mask: 0.0000, loss: 0.4959 2022-05-12 21:17:14,808 - mmdet - INFO - Epoch [78][550/3992] lr: 1.000e-06, eta: 2 days, 19:33:38, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0253, loss_cls: 0.1429, acc: 94.5137, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4353 2022-05-12 21:17:40,865 - mmdet - INFO - Epoch [78][600/3992] lr: 1.000e-06, eta: 2 days, 19:33:15, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0264, loss_cls: 0.1461, acc: 94.6836, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4251 2022-05-12 21:18:05,300 - mmdet - INFO - Epoch [78][650/3992] lr: 1.000e-06, eta: 2 days, 19:32:49, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0228, loss_cls: 0.1442, acc: 94.6797, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4201 2022-05-12 21:18:30,686 - mmdet - INFO - Epoch [78][700/3992] lr: 1.000e-06, eta: 2 days, 19:32:26, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0239, loss_cls: 0.1457, acc: 94.6074, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4220 2022-05-12 21:18:54,146 - mmdet - INFO - Epoch [78][750/3992] lr: 1.000e-06, eta: 2 days, 19:31:59, time: 0.469, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0232, loss_cls: 0.1249, acc: 95.2266, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3841 2022-05-12 21:19:18,721 - mmdet - INFO - Epoch [78][800/3992] lr: 1.000e-06, eta: 2 days, 19:31:34, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0287, loss_cls: 0.1409, acc: 94.6211, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4251 2022-05-12 21:19:44,187 - mmdet - INFO - Epoch [78][850/3992] lr: 1.000e-06, eta: 2 days, 19:31:10, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0281, loss_cls: 0.1540, acc: 94.3203, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4496 2022-05-12 21:20:10,342 - mmdet - INFO - Epoch [78][900/3992] lr: 1.000e-06, eta: 2 days, 19:30:47, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0261, loss_cls: 0.1627, acc: 93.9746, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4654 2022-05-12 21:20:34,337 - mmdet - INFO - Epoch [78][950/3992] lr: 1.000e-06, eta: 2 days, 19:30:21, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0256, loss_cls: 0.1489, acc: 94.4453, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4321 2022-05-12 21:20:59,854 - mmdet - INFO - Epoch [78][1000/3992] lr: 1.000e-06, eta: 2 days, 19:29:57, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0240, loss_cls: 0.1458, acc: 94.6914, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4199 2022-05-12 21:21:24,784 - mmdet - INFO - Epoch [78][1050/3992] lr: 1.000e-06, eta: 2 days, 19:29:33, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0221, loss_cls: 0.1356, acc: 95.1426, loss_bbox: 0.2169, loss_mask: 0.0000, loss: 0.3860 2022-05-12 21:21:50,573 - mmdet - INFO - Epoch [78][1100/3992] lr: 1.000e-06, eta: 2 days, 19:29:10, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0259, loss_cls: 0.1444, acc: 94.6484, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4327 2022-05-12 21:22:15,815 - mmdet - INFO - Epoch [78][1150/3992] lr: 1.000e-06, eta: 2 days, 19:28:46, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0255, loss_cls: 0.1532, acc: 94.2422, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4555 2022-05-12 21:22:40,716 - mmdet - INFO - Epoch [78][1200/3992] lr: 1.000e-06, eta: 2 days, 19:28:21, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0257, loss_cls: 0.1307, acc: 95.1602, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3957 2022-05-12 21:23:06,793 - mmdet - INFO - Epoch [78][1250/3992] lr: 1.000e-06, eta: 2 days, 19:27:58, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0250, loss_cls: 0.1456, acc: 94.6953, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4325 2022-05-12 21:23:32,538 - mmdet - INFO - Epoch [78][1300/3992] lr: 1.000e-06, eta: 2 days, 19:27:35, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0285, loss_cls: 0.1646, acc: 93.9531, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4675 2022-05-12 21:23:57,705 - mmdet - INFO - Epoch [78][1350/3992] lr: 1.000e-06, eta: 2 days, 19:27:11, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0286, loss_cls: 0.1444, acc: 94.4375, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4361 2022-05-12 21:24:22,484 - mmdet - INFO - Epoch [78][1400/3992] lr: 1.000e-06, eta: 2 days, 19:26:46, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0284, loss_cls: 0.1501, acc: 94.4082, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4318 2022-05-12 21:24:48,170 - mmdet - INFO - Epoch [78][1450/3992] lr: 1.000e-06, eta: 2 days, 19:26:22, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0245, loss_cls: 0.1372, acc: 94.8379, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4044 2022-05-12 21:25:12,667 - mmdet - INFO - Epoch [78][1500/3992] lr: 1.000e-06, eta: 2 days, 19:25:57, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0255, loss_cls: 0.1434, acc: 94.7617, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4154 2022-05-12 21:25:37,963 - mmdet - INFO - Epoch [78][1550/3992] lr: 1.000e-06, eta: 2 days, 19:25:33, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0263, loss_cls: 0.1516, acc: 94.4414, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4424 2022-05-12 21:26:02,893 - mmdet - INFO - Epoch [78][1600/3992] lr: 1.000e-06, eta: 2 days, 19:25:09, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0304, loss_cls: 0.1557, acc: 94.2891, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4565 2022-05-12 21:26:27,678 - mmdet - INFO - Epoch [78][1650/3992] lr: 1.000e-06, eta: 2 days, 19:24:44, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0238, loss_cls: 0.1416, acc: 94.7734, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4143 2022-05-12 21:26:53,090 - mmdet - INFO - Epoch [78][1700/3992] lr: 1.000e-06, eta: 2 days, 19:24:20, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0288, loss_cls: 0.1602, acc: 94.1699, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4597 2022-05-12 21:27:17,986 - mmdet - INFO - Epoch [78][1750/3992] lr: 1.000e-06, eta: 2 days, 19:23:55, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0282, loss_cls: 0.1491, acc: 94.5645, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4340 2022-05-12 21:27:43,769 - mmdet - INFO - Epoch [78][1800/3992] lr: 1.000e-06, eta: 2 days, 19:23:32, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0251, loss_cls: 0.1518, acc: 94.3828, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4487 2022-05-12 21:28:09,065 - mmdet - INFO - Epoch [78][1850/3992] lr: 1.000e-06, eta: 2 days, 19:23:08, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0245, loss_cls: 0.1558, acc: 94.7812, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4310 2022-05-12 21:28:34,740 - mmdet - INFO - Epoch [78][1900/3992] lr: 1.000e-06, eta: 2 days, 19:22:45, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0283, loss_cls: 0.1624, acc: 94.0352, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4641 2022-05-12 21:28:59,730 - mmdet - INFO - Epoch [78][1950/3992] lr: 1.000e-06, eta: 2 days, 19:22:20, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0242, loss_cls: 0.1408, acc: 94.8516, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.4059 2022-05-12 21:29:23,869 - mmdet - INFO - Epoch [78][2000/3992] lr: 1.000e-06, eta: 2 days, 19:21:54, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0220, loss_cls: 0.1475, acc: 94.7344, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4209 2022-05-12 21:29:49,478 - mmdet - INFO - Epoch [78][2050/3992] lr: 1.000e-06, eta: 2 days, 19:21:31, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0288, loss_cls: 0.1577, acc: 94.0039, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4654 2022-05-12 21:30:15,947 - mmdet - INFO - Epoch [78][2100/3992] lr: 1.000e-06, eta: 2 days, 19:21:09, time: 0.529, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0248, loss_cls: 0.1502, acc: 94.5195, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4399 2022-05-12 21:30:42,559 - mmdet - INFO - Epoch [78][2150/3992] lr: 1.000e-06, eta: 2 days, 19:20:47, time: 0.532, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0256, loss_cls: 0.1527, acc: 94.2402, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4547 2022-05-12 21:31:07,418 - mmdet - INFO - Epoch [78][2200/3992] lr: 1.000e-06, eta: 2 days, 19:20:22, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0262, loss_cls: 0.1585, acc: 94.2949, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4608 2022-05-12 21:31:33,795 - mmdet - INFO - Epoch [78][2250/3992] lr: 1.000e-06, eta: 2 days, 19:20:00, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0276, loss_cls: 0.1556, acc: 94.2754, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4597 2022-05-12 21:31:59,449 - mmdet - INFO - Epoch [78][2300/3992] lr: 1.000e-06, eta: 2 days, 19:19:36, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0272, loss_cls: 0.1552, acc: 94.2578, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4582 2022-05-12 21:32:25,346 - mmdet - INFO - Epoch [78][2350/3992] lr: 1.000e-06, eta: 2 days, 19:19:13, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0274, loss_cls: 0.1356, acc: 94.9414, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4158 2022-05-12 21:32:50,468 - mmdet - INFO - Epoch [78][2400/3992] lr: 1.000e-06, eta: 2 days, 19:18:49, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0202, loss_cls: 0.1207, acc: 95.2695, loss_bbox: 0.2195, loss_mask: 0.0000, loss: 0.3709 2022-05-12 21:33:16,022 - mmdet - INFO - Epoch [78][2450/3992] lr: 1.000e-06, eta: 2 days, 19:18:25, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0290, loss_cls: 0.1581, acc: 93.9980, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4561 2022-05-12 21:33:41,187 - mmdet - INFO - Epoch [78][2500/3992] lr: 1.000e-06, eta: 2 days, 19:18:01, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0231, loss_cls: 0.1442, acc: 94.5820, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4227 2022-05-12 21:34:06,658 - mmdet - INFO - Epoch [78][2550/3992] lr: 1.000e-06, eta: 2 days, 19:17:37, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0222, loss_cls: 0.1338, acc: 95.0254, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3898 2022-05-12 21:34:31,203 - mmdet - INFO - Epoch [78][2600/3992] lr: 1.000e-06, eta: 2 days, 19:17:12, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0258, loss_cls: 0.1503, acc: 94.4141, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4465 2022-05-12 21:34:55,909 - mmdet - INFO - Epoch [78][2650/3992] lr: 1.000e-06, eta: 2 days, 19:16:47, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0278, loss_cls: 0.1491, acc: 94.5137, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4504 2022-05-12 21:35:20,297 - mmdet - INFO - Epoch [78][2700/3992] lr: 1.000e-06, eta: 2 days, 19:16:22, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0262, loss_cls: 0.1706, acc: 93.7539, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4738 2022-05-12 21:35:46,604 - mmdet - INFO - Epoch [78][2750/3992] lr: 1.000e-06, eta: 2 days, 19:15:59, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0233, loss_cls: 0.1369, acc: 94.9668, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4006 2022-05-12 21:36:12,716 - mmdet - INFO - Epoch [78][2800/3992] lr: 1.000e-06, eta: 2 days, 19:15:37, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0263, loss_cls: 0.1533, acc: 94.3320, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4456 2022-05-12 21:36:37,262 - mmdet - INFO - Epoch [78][2850/3992] lr: 1.000e-06, eta: 2 days, 19:15:11, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0243, loss_cls: 0.1391, acc: 94.8789, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.4052 2022-05-12 21:37:02,624 - mmdet - INFO - Epoch [78][2900/3992] lr: 1.000e-06, eta: 2 days, 19:14:48, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0300, loss_cls: 0.1532, acc: 94.1133, loss_bbox: 0.2704, loss_mask: 0.0000, loss: 0.4678 2022-05-12 21:37:26,924 - mmdet - INFO - Epoch [78][2950/3992] lr: 1.000e-06, eta: 2 days, 19:14:22, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0269, loss_cls: 0.1463, acc: 94.4844, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4257 2022-05-12 21:37:52,178 - mmdet - INFO - Epoch [78][3000/3992] lr: 1.000e-06, eta: 2 days, 19:13:58, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0304, loss_cls: 0.1664, acc: 93.8711, loss_bbox: 0.2698, loss_mask: 0.0000, loss: 0.4797 2022-05-12 21:38:18,333 - mmdet - INFO - Epoch [78][3050/3992] lr: 1.000e-06, eta: 2 days, 19:13:35, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0220, loss_cls: 0.1337, acc: 95.0039, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.3967 2022-05-12 21:38:44,246 - mmdet - INFO - Epoch [78][3100/3992] lr: 1.000e-06, eta: 2 days, 19:13:12, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0262, loss_cls: 0.1289, acc: 95.1973, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.3957 2022-05-12 21:39:09,761 - mmdet - INFO - Epoch [78][3150/3992] lr: 1.000e-06, eta: 2 days, 19:12:49, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0235, loss_cls: 0.1415, acc: 94.6641, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4178 2022-05-12 21:39:35,860 - mmdet - INFO - Epoch [78][3200/3992] lr: 1.000e-06, eta: 2 days, 19:12:26, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0286, loss_cls: 0.1531, acc: 94.3789, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4618 2022-05-12 21:40:00,240 - mmdet - INFO - Epoch [78][3250/3992] lr: 1.000e-06, eta: 2 days, 19:12:00, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0253, loss_cls: 0.1363, acc: 94.9023, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4089 2022-05-12 21:40:24,739 - mmdet - INFO - Epoch [78][3300/3992] lr: 1.000e-06, eta: 2 days, 19:11:35, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0291, loss_cls: 0.1558, acc: 94.3398, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4511 2022-05-12 21:40:49,327 - mmdet - INFO - Epoch [78][3350/3992] lr: 1.000e-06, eta: 2 days, 19:11:10, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0252, loss_cls: 0.1483, acc: 94.5566, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4324 2022-05-12 21:41:14,160 - mmdet - INFO - Epoch [78][3400/3992] lr: 1.000e-06, eta: 2 days, 19:10:45, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0195, loss_cls: 0.1371, acc: 95.0234, loss_bbox: 0.2169, loss_mask: 0.0000, loss: 0.3830 2022-05-12 21:41:38,708 - mmdet - INFO - Epoch [78][3450/3992] lr: 1.000e-06, eta: 2 days, 19:10:20, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0233, loss_cls: 0.1347, acc: 94.9492, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4027 2022-05-12 21:42:03,668 - mmdet - INFO - Epoch [78][3500/3992] lr: 1.000e-06, eta: 2 days, 19:09:55, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0213, loss_cls: 0.1353, acc: 94.8984, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4003 2022-05-12 21:42:27,525 - mmdet - INFO - Epoch [78][3550/3992] lr: 1.000e-06, eta: 2 days, 19:09:29, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0296, loss_cls: 0.1622, acc: 94.2422, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4646 2022-05-12 21:42:52,355 - mmdet - INFO - Epoch [78][3600/3992] lr: 1.000e-06, eta: 2 days, 19:09:04, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0258, loss_cls: 0.1453, acc: 94.5703, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4266 2022-05-12 21:43:17,936 - mmdet - INFO - Epoch [78][3650/3992] lr: 1.000e-06, eta: 2 days, 19:08:41, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0244, loss_cls: 0.1508, acc: 94.4453, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4348 2022-05-12 21:43:42,644 - mmdet - INFO - Epoch [78][3700/3992] lr: 1.000e-06, eta: 2 days, 19:08:16, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0265, loss_cls: 0.1433, acc: 94.8301, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4178 2022-05-12 21:44:07,446 - mmdet - INFO - Epoch [78][3750/3992] lr: 1.000e-06, eta: 2 days, 19:07:51, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0262, loss_cls: 0.1531, acc: 94.4004, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4520 2022-05-12 21:44:31,782 - mmdet - INFO - Epoch [78][3800/3992] lr: 1.000e-06, eta: 2 days, 19:07:26, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0218, loss_cls: 0.1324, acc: 95.1543, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3870 2022-05-12 21:44:56,387 - mmdet - INFO - Epoch [78][3850/3992] lr: 1.000e-06, eta: 2 days, 19:07:00, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0266, loss_cls: 0.1538, acc: 94.2500, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4443 2022-05-12 21:45:21,856 - mmdet - INFO - Epoch [78][3900/3992] lr: 1.000e-06, eta: 2 days, 19:06:37, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0250, loss_cls: 0.1443, acc: 94.6895, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4259 2022-05-12 21:45:45,697 - mmdet - INFO - Epoch [78][3950/3992] lr: 1.000e-06, eta: 2 days, 19:06:10, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0233, loss_cls: 0.1449, acc: 94.5508, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4276 2022-05-12 21:46:06,060 - mmdet - INFO - Saving checkpoint at 78 epochs 2022-05-12 21:51:46,123 - mmdet - INFO - Evaluating bbox... 2022-05-12 21:52:02,776 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.030 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-12 21:52:02,780 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.113 | table | 0.256 | desk | 0.097 | | sofa_chair | 0.481 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.350 | cabinet | 0.041 | drawer | 0.058 | | shelf | 0.108 | kitchen_counter | 0.167 | kitchen_cabinet | 0.202 | | cpu | 0.028 | bench | 0.167 | file_cabinet | 0.083 | | whiteboard | 0.143 | lamp | 0.174 | endtable | 0.134 | | bookshelf | 0.226 | coffee_table | 0.200 | dresser | 0.175 | | paper | 0.008 | printer | 0.214 | monitor | 0.221 | | back_pack | 0.060 | night_stand | 0.296 | door | 0.090 | | picture | 0.047 | ottoman | 0.189 | stool | 0.225 | | outlet | 0.000 | towel | 0.074 | tray | 0.013 | | bag | 0.021 | stove | 0.102 | bathtub | 0.429 | | scanner | 0.222 | cubby | 0.019 | mirror | 0.017 | | bottle | 0.006 | rack | 0.017 | cup | 0.076 | | thermos | 0.002 | island | 0.097 | counter | 0.036 | | bowl | 0.058 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.197 | | cart | 0.097 | tv_stand | 0.111 | poster | 0.000 | | soap_dispenser | 0.011 | toy | nan | chair | 0.339 | | sofa | 0.418 | plant | 0.038 | bed | 0.607 | | dining_table | 0.009 | toilet | 0.524 | tv | 0.260 | | laptop | 0.113 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.032 | microwave | 0.237 | | oven | 0.017 | paper_towel_dispenser | 0.285 | sink | 0.167 | | fridge | 0.170 | book | 0.009 | clock | 0.083 | | vase | 0.039 | fire_extinguisher | 0.013 | blinds | 0.014 | | podium | 0.192 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:02,784 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.228 | table | 0.458 | desk | 0.201 | | sofa_chair | 0.671 | pillow | 0.142 | box | 0.049 | | garbage_bin | 0.616 | cabinet | 0.080 | drawer | 0.092 | | shelf | 0.221 | kitchen_counter | 0.290 | kitchen_cabinet | 0.334 | | cpu | 0.078 | bench | 0.302 | file_cabinet | 0.117 | | whiteboard | 0.227 | lamp | 0.383 | endtable | 0.241 | | bookshelf | 0.400 | coffee_table | 0.372 | dresser | 0.268 | | paper | 0.024 | printer | 0.366 | monitor | 0.523 | | back_pack | 0.126 | night_stand | 0.522 | door | 0.131 | | picture | 0.082 | ottoman | 0.276 | stool | 0.436 | | outlet | 0.000 | towel | 0.109 | tray | 0.039 | | bag | 0.028 | stove | 0.200 | bathtub | 0.673 | | scanner | 0.317 | cubby | 0.032 | mirror | 0.041 | | bottle | 0.009 | rack | 0.025 | cup | 0.184 | | thermos | 0.002 | island | 0.130 | counter | 0.044 | | bowl | 0.089 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.318 | | cart | 0.157 | tv_stand | 0.177 | poster | 0.001 | | soap_dispenser | 0.016 | toy | nan | chair | 0.687 | | sofa | 0.614 | plant | 0.095 | bed | 0.881 | | dining_table | 0.012 | toilet | 0.848 | tv | 0.458 | | laptop | 0.235 | mouse | 0.109 | basket | 0.000 | | keyboard | 0.244 | telephone | 0.075 | microwave | 0.478 | | oven | 0.035 | paper_towel_dispenser | 0.446 | sink | 0.477 | | fridge | 0.310 | book | 0.023 | clock | 0.124 | | vase | 0.077 | fire_extinguisher | 0.103 | blinds | 0.042 | | podium | 0.268 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:02,787 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.124 | table | 0.255 | desk | 0.081 | | sofa_chair | 0.556 | pillow | 0.035 | box | 0.015 | | garbage_bin | 0.369 | cabinet | 0.036 | drawer | 0.059 | | shelf | 0.100 | kitchen_counter | 0.157 | kitchen_cabinet | 0.225 | | cpu | 0.005 | bench | 0.152 | file_cabinet | 0.102 | | whiteboard | 0.152 | lamp | 0.135 | endtable | 0.133 | | bookshelf | 0.214 | coffee_table | 0.152 | dresser | 0.209 | | paper | 0.003 | printer | 0.220 | monitor | 0.151 | | back_pack | 0.041 | night_stand | 0.303 | door | 0.119 | | picture | 0.052 | ottoman | 0.228 | stool | 0.233 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.025 | stove | 0.072 | bathtub | 0.459 | | scanner | 0.207 | cubby | 0.013 | mirror | 0.010 | | bottle | 0.008 | rack | 0.022 | cup | 0.045 | | thermos | 0.002 | island | 0.108 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.100 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.299 | | sofa | 0.483 | plant | 0.029 | bed | 0.703 | | dining_table | 0.010 | toilet | 0.551 | tv | 0.272 | | laptop | 0.107 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.018 | microwave | 0.168 | | oven | 0.014 | paper_towel_dispenser | 0.287 | sink | 0.079 | | fridge | 0.148 | book | 0.004 | clock | 0.124 | | vase | 0.040 | fire_extinguisher | 0.000 | blinds | 0.001 | | podium | 0.247 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:02,787 - mmdet - INFO - Evaluating segm... 2022-05-12 21:52:20,882 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 21:52:20,886 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:20,890 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:20,893 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 21:52:21,205 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 21:52:21,205 - mmdet - INFO - Epoch(val) [78][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.223 0.124 0.006 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 21:52:48,156 - mmdet - INFO - Epoch [79][50/3992] lr: 1.000e-06, eta: 2 days, 19:04:56, time: 0.539, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0247, loss_cls: 0.1451, acc: 94.5117, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4262 2022-05-12 21:53:13,016 - mmdet - INFO - Epoch [79][100/3992] lr: 1.000e-06, eta: 2 days, 19:04:31, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0261, loss_cls: 0.1375, acc: 94.8301, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4186 2022-05-12 21:53:39,158 - mmdet - INFO - Epoch [79][150/3992] lr: 1.000e-06, eta: 2 days, 19:04:08, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0343, loss_cls: 0.1710, acc: 93.5625, loss_bbox: 0.2671, loss_mask: 0.0000, loss: 0.4871 2022-05-12 21:54:03,425 - mmdet - INFO - Epoch [79][200/3992] lr: 1.000e-06, eta: 2 days, 19:03:43, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0276, loss_cls: 0.1509, acc: 94.6426, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4361 2022-05-12 21:54:28,613 - mmdet - INFO - Epoch [79][250/3992] lr: 1.000e-06, eta: 2 days, 19:03:18, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0231, loss_cls: 0.1489, acc: 94.6191, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4287 2022-05-12 21:54:53,559 - mmdet - INFO - Epoch [79][300/3992] lr: 1.000e-06, eta: 2 days, 19:02:54, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0269, loss_cls: 0.1666, acc: 93.7637, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4758 2022-05-12 21:55:19,457 - mmdet - INFO - Epoch [79][350/3992] lr: 1.000e-06, eta: 2 days, 19:02:31, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0241, loss_cls: 0.1469, acc: 94.5430, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4260 2022-05-12 21:55:43,407 - mmdet - INFO - Epoch [79][400/3992] lr: 1.000e-06, eta: 2 days, 19:02:05, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0232, loss_cls: 0.1418, acc: 94.6953, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4179 2022-05-12 21:56:08,969 - mmdet - INFO - Epoch [79][450/3992] lr: 1.000e-06, eta: 2 days, 19:01:41, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0225, loss_cls: 0.1219, acc: 95.4297, loss_bbox: 0.2096, loss_mask: 0.0000, loss: 0.3640 2022-05-12 21:56:33,607 - mmdet - INFO - Epoch [79][500/3992] lr: 1.000e-06, eta: 2 days, 19:01:16, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0263, loss_cls: 0.1467, acc: 94.4375, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4442 2022-05-12 21:56:58,556 - mmdet - INFO - Epoch [79][550/3992] lr: 1.000e-06, eta: 2 days, 19:00:51, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0256, loss_cls: 0.1460, acc: 94.5508, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4260 2022-05-12 21:57:23,185 - mmdet - INFO - Epoch [79][600/3992] lr: 1.000e-06, eta: 2 days, 19:00:26, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0272, loss_cls: 0.1546, acc: 94.3730, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4463 2022-05-12 21:57:47,984 - mmdet - INFO - Epoch [79][650/3992] lr: 1.000e-06, eta: 2 days, 19:00:02, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0261, loss_cls: 0.1454, acc: 94.3633, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4388 2022-05-12 21:58:13,550 - mmdet - INFO - Epoch [79][700/3992] lr: 1.000e-06, eta: 2 days, 18:59:38, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1526, acc: 94.3711, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4467 2022-05-12 21:58:38,256 - mmdet - INFO - Epoch [79][750/3992] lr: 1.000e-06, eta: 2 days, 18:59:13, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0246, loss_cls: 0.1400, acc: 94.8301, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4151 2022-05-12 21:59:02,146 - mmdet - INFO - Epoch [79][800/3992] lr: 1.000e-06, eta: 2 days, 18:58:47, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0262, loss_cls: 0.1457, acc: 94.3867, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4325 2022-05-12 21:59:26,812 - mmdet - INFO - Epoch [79][850/3992] lr: 1.000e-06, eta: 2 days, 18:58:22, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0269, loss_cls: 0.1285, acc: 95.2480, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.3941 2022-05-12 21:59:51,894 - mmdet - INFO - Epoch [79][900/3992] lr: 1.000e-06, eta: 2 days, 18:57:57, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0246, loss_cls: 0.1420, acc: 94.7129, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4193 2022-05-12 22:00:16,922 - mmdet - INFO - Epoch [79][950/3992] lr: 1.000e-06, eta: 2 days, 18:57:33, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0292, loss_cls: 0.1660, acc: 94.0645, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4605 2022-05-12 22:00:42,075 - mmdet - INFO - Epoch [79][1000/3992] lr: 1.000e-06, eta: 2 days, 18:57:09, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0298, loss_cls: 0.1593, acc: 94.0664, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4584 2022-05-12 22:01:07,007 - mmdet - INFO - Epoch [79][1050/3992] lr: 1.000e-06, eta: 2 days, 18:56:44, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0265, loss_cls: 0.1445, acc: 94.4961, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4425 2022-05-12 22:01:32,113 - mmdet - INFO - Epoch [79][1100/3992] lr: 1.000e-06, eta: 2 days, 18:56:20, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0225, loss_cls: 0.1476, acc: 94.5664, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4224 2022-05-12 22:01:58,356 - mmdet - INFO - Epoch [79][1150/3992] lr: 1.000e-06, eta: 2 days, 18:55:57, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0285, loss_cls: 0.1450, acc: 94.5918, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4263 2022-05-12 22:02:23,692 - mmdet - INFO - Epoch [79][1200/3992] lr: 1.000e-06, eta: 2 days, 18:55:33, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0268, loss_cls: 0.1418, acc: 94.8379, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4188 2022-05-12 22:02:49,219 - mmdet - INFO - Epoch [79][1250/3992] lr: 1.000e-06, eta: 2 days, 18:55:10, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0249, loss_cls: 0.1497, acc: 94.4609, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4313 2022-05-12 22:03:13,639 - mmdet - INFO - Epoch [79][1300/3992] lr: 1.000e-06, eta: 2 days, 18:54:44, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0249, loss_cls: 0.1475, acc: 94.5664, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4317 2022-05-12 22:03:38,074 - mmdet - INFO - Epoch [79][1350/3992] lr: 1.000e-06, eta: 2 days, 18:54:19, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0255, loss_cls: 0.1350, acc: 95.0117, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4044 2022-05-12 22:04:03,902 - mmdet - INFO - Epoch [79][1400/3992] lr: 1.000e-06, eta: 2 days, 18:53:56, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0269, loss_cls: 0.1541, acc: 94.3281, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4448 2022-05-12 22:04:29,602 - mmdet - INFO - Epoch [79][1450/3992] lr: 1.000e-06, eta: 2 days, 18:53:32, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0252, loss_cls: 0.1340, acc: 95.0957, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4022 2022-05-12 22:04:54,807 - mmdet - INFO - Epoch [79][1500/3992] lr: 1.000e-06, eta: 2 days, 18:53:08, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0261, loss_cls: 0.1345, acc: 95.0742, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.3960 2022-05-12 22:05:19,172 - mmdet - INFO - Epoch [79][1550/3992] lr: 1.000e-06, eta: 2 days, 18:52:43, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0239, loss_cls: 0.1406, acc: 94.9922, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4083 2022-05-12 22:05:44,293 - mmdet - INFO - Epoch [79][1600/3992] lr: 1.000e-06, eta: 2 days, 18:52:18, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0267, loss_cls: 0.1509, acc: 94.5879, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4383 2022-05-12 22:06:09,762 - mmdet - INFO - Epoch [79][1650/3992] lr: 1.000e-06, eta: 2 days, 18:51:55, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0258, loss_cls: 0.1430, acc: 94.5879, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4256 2022-05-12 22:06:34,901 - mmdet - INFO - Epoch [79][1700/3992] lr: 1.000e-06, eta: 2 days, 18:51:30, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0279, loss_cls: 0.1651, acc: 94.1328, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4726 2022-05-12 22:07:00,947 - mmdet - INFO - Epoch [79][1750/3992] lr: 1.000e-06, eta: 2 days, 18:51:08, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0263, loss_cls: 0.1494, acc: 94.4746, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4434 2022-05-12 22:07:27,040 - mmdet - INFO - Epoch [79][1800/3992] lr: 1.000e-06, eta: 2 days, 18:50:45, time: 0.522, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0210, loss_cls: 0.1339, acc: 95.1270, loss_bbox: 0.2154, loss_mask: 0.0000, loss: 0.3801 2022-05-12 22:07:52,664 - mmdet - INFO - Epoch [79][1850/3992] lr: 1.000e-06, eta: 2 days, 18:50:21, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0286, loss_cls: 0.1579, acc: 94.0840, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4670 2022-05-12 22:08:17,721 - mmdet - INFO - Epoch [79][1900/3992] lr: 1.000e-06, eta: 2 days, 18:49:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0245, loss_cls: 0.1371, acc: 94.7539, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4207 2022-05-12 22:08:43,258 - mmdet - INFO - Epoch [79][1950/3992] lr: 1.000e-06, eta: 2 days, 18:49:33, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0256, loss_cls: 0.1474, acc: 94.3340, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4344 2022-05-12 22:09:07,739 - mmdet - INFO - Epoch [79][2000/3992] lr: 1.000e-06, eta: 2 days, 18:49:08, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0234, loss_cls: 0.1377, acc: 94.9316, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.3995 2022-05-12 22:09:33,538 - mmdet - INFO - Epoch [79][2050/3992] lr: 1.000e-06, eta: 2 days, 18:48:45, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0246, loss_cls: 0.1493, acc: 94.3906, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4333 2022-05-12 22:09:58,658 - mmdet - INFO - Epoch [79][2100/3992] lr: 1.000e-06, eta: 2 days, 18:48:20, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0276, loss_cls: 0.1640, acc: 94.1152, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4637 2022-05-12 22:10:23,499 - mmdet - INFO - Epoch [79][2150/3992] lr: 1.000e-06, eta: 2 days, 18:47:56, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0252, loss_cls: 0.1525, acc: 94.3223, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4364 2022-05-12 22:10:48,182 - mmdet - INFO - Epoch [79][2200/3992] lr: 1.000e-06, eta: 2 days, 18:47:31, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0279, loss_cls: 0.1491, acc: 94.2988, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4514 2022-05-12 22:11:13,056 - mmdet - INFO - Epoch [79][2250/3992] lr: 1.000e-06, eta: 2 days, 18:47:06, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0262, loss_cls: 0.1377, acc: 94.6953, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4149 2022-05-12 22:11:38,419 - mmdet - INFO - Epoch [79][2300/3992] lr: 1.000e-06, eta: 2 days, 18:46:42, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0224, loss_cls: 0.1293, acc: 95.2773, loss_bbox: 0.2160, loss_mask: 0.0000, loss: 0.3798 2022-05-12 22:12:04,248 - mmdet - INFO - Epoch [79][2350/3992] lr: 1.000e-06, eta: 2 days, 18:46:19, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0285, loss_cls: 0.1551, acc: 94.6387, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4430 2022-05-12 22:12:29,662 - mmdet - INFO - Epoch [79][2400/3992] lr: 1.000e-06, eta: 2 days, 18:45:55, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0217, loss_cls: 0.1412, acc: 94.8262, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4090 2022-05-12 22:12:55,010 - mmdet - INFO - Epoch [79][2450/3992] lr: 1.000e-06, eta: 2 days, 18:45:31, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0246, loss_cls: 0.1529, acc: 94.3281, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4282 2022-05-12 22:13:20,368 - mmdet - INFO - Epoch [79][2500/3992] lr: 1.000e-06, eta: 2 days, 18:45:07, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0246, loss_cls: 0.1481, acc: 94.3379, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4373 2022-05-12 22:13:45,950 - mmdet - INFO - Epoch [79][2550/3992] lr: 1.000e-06, eta: 2 days, 18:44:44, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0261, loss_cls: 0.1444, acc: 94.7676, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4337 2022-05-12 22:14:10,034 - mmdet - INFO - Epoch [79][2600/3992] lr: 1.000e-06, eta: 2 days, 18:44:18, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0234, loss_cls: 0.1428, acc: 94.5039, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4233 2022-05-12 22:14:36,146 - mmdet - INFO - Epoch [79][2650/3992] lr: 1.000e-06, eta: 2 days, 18:43:55, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0261, loss_cls: 0.1552, acc: 94.1914, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4479 2022-05-12 22:15:01,106 - mmdet - INFO - Epoch [79][2700/3992] lr: 1.000e-06, eta: 2 days, 18:43:30, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0255, loss_cls: 0.1460, acc: 94.6641, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4423 2022-05-12 22:15:25,544 - mmdet - INFO - Epoch [79][2750/3992] lr: 1.000e-06, eta: 2 days, 18:43:05, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0239, loss_cls: 0.1349, acc: 94.9473, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3967 2022-05-12 22:15:50,455 - mmdet - INFO - Epoch [79][2800/3992] lr: 1.000e-06, eta: 2 days, 18:42:40, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0260, loss_cls: 0.1478, acc: 94.6113, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4244 2022-05-12 22:16:16,098 - mmdet - INFO - Epoch [79][2850/3992] lr: 1.000e-06, eta: 2 days, 18:42:17, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0241, loss_cls: 0.1346, acc: 94.9648, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4068 2022-05-12 22:16:40,991 - mmdet - INFO - Epoch [79][2900/3992] lr: 1.000e-06, eta: 2 days, 18:41:52, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0260, loss_cls: 0.1496, acc: 94.4121, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4379 2022-05-12 22:17:05,377 - mmdet - INFO - Epoch [79][2950/3992] lr: 1.000e-06, eta: 2 days, 18:41:27, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0243, loss_cls: 0.1338, acc: 95.0039, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4077 2022-05-12 22:17:31,931 - mmdet - INFO - Epoch [79][3000/3992] lr: 1.000e-06, eta: 2 days, 18:41:05, time: 0.531, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0255, loss_cls: 0.1459, acc: 94.5430, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4391 2022-05-12 22:17:57,554 - mmdet - INFO - Epoch [79][3050/3992] lr: 1.000e-06, eta: 2 days, 18:40:41, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0272, loss_cls: 0.1648, acc: 93.7227, loss_bbox: 0.2885, loss_mask: 0.0000, loss: 0.4933 2022-05-12 22:18:23,340 - mmdet - INFO - Epoch [79][3100/3992] lr: 1.000e-06, eta: 2 days, 18:40:18, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0288, loss_cls: 0.1458, acc: 94.4727, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4385 2022-05-12 22:18:49,362 - mmdet - INFO - Epoch [79][3150/3992] lr: 1.000e-06, eta: 2 days, 18:39:55, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0299, loss_cls: 0.1477, acc: 94.5371, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4459 2022-05-12 22:19:15,084 - mmdet - INFO - Epoch [79][3200/3992] lr: 1.000e-06, eta: 2 days, 18:39:32, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0274, loss_cls: 0.1592, acc: 94.3164, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4602 2022-05-12 22:19:39,746 - mmdet - INFO - Epoch [79][3250/3992] lr: 1.000e-06, eta: 2 days, 18:39:07, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0278, loss_cls: 0.1595, acc: 94.2871, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4539 2022-05-12 22:20:05,379 - mmdet - INFO - Epoch [79][3300/3992] lr: 1.000e-06, eta: 2 days, 18:38:43, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0243, loss_cls: 0.1263, acc: 95.1680, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.3945 2022-05-12 22:20:30,293 - mmdet - INFO - Epoch [79][3350/3992] lr: 1.000e-06, eta: 2 days, 18:38:18, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0279, loss_cls: 0.1569, acc: 94.0840, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4622 2022-05-12 22:20:56,199 - mmdet - INFO - Epoch [79][3400/3992] lr: 1.000e-06, eta: 2 days, 18:37:55, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0257, loss_cls: 0.1490, acc: 94.3691, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4300 2022-05-12 22:21:22,023 - mmdet - INFO - Epoch [79][3450/3992] lr: 1.000e-06, eta: 2 days, 18:37:32, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0219, loss_cls: 0.1429, acc: 94.6133, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4157 2022-05-12 22:21:48,147 - mmdet - INFO - Epoch [79][3500/3992] lr: 1.000e-06, eta: 2 days, 18:37:09, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0243, loss_cls: 0.1352, acc: 95.2637, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3929 2022-05-12 22:22:13,746 - mmdet - INFO - Epoch [79][3550/3992] lr: 1.000e-06, eta: 2 days, 18:36:46, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0306, loss_cls: 0.1585, acc: 94.1797, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4625 2022-05-12 22:22:38,536 - mmdet - INFO - Epoch [79][3600/3992] lr: 1.000e-06, eta: 2 days, 18:36:21, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0290, loss_cls: 0.1481, acc: 94.5312, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4399 2022-05-12 22:23:04,039 - mmdet - INFO - Epoch [79][3650/3992] lr: 1.000e-06, eta: 2 days, 18:35:57, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0253, loss_cls: 0.1541, acc: 94.5801, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4405 2022-05-12 22:23:28,753 - mmdet - INFO - Epoch [79][3700/3992] lr: 1.000e-06, eta: 2 days, 18:35:32, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0234, loss_cls: 0.1454, acc: 94.5391, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4284 2022-05-12 22:23:53,802 - mmdet - INFO - Epoch [79][3750/3992] lr: 1.000e-06, eta: 2 days, 18:35:08, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0205, loss_cls: 0.1297, acc: 95.2051, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3887 2022-05-12 22:24:20,045 - mmdet - INFO - Epoch [79][3800/3992] lr: 1.000e-06, eta: 2 days, 18:34:45, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0268, loss_cls: 0.1328, acc: 95.0898, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4014 2022-05-12 22:24:45,396 - mmdet - INFO - Epoch [79][3850/3992] lr: 1.000e-06, eta: 2 days, 18:34:21, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0266, loss_cls: 0.1485, acc: 94.5977, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4400 2022-05-12 22:25:09,526 - mmdet - INFO - Epoch [79][3900/3992] lr: 1.000e-06, eta: 2 days, 18:33:55, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0244, loss_cls: 0.1437, acc: 94.9277, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4071 2022-05-12 22:25:35,487 - mmdet - INFO - Epoch [79][3950/3992] lr: 1.000e-06, eta: 2 days, 18:33:32, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0265, loss_cls: 0.1465, acc: 94.5977, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4264 2022-05-12 22:25:57,050 - mmdet - INFO - Saving checkpoint at 79 epochs 2022-05-12 22:31:36,608 - mmdet - INFO - Evaluating bbox... 2022-05-12 22:31:52,306 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.025 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-12 22:31:52,311 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.483 | pillow | 0.055 | box | 0.021 | | garbage_bin | 0.351 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.107 | kitchen_counter | 0.173 | kitchen_cabinet | 0.199 | | cpu | 0.029 | bench | 0.167 | file_cabinet | 0.085 | | whiteboard | 0.144 | lamp | 0.175 | endtable | 0.134 | | bookshelf | 0.231 | coffee_table | 0.194 | dresser | 0.180 | | paper | 0.009 | printer | 0.207 | monitor | 0.226 | | back_pack | 0.063 | night_stand | 0.292 | door | 0.088 | | picture | 0.046 | ottoman | 0.190 | stool | 0.226 | | outlet | 0.000 | towel | 0.072 | tray | 0.017 | | bag | 0.017 | stove | 0.103 | bathtub | 0.429 | | scanner | 0.221 | cubby | 0.019 | mirror | 0.022 | | bottle | 0.005 | rack | 0.019 | cup | 0.078 | | thermos | 0.001 | island | 0.106 | counter | 0.037 | | bowl | 0.057 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.191 | | cart | 0.108 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.340 | | sofa | 0.412 | plant | 0.040 | bed | 0.605 | | dining_table | 0.005 | toilet | 0.525 | tv | 0.261 | | laptop | 0.107 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.033 | microwave | 0.242 | | oven | 0.021 | paper_towel_dispenser | 0.230 | sink | 0.167 | | fridge | 0.175 | book | 0.009 | clock | 0.079 | | vase | 0.045 | fire_extinguisher | 0.011 | blinds | 0.012 | | podium | 0.200 | others | 0.042 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:31:52,315 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.217 | table | 0.459 | desk | 0.198 | | sofa_chair | 0.673 | pillow | 0.141 | box | 0.049 | | garbage_bin | 0.603 | cabinet | 0.080 | drawer | 0.091 | | shelf | 0.219 | kitchen_counter | 0.299 | kitchen_cabinet | 0.329 | | cpu | 0.070 | bench | 0.302 | file_cabinet | 0.118 | | whiteboard | 0.228 | lamp | 0.380 | endtable | 0.247 | | bookshelf | 0.398 | coffee_table | 0.377 | dresser | 0.272 | | paper | 0.028 | printer | 0.363 | monitor | 0.532 | | back_pack | 0.132 | night_stand | 0.517 | door | 0.128 | | picture | 0.082 | ottoman | 0.281 | stool | 0.421 | | outlet | 0.000 | towel | 0.106 | tray | 0.042 | | bag | 0.026 | stove | 0.209 | bathtub | 0.674 | | scanner | 0.316 | cubby | 0.029 | mirror | 0.049 | | bottle | 0.008 | rack | 0.028 | cup | 0.198 | | thermos | 0.002 | island | 0.145 | counter | 0.046 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.316 | | cart | 0.183 | tv_stand | 0.186 | poster | 0.002 | | soap_dispenser | 0.025 | toy | nan | chair | 0.685 | | sofa | 0.610 | plant | 0.098 | bed | 0.877 | | dining_table | 0.008 | toilet | 0.855 | tv | 0.453 | | laptop | 0.228 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.251 | telephone | 0.075 | microwave | 0.473 | | oven | 0.040 | paper_towel_dispenser | 0.392 | sink | 0.478 | | fridge | 0.310 | book | 0.023 | clock | 0.118 | | vase | 0.082 | fire_extinguisher | 0.086 | blinds | 0.041 | | podium | 0.282 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:31:52,318 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.100 | table | 0.264 | desk | 0.081 | | sofa_chair | 0.568 | pillow | 0.036 | box | 0.014 | | garbage_bin | 0.380 | cabinet | 0.037 | drawer | 0.055 | | shelf | 0.094 | kitchen_counter | 0.167 | kitchen_cabinet | 0.218 | | cpu | 0.005 | bench | 0.152 | file_cabinet | 0.103 | | whiteboard | 0.149 | lamp | 0.136 | endtable | 0.127 | | bookshelf | 0.240 | coffee_table | 0.147 | dresser | 0.218 | | paper | 0.002 | printer | 0.167 | monitor | 0.158 | | back_pack | 0.063 | night_stand | 0.308 | door | 0.116 | | picture | 0.046 | ottoman | 0.224 | stool | 0.241 | | outlet | 0.000 | towel | 0.084 | tray | 0.021 | | bag | 0.024 | stove | 0.097 | bathtub | 0.484 | | scanner | 0.206 | cubby | 0.013 | mirror | 0.012 | | bottle | 0.007 | rack | 0.024 | cup | 0.043 | | thermos | 0.002 | island | 0.117 | counter | 0.044 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.159 | | cart | 0.115 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.298 | | sofa | 0.474 | plant | 0.025 | bed | 0.705 | | dining_table | 0.006 | toilet | 0.536 | tv | 0.288 | | laptop | 0.095 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.018 | microwave | 0.240 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.078 | | fridge | 0.176 | book | 0.006 | clock | 0.103 | | vase | 0.050 | fire_extinguisher | 0.000 | blinds | 0.001 | | podium | 0.259 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:31:52,318 - mmdet - INFO - Evaluating segm... 2022-05-12 22:32:10,682 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 22:32:10,687 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:32:10,690 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:32:10,694 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 22:32:11,012 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 22:32:11,014 - mmdet - INFO - Epoch(val) [79][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.225 0.125 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 22:32:39,434 - mmdet - INFO - Epoch [80][50/3992] lr: 1.000e-06, eta: 2 days, 18:32:20, time: 0.568, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0271, loss_cls: 0.1524, acc: 94.1270, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4568 2022-05-12 22:33:03,940 - mmdet - INFO - Epoch [80][100/3992] lr: 1.000e-06, eta: 2 days, 18:31:55, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0223, loss_cls: 0.1326, acc: 94.9766, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3903 2022-05-12 22:33:28,973 - mmdet - INFO - Epoch [80][150/3992] lr: 1.000e-06, eta: 2 days, 18:31:31, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0221, loss_cls: 0.1267, acc: 95.1602, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.3986 2022-05-12 22:33:53,692 - mmdet - INFO - Epoch [80][200/3992] lr: 1.000e-06, eta: 2 days, 18:31:06, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0237, loss_cls: 0.1388, acc: 94.7617, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4096 2022-05-12 22:34:18,216 - mmdet - INFO - Epoch [80][250/3992] lr: 1.000e-06, eta: 2 days, 18:30:41, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0252, loss_cls: 0.1457, acc: 94.5977, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4198 2022-05-12 22:34:43,593 - mmdet - INFO - Epoch [80][300/3992] lr: 1.000e-06, eta: 2 days, 18:30:17, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0268, loss_cls: 0.1469, acc: 94.5391, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4360 2022-05-12 22:35:08,851 - mmdet - INFO - Epoch [80][350/3992] lr: 1.000e-06, eta: 2 days, 18:29:53, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0228, loss_cls: 0.1328, acc: 95.1211, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.3980 2022-05-12 22:35:33,631 - mmdet - INFO - Epoch [80][400/3992] lr: 1.000e-06, eta: 2 days, 18:29:28, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0248, loss_cls: 0.1702, acc: 94.0840, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4775 2022-05-12 22:35:59,049 - mmdet - INFO - Epoch [80][450/3992] lr: 1.000e-06, eta: 2 days, 18:29:04, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0306, loss_cls: 0.1707, acc: 93.6953, loss_bbox: 0.2724, loss_mask: 0.0000, loss: 0.4914 2022-05-12 22:36:24,610 - mmdet - INFO - Epoch [80][500/3992] lr: 1.000e-06, eta: 2 days, 18:28:40, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0227, loss_rpn_bbox: 0.0269, loss_cls: 0.1566, acc: 94.1094, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4625 2022-05-12 22:36:50,469 - mmdet - INFO - Epoch [80][550/3992] lr: 1.000e-06, eta: 2 days, 18:28:17, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1587, acc: 94.2188, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4492 2022-05-12 22:37:15,411 - mmdet - INFO - Epoch [80][600/3992] lr: 1.000e-06, eta: 2 days, 18:27:53, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0280, loss_cls: 0.1599, acc: 94.2266, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4664 2022-05-12 22:37:40,972 - mmdet - INFO - Epoch [80][650/3992] lr: 1.000e-06, eta: 2 days, 18:27:29, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0243, loss_cls: 0.1423, acc: 94.6504, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4157 2022-05-12 22:38:05,850 - mmdet - INFO - Epoch [80][700/3992] lr: 1.000e-06, eta: 2 days, 18:27:04, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0257, loss_cls: 0.1381, acc: 94.7246, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4172 2022-05-12 22:38:30,852 - mmdet - INFO - Epoch [80][750/3992] lr: 1.000e-06, eta: 2 days, 18:26:40, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0286, loss_cls: 0.1644, acc: 93.8750, loss_bbox: 0.2747, loss_mask: 0.0000, loss: 0.4818 2022-05-12 22:38:56,697 - mmdet - INFO - Epoch [80][800/3992] lr: 1.000e-06, eta: 2 days, 18:26:17, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0264, loss_cls: 0.1531, acc: 94.4023, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4432 2022-05-12 22:39:22,341 - mmdet - INFO - Epoch [80][850/3992] lr: 1.000e-06, eta: 2 days, 18:25:53, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0255, loss_cls: 0.1477, acc: 94.7168, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4283 2022-05-12 22:39:47,187 - mmdet - INFO - Epoch [80][900/3992] lr: 1.000e-06, eta: 2 days, 18:25:28, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0255, loss_cls: 0.1329, acc: 95.1191, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.4012 2022-05-12 22:40:12,902 - mmdet - INFO - Epoch [80][950/3992] lr: 1.000e-06, eta: 2 days, 18:25:05, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0279, loss_cls: 0.1516, acc: 94.3184, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4426 2022-05-12 22:40:38,783 - mmdet - INFO - Epoch [80][1000/3992] lr: 1.000e-06, eta: 2 days, 18:24:42, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0290, loss_cls: 0.1459, acc: 94.6211, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4313 2022-05-12 22:41:03,861 - mmdet - INFO - Epoch [80][1050/3992] lr: 1.000e-06, eta: 2 days, 18:24:17, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0255, loss_cls: 0.1519, acc: 94.4414, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4502 2022-05-12 22:41:28,874 - mmdet - INFO - Epoch [80][1100/3992] lr: 1.000e-06, eta: 2 days, 18:23:53, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0210, loss_cls: 0.1312, acc: 95.0840, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.3889 2022-05-12 22:41:54,118 - mmdet - INFO - Epoch [80][1150/3992] lr: 1.000e-06, eta: 2 days, 18:23:29, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0240, loss_cls: 0.1316, acc: 95.0293, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3918 2022-05-12 22:42:19,081 - mmdet - INFO - Epoch [80][1200/3992] lr: 1.000e-06, eta: 2 days, 18:23:04, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0245, loss_cls: 0.1436, acc: 94.5469, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4181 2022-05-12 22:42:43,638 - mmdet - INFO - Epoch [80][1250/3992] lr: 1.000e-06, eta: 2 days, 18:22:39, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0220, loss_cls: 0.1398, acc: 94.5742, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4024 2022-05-12 22:43:07,990 - mmdet - INFO - Epoch [80][1300/3992] lr: 1.000e-06, eta: 2 days, 18:22:14, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0223, loss_cls: 0.1265, acc: 95.3398, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3819 2022-05-12 22:43:32,956 - mmdet - INFO - Epoch [80][1350/3992] lr: 1.000e-06, eta: 2 days, 18:21:49, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0238, loss_cls: 0.1302, acc: 95.1484, loss_bbox: 0.2077, loss_mask: 0.0000, loss: 0.3726 2022-05-12 22:43:57,680 - mmdet - INFO - Epoch [80][1400/3992] lr: 1.000e-06, eta: 2 days, 18:21:24, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0262, loss_cls: 0.1537, acc: 94.2773, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4466 2022-05-12 22:44:23,227 - mmdet - INFO - Epoch [80][1450/3992] lr: 1.000e-06, eta: 2 days, 18:21:00, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0277, loss_cls: 0.1494, acc: 94.2266, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4513 2022-05-12 22:44:48,060 - mmdet - INFO - Epoch [80][1500/3992] lr: 1.000e-06, eta: 2 days, 18:20:36, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0268, loss_cls: 0.1603, acc: 94.5078, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4605 2022-05-12 22:45:12,218 - mmdet - INFO - Epoch [80][1550/3992] lr: 1.000e-06, eta: 2 days, 18:20:10, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0271, loss_cls: 0.1578, acc: 94.2656, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4585 2022-05-12 22:45:36,513 - mmdet - INFO - Epoch [80][1600/3992] lr: 1.000e-06, eta: 2 days, 18:19:44, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0234, loss_cls: 0.1422, acc: 94.9297, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4161 2022-05-12 22:46:01,997 - mmdet - INFO - Epoch [80][1650/3992] lr: 1.000e-06, eta: 2 days, 18:19:21, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0253, loss_cls: 0.1462, acc: 94.7109, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4257 2022-05-12 22:46:26,540 - mmdet - INFO - Epoch [80][1700/3992] lr: 1.000e-06, eta: 2 days, 18:18:55, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0275, loss_cls: 0.1427, acc: 94.6309, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4528 2022-05-12 22:46:50,208 - mmdet - INFO - Epoch [80][1750/3992] lr: 1.000e-06, eta: 2 days, 18:18:29, time: 0.473, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0265, loss_cls: 0.1550, acc: 94.3984, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4579 2022-05-12 22:47:15,241 - mmdet - INFO - Epoch [80][1800/3992] lr: 1.000e-06, eta: 2 days, 18:18:04, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0239, loss_cls: 0.1347, acc: 94.9062, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.4005 2022-05-12 22:47:41,056 - mmdet - INFO - Epoch [80][1850/3992] lr: 1.000e-06, eta: 2 days, 18:17:41, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0277, loss_cls: 0.1465, acc: 94.5820, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4327 2022-05-12 22:48:06,706 - mmdet - INFO - Epoch [80][1900/3992] lr: 1.000e-06, eta: 2 days, 18:17:18, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0254, loss_cls: 0.1499, acc: 94.5098, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4449 2022-05-12 22:48:31,816 - mmdet - INFO - Epoch [80][1950/3992] lr: 1.000e-06, eta: 2 days, 18:16:53, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0278, loss_cls: 0.1476, acc: 94.6133, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4322 2022-05-12 22:48:57,362 - mmdet - INFO - Epoch [80][2000/3992] lr: 1.000e-06, eta: 2 days, 18:16:30, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0267, loss_cls: 0.1470, acc: 94.5762, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4363 2022-05-12 22:49:22,431 - mmdet - INFO - Epoch [80][2050/3992] lr: 1.000e-06, eta: 2 days, 18:16:05, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0264, loss_cls: 0.1496, acc: 94.5684, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4397 2022-05-12 22:49:47,362 - mmdet - INFO - Epoch [80][2100/3992] lr: 1.000e-06, eta: 2 days, 18:15:41, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0264, loss_cls: 0.1414, acc: 94.6055, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4169 2022-05-12 22:50:12,643 - mmdet - INFO - Epoch [80][2150/3992] lr: 1.000e-06, eta: 2 days, 18:15:17, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0262, loss_cls: 0.1605, acc: 93.9551, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4583 2022-05-12 22:50:37,227 - mmdet - INFO - Epoch [80][2200/3992] lr: 1.000e-06, eta: 2 days, 18:14:51, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0270, loss_cls: 0.1321, acc: 94.9844, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.4062 2022-05-12 22:51:01,198 - mmdet - INFO - Epoch [80][2250/3992] lr: 1.000e-06, eta: 2 days, 18:14:25, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0232, loss_cls: 0.1431, acc: 94.8535, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4234 2022-05-12 22:51:25,730 - mmdet - INFO - Epoch [80][2300/3992] lr: 1.000e-06, eta: 2 days, 18:14:00, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0264, loss_cls: 0.1492, acc: 94.5566, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4355 2022-05-12 22:51:50,133 - mmdet - INFO - Epoch [80][2350/3992] lr: 1.000e-06, eta: 2 days, 18:13:35, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0290, loss_cls: 0.1606, acc: 94.0918, loss_bbox: 0.2685, loss_mask: 0.0000, loss: 0.4746 2022-05-12 22:52:15,351 - mmdet - INFO - Epoch [80][2400/3992] lr: 1.000e-06, eta: 2 days, 18:13:11, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0258, loss_cls: 0.1466, acc: 94.6875, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4359 2022-05-12 22:52:39,515 - mmdet - INFO - Epoch [80][2450/3992] lr: 1.000e-06, eta: 2 days, 18:12:45, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0233, loss_cls: 0.1375, acc: 94.8672, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4184 2022-05-12 22:53:04,380 - mmdet - INFO - Epoch [80][2500/3992] lr: 1.000e-06, eta: 2 days, 18:12:20, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0273, loss_cls: 0.1406, acc: 94.5977, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4220 2022-05-12 22:53:28,829 - mmdet - INFO - Epoch [80][2550/3992] lr: 1.000e-06, eta: 2 days, 18:11:55, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0225, loss_cls: 0.1372, acc: 94.8242, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4049 2022-05-12 22:53:53,659 - mmdet - INFO - Epoch [80][2600/3992] lr: 1.000e-06, eta: 2 days, 18:11:30, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0218, loss_cls: 0.1297, acc: 95.1582, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3838 2022-05-12 22:54:19,155 - mmdet - INFO - Epoch [80][2650/3992] lr: 1.000e-06, eta: 2 days, 18:11:06, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0234, loss_cls: 0.1402, acc: 94.7539, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4083 2022-05-12 22:54:43,980 - mmdet - INFO - Epoch [80][2700/3992] lr: 1.000e-06, eta: 2 days, 18:10:42, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0289, loss_cls: 0.1595, acc: 94.1289, loss_bbox: 0.2661, loss_mask: 0.0000, loss: 0.4695 2022-05-12 22:55:08,585 - mmdet - INFO - Epoch [80][2750/3992] lr: 1.000e-06, eta: 2 days, 18:10:16, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0224, loss_rpn_bbox: 0.0237, loss_cls: 0.1533, acc: 94.4512, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4371 2022-05-12 22:55:33,206 - mmdet - INFO - Epoch [80][2800/3992] lr: 1.000e-06, eta: 2 days, 18:09:51, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0296, loss_cls: 0.1488, acc: 94.3652, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4397 2022-05-12 22:55:58,785 - mmdet - INFO - Epoch [80][2850/3992] lr: 1.000e-06, eta: 2 days, 18:09:28, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0271, loss_cls: 0.1477, acc: 94.4375, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4325 2022-05-12 22:56:22,512 - mmdet - INFO - Epoch [80][2900/3992] lr: 1.000e-06, eta: 2 days, 18:09:01, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0255, loss_cls: 0.1529, acc: 94.5293, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4306 2022-05-12 22:56:46,915 - mmdet - INFO - Epoch [80][2950/3992] lr: 1.000e-06, eta: 2 days, 18:08:36, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0249, loss_cls: 0.1340, acc: 94.8066, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4073 2022-05-12 22:57:11,623 - mmdet - INFO - Epoch [80][3000/3992] lr: 1.000e-06, eta: 2 days, 18:08:11, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0268, loss_cls: 0.1343, acc: 94.9668, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3937 2022-05-12 22:57:36,004 - mmdet - INFO - Epoch [80][3050/3992] lr: 1.000e-06, eta: 2 days, 18:07:46, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0230, loss_cls: 0.1414, acc: 94.9102, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4118 2022-05-12 22:58:00,736 - mmdet - INFO - Epoch [80][3100/3992] lr: 1.000e-06, eta: 2 days, 18:07:21, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0260, loss_cls: 0.1546, acc: 94.2461, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4541 2022-05-12 22:58:26,225 - mmdet - INFO - Epoch [80][3150/3992] lr: 1.000e-06, eta: 2 days, 18:06:57, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0278, loss_cls: 0.1529, acc: 94.4219, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4515 2022-05-12 22:58:51,144 - mmdet - INFO - Epoch [80][3200/3992] lr: 1.000e-06, eta: 2 days, 18:06:32, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0250, loss_cls: 0.1406, acc: 94.5664, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4238 2022-05-12 22:59:16,373 - mmdet - INFO - Epoch [80][3250/3992] lr: 1.000e-06, eta: 2 days, 18:06:08, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0250, loss_cls: 0.1421, acc: 94.6934, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4185 2022-05-12 22:59:41,826 - mmdet - INFO - Epoch [80][3300/3992] lr: 1.000e-06, eta: 2 days, 18:05:44, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0271, loss_cls: 0.1544, acc: 94.2461, loss_bbox: 0.2656, loss_mask: 0.0000, loss: 0.4608 2022-05-12 23:00:05,784 - mmdet - INFO - Epoch [80][3350/3992] lr: 1.000e-06, eta: 2 days, 18:05:18, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0239, loss_cls: 0.1436, acc: 94.7695, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4133 2022-05-12 23:00:30,535 - mmdet - INFO - Epoch [80][3400/3992] lr: 1.000e-06, eta: 2 days, 18:04:53, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0266, loss_cls: 0.1545, acc: 94.3926, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4513 2022-05-12 23:00:55,894 - mmdet - INFO - Epoch [80][3450/3992] lr: 1.000e-06, eta: 2 days, 18:04:29, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0250, loss_cls: 0.1351, acc: 94.8320, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4111 2022-05-12 23:01:20,871 - mmdet - INFO - Epoch [80][3500/3992] lr: 1.000e-06, eta: 2 days, 18:04:05, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0300, loss_cls: 0.1607, acc: 94.1465, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4558 2022-05-12 23:01:46,954 - mmdet - INFO - Epoch [80][3550/3992] lr: 1.000e-06, eta: 2 days, 18:03:42, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0259, loss_cls: 0.1458, acc: 94.6250, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4198 2022-05-12 23:02:11,636 - mmdet - INFO - Epoch [80][3600/3992] lr: 1.000e-06, eta: 2 days, 18:03:17, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0239, loss_cls: 0.1454, acc: 94.4688, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4310 2022-05-12 23:02:37,103 - mmdet - INFO - Epoch [80][3650/3992] lr: 1.000e-06, eta: 2 days, 18:02:53, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0280, loss_cls: 0.1439, acc: 94.4824, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4271 2022-05-12 23:03:02,352 - mmdet - INFO - Epoch [80][3700/3992] lr: 1.000e-06, eta: 2 days, 18:02:29, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0249, loss_cls: 0.1345, acc: 94.9785, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4054 2022-05-12 23:03:27,471 - mmdet - INFO - Epoch [80][3750/3992] lr: 1.000e-06, eta: 2 days, 18:02:05, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1371, acc: 94.9395, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4070 2022-05-12 23:03:53,203 - mmdet - INFO - Epoch [80][3800/3992] lr: 1.000e-06, eta: 2 days, 18:01:41, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0239, loss_cls: 0.1464, acc: 94.4902, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4251 2022-05-12 23:04:17,999 - mmdet - INFO - Epoch [80][3850/3992] lr: 1.000e-06, eta: 2 days, 18:01:17, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0251, loss_cls: 0.1405, acc: 94.7344, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4074 2022-05-12 23:04:41,743 - mmdet - INFO - Epoch [80][3900/3992] lr: 1.000e-06, eta: 2 days, 18:00:50, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0281, loss_cls: 0.1511, acc: 94.4434, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4404 2022-05-12 23:05:07,401 - mmdet - INFO - Epoch [80][3950/3992] lr: 1.000e-06, eta: 2 days, 18:00:27, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0288, loss_cls: 0.1525, acc: 94.1777, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4551 2022-05-12 23:05:28,675 - mmdet - INFO - Saving checkpoint at 80 epochs 2022-05-12 23:11:07,006 - mmdet - INFO - Evaluating bbox... 2022-05-12 23:11:22,459 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.127 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.126 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.108 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-12 23:11:22,463 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.260 | desk | 0.097 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.020 | | garbage_bin | 0.350 | cabinet | 0.042 | drawer | 0.056 | | shelf | 0.107 | kitchen_counter | 0.167 | kitchen_cabinet | 0.200 | | cpu | 0.026 | bench | 0.166 | file_cabinet | 0.080 | | whiteboard | 0.144 | lamp | 0.176 | endtable | 0.135 | | bookshelf | 0.231 | coffee_table | 0.195 | dresser | 0.181 | | paper | 0.009 | printer | 0.215 | monitor | 0.225 | | back_pack | 0.072 | night_stand | 0.296 | door | 0.083 | | picture | 0.046 | ottoman | 0.191 | stool | 0.223 | | outlet | 0.000 | towel | 0.073 | tray | 0.016 | | bag | 0.016 | stove | 0.109 | bathtub | 0.434 | | scanner | 0.213 | cubby | 0.023 | mirror | 0.021 | | bottle | 0.006 | rack | 0.018 | cup | 0.076 | | thermos | 0.002 | island | 0.108 | counter | 0.033 | | bowl | 0.057 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.192 | | cart | 0.105 | tv_stand | 0.116 | poster | 0.001 | | soap_dispenser | 0.015 | toy | nan | chair | 0.339 | | sofa | 0.415 | plant | 0.038 | bed | 0.609 | | dining_table | 0.005 | toilet | 0.529 | tv | 0.265 | | laptop | 0.110 | mouse | 0.031 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.027 | microwave | 0.245 | | oven | 0.017 | paper_towel_dispenser | 0.236 | sink | 0.167 | | fridge | 0.179 | book | 0.009 | clock | 0.069 | | vase | 0.048 | fire_extinguisher | 0.004 | blinds | 0.022 | | podium | 0.203 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:22,467 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.230 | table | 0.457 | desk | 0.202 | | sofa_chair | 0.673 | pillow | 0.144 | box | 0.049 | | garbage_bin | 0.605 | cabinet | 0.088 | drawer | 0.088 | | shelf | 0.215 | kitchen_counter | 0.291 | kitchen_cabinet | 0.332 | | cpu | 0.075 | bench | 0.305 | file_cabinet | 0.111 | | whiteboard | 0.229 | lamp | 0.382 | endtable | 0.255 | | bookshelf | 0.418 | coffee_table | 0.373 | dresser | 0.275 | | paper | 0.029 | printer | 0.366 | monitor | 0.529 | | back_pack | 0.152 | night_stand | 0.522 | door | 0.126 | | picture | 0.083 | ottoman | 0.281 | stool | 0.419 | | outlet | 0.000 | towel | 0.109 | tray | 0.041 | | bag | 0.023 | stove | 0.207 | bathtub | 0.675 | | scanner | 0.307 | cubby | 0.032 | mirror | 0.047 | | bottle | 0.009 | rack | 0.029 | cup | 0.187 | | thermos | 0.002 | island | 0.152 | counter | 0.040 | | bowl | 0.087 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.305 | | cart | 0.169 | tv_stand | 0.227 | poster | 0.002 | | soap_dispenser | 0.028 | toy | nan | chair | 0.685 | | sofa | 0.611 | plant | 0.095 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.849 | tv | 0.462 | | laptop | 0.232 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.067 | microwave | 0.472 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.471 | | fridge | 0.288 | book | 0.022 | clock | 0.114 | | vase | 0.085 | fire_extinguisher | 0.018 | blinds | 0.059 | | podium | 0.278 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:22,471 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.084 | table | 0.265 | desk | 0.084 | | sofa_chair | 0.554 | pillow | 0.037 | box | 0.014 | | garbage_bin | 0.368 | cabinet | 0.036 | drawer | 0.056 | | shelf | 0.094 | kitchen_counter | 0.149 | kitchen_cabinet | 0.222 | | cpu | 0.005 | bench | 0.148 | file_cabinet | 0.096 | | whiteboard | 0.148 | lamp | 0.139 | endtable | 0.120 | | bookshelf | 0.221 | coffee_table | 0.150 | dresser | 0.200 | | paper | 0.003 | printer | 0.213 | monitor | 0.149 | | back_pack | 0.087 | night_stand | 0.314 | door | 0.113 | | picture | 0.049 | ottoman | 0.226 | stool | 0.235 | | outlet | 0.000 | towel | 0.072 | tray | 0.021 | | bag | 0.021 | stove | 0.104 | bathtub | 0.490 | | scanner | 0.199 | cubby | 0.029 | mirror | 0.008 | | bottle | 0.008 | rack | 0.023 | cup | 0.047 | | thermos | 0.002 | island | 0.117 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.156 | | cart | 0.111 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.008 | toy | nan | chair | 0.296 | | sofa | 0.472 | plant | 0.027 | bed | 0.693 | | dining_table | 0.007 | toilet | 0.570 | tv | 0.293 | | laptop | 0.096 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.010 | microwave | 0.242 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.078 | | fridge | 0.189 | book | 0.005 | clock | 0.099 | | vase | 0.054 | fire_extinguisher | 0.000 | blinds | 0.020 | | podium | 0.278 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:22,471 - mmdet - INFO - Evaluating segm... 2022-05-12 23:11:40,332 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 23:11:40,336 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:40,340 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:40,344 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:11:40,667 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 23:11:40,667 - mmdet - INFO - Epoch(val) [80][2619] bbox_mAP: 0.1270, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1260, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.127 0.225 0.126 0.005 0.046 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 23:12:09,261 - mmdet - INFO - Epoch [81][50/3992] lr: 1.000e-06, eta: 2 days, 17:59:16, time: 0.572, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0274, loss_cls: 0.1530, acc: 94.4160, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4474 2022-05-12 23:12:33,470 - mmdet - INFO - Epoch [81][100/3992] lr: 1.000e-06, eta: 2 days, 17:58:50, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0273, loss_cls: 0.1492, acc: 94.5566, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4355 2022-05-12 23:12:59,407 - mmdet - INFO - Epoch [81][150/3992] lr: 1.000e-06, eta: 2 days, 17:58:27, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0245, loss_cls: 0.1551, acc: 94.4863, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4405 2022-05-12 23:13:24,629 - mmdet - INFO - Epoch [81][200/3992] lr: 1.000e-06, eta: 2 days, 17:58:03, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0234, loss_cls: 0.1447, acc: 94.7656, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.4092 2022-05-12 23:13:49,698 - mmdet - INFO - Epoch [81][250/3992] lr: 1.000e-06, eta: 2 days, 17:57:38, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0236, loss_cls: 0.1385, acc: 94.8320, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4041 2022-05-12 23:14:14,979 - mmdet - INFO - Epoch [81][300/3992] lr: 1.000e-06, eta: 2 days, 17:57:14, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0241, loss_cls: 0.1443, acc: 94.6191, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4207 2022-05-12 23:14:41,355 - mmdet - INFO - Epoch [81][350/3992] lr: 1.000e-06, eta: 2 days, 17:56:52, time: 0.527, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0222, loss_cls: 0.1269, acc: 95.3984, loss_bbox: 0.2086, loss_mask: 0.0000, loss: 0.3686 2022-05-12 23:15:07,453 - mmdet - INFO - Epoch [81][400/3992] lr: 1.000e-06, eta: 2 days, 17:56:29, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0291, loss_cls: 0.1429, acc: 94.6465, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4299 2022-05-12 23:15:31,900 - mmdet - INFO - Epoch [81][450/3992] lr: 1.000e-06, eta: 2 days, 17:56:04, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0297, loss_cls: 0.1511, acc: 94.2891, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4510 2022-05-12 23:15:57,448 - mmdet - INFO - Epoch [81][500/3992] lr: 1.000e-06, eta: 2 days, 17:55:40, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0283, loss_cls: 0.1621, acc: 94.0625, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4551 2022-05-12 23:16:22,210 - mmdet - INFO - Epoch [81][550/3992] lr: 1.000e-06, eta: 2 days, 17:55:15, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0289, loss_cls: 0.1471, acc: 94.6367, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4329 2022-05-12 23:16:47,020 - mmdet - INFO - Epoch [81][600/3992] lr: 1.000e-06, eta: 2 days, 17:54:50, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0292, loss_cls: 0.1567, acc: 94.3809, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4501 2022-05-12 23:17:11,918 - mmdet - INFO - Epoch [81][650/3992] lr: 1.000e-06, eta: 2 days, 17:54:26, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0252, loss_cls: 0.1424, acc: 94.6191, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4254 2022-05-12 23:17:36,569 - mmdet - INFO - Epoch [81][700/3992] lr: 1.000e-06, eta: 2 days, 17:54:01, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0248, loss_cls: 0.1422, acc: 94.5977, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4344 2022-05-12 23:18:02,261 - mmdet - INFO - Epoch [81][750/3992] lr: 1.000e-06, eta: 2 days, 17:53:37, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0271, loss_cls: 0.1486, acc: 94.5000, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4482 2022-05-12 23:18:27,248 - mmdet - INFO - Epoch [81][800/3992] lr: 1.000e-06, eta: 2 days, 17:53:13, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0223, loss_cls: 0.1366, acc: 95.0566, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3988 2022-05-12 23:18:52,020 - mmdet - INFO - Epoch [81][850/3992] lr: 1.000e-06, eta: 2 days, 17:52:48, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0269, loss_cls: 0.1456, acc: 94.6953, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4251 2022-05-12 23:19:17,614 - mmdet - INFO - Epoch [81][900/3992] lr: 1.000e-06, eta: 2 days, 17:52:24, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0252, loss_cls: 0.1417, acc: 94.4082, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4251 2022-05-12 23:19:42,592 - mmdet - INFO - Epoch [81][950/3992] lr: 1.000e-06, eta: 2 days, 17:52:00, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0284, loss_cls: 0.1404, acc: 94.6895, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4161 2022-05-12 23:20:07,095 - mmdet - INFO - Epoch [81][1000/3992] lr: 1.000e-06, eta: 2 days, 17:51:34, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0252, loss_cls: 0.1409, acc: 94.6172, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4238 2022-05-12 23:20:32,257 - mmdet - INFO - Epoch [81][1050/3992] lr: 1.000e-06, eta: 2 days, 17:51:10, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0239, loss_cls: 0.1480, acc: 94.6836, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4288 2022-05-12 23:20:58,478 - mmdet - INFO - Epoch [81][1100/3992] lr: 1.000e-06, eta: 2 days, 17:50:47, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0238, loss_cls: 0.1408, acc: 94.8867, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4161 2022-05-12 23:21:24,146 - mmdet - INFO - Epoch [81][1150/3992] lr: 1.000e-06, eta: 2 days, 17:50:24, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0245, loss_cls: 0.1440, acc: 94.8789, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.4067 2022-05-12 23:21:49,351 - mmdet - INFO - Epoch [81][1200/3992] lr: 1.000e-06, eta: 2 days, 17:50:00, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0259, loss_cls: 0.1407, acc: 94.4414, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4287 2022-05-12 23:22:15,242 - mmdet - INFO - Epoch [81][1250/3992] lr: 1.000e-06, eta: 2 days, 17:49:37, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0288, loss_cls: 0.1476, acc: 94.5469, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4278 2022-05-12 23:22:40,042 - mmdet - INFO - Epoch [81][1300/3992] lr: 1.000e-06, eta: 2 days, 17:49:12, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0253, loss_cls: 0.1507, acc: 94.5703, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4345 2022-05-12 23:23:05,708 - mmdet - INFO - Epoch [81][1350/3992] lr: 1.000e-06, eta: 2 days, 17:48:48, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0239, loss_cls: 0.1391, acc: 94.6484, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4220 2022-05-12 23:23:31,809 - mmdet - INFO - Epoch [81][1400/3992] lr: 1.000e-06, eta: 2 days, 17:48:25, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0262, loss_cls: 0.1386, acc: 94.8711, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4199 2022-05-12 23:23:56,343 - mmdet - INFO - Epoch [81][1450/3992] lr: 1.000e-06, eta: 2 days, 17:48:00, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0264, loss_cls: 0.1539, acc: 94.5586, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4437 2022-05-12 23:24:20,528 - mmdet - INFO - Epoch [81][1500/3992] lr: 1.000e-06, eta: 2 days, 17:47:34, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0240, loss_cls: 0.1359, acc: 95.0586, loss_bbox: 0.2202, loss_mask: 0.0000, loss: 0.3904 2022-05-12 23:24:45,140 - mmdet - INFO - Epoch [81][1550/3992] lr: 1.000e-06, eta: 2 days, 17:47:09, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0275, loss_cls: 0.1527, acc: 94.4863, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4414 2022-05-12 23:25:09,595 - mmdet - INFO - Epoch [81][1600/3992] lr: 1.000e-06, eta: 2 days, 17:46:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0243, loss_cls: 0.1372, acc: 94.8066, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4187 2022-05-12 23:25:34,738 - mmdet - INFO - Epoch [81][1650/3992] lr: 1.000e-06, eta: 2 days, 17:46:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0267, loss_cls: 0.1490, acc: 94.5586, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4340 2022-05-12 23:25:59,442 - mmdet - INFO - Epoch [81][1700/3992] lr: 1.000e-06, eta: 2 days, 17:45:55, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0255, loss_cls: 0.1476, acc: 94.5547, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4369 2022-05-12 23:26:24,819 - mmdet - INFO - Epoch [81][1750/3992] lr: 1.000e-06, eta: 2 days, 17:45:31, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0304, loss_cls: 0.1651, acc: 93.8711, loss_bbox: 0.2817, loss_mask: 0.0000, loss: 0.4980 2022-05-12 23:26:49,907 - mmdet - INFO - Epoch [81][1800/3992] lr: 1.000e-06, eta: 2 days, 17:45:06, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0310, loss_cls: 0.1581, acc: 93.9844, loss_bbox: 0.2759, loss_mask: 0.0000, loss: 0.4796 2022-05-12 23:27:15,848 - mmdet - INFO - Epoch [81][1850/3992] lr: 1.000e-06, eta: 2 days, 17:44:43, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0244, loss_cls: 0.1485, acc: 94.5723, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4375 2022-05-12 23:27:40,665 - mmdet - INFO - Epoch [81][1900/3992] lr: 1.000e-06, eta: 2 days, 17:44:19, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0245, loss_cls: 0.1384, acc: 94.9492, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4039 2022-05-12 23:28:05,258 - mmdet - INFO - Epoch [81][1950/3992] lr: 1.000e-06, eta: 2 days, 17:43:54, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0209, loss_cls: 0.1382, acc: 95.0195, loss_bbox: 0.2205, loss_mask: 0.0000, loss: 0.3917 2022-05-12 23:28:29,861 - mmdet - INFO - Epoch [81][2000/3992] lr: 1.000e-06, eta: 2 days, 17:43:28, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0296, loss_cls: 0.1457, acc: 94.5566, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4382 2022-05-12 23:28:54,621 - mmdet - INFO - Epoch [81][2050/3992] lr: 1.000e-06, eta: 2 days, 17:43:04, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0235, loss_cls: 0.1354, acc: 95.0352, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4012 2022-05-12 23:29:19,721 - mmdet - INFO - Epoch [81][2100/3992] lr: 1.000e-06, eta: 2 days, 17:42:39, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0236, loss_cls: 0.1471, acc: 94.6055, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4232 2022-05-12 23:29:44,375 - mmdet - INFO - Epoch [81][2150/3992] lr: 1.000e-06, eta: 2 days, 17:42:14, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0275, loss_cls: 0.1594, acc: 94.2070, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4675 2022-05-12 23:30:09,642 - mmdet - INFO - Epoch [81][2200/3992] lr: 1.000e-06, eta: 2 days, 17:41:50, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0272, loss_cls: 0.1540, acc: 94.2109, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4501 2022-05-12 23:30:34,549 - mmdet - INFO - Epoch [81][2250/3992] lr: 1.000e-06, eta: 2 days, 17:41:25, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0275, loss_cls: 0.1386, acc: 94.8867, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4133 2022-05-12 23:31:00,909 - mmdet - INFO - Epoch [81][2300/3992] lr: 1.000e-06, eta: 2 days, 17:41:03, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0325, loss_cls: 0.1578, acc: 94.2168, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4652 2022-05-12 23:31:25,925 - mmdet - INFO - Epoch [81][2350/3992] lr: 1.000e-06, eta: 2 days, 17:40:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0252, loss_cls: 0.1365, acc: 94.9082, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4152 2022-05-12 23:31:50,364 - mmdet - INFO - Epoch [81][2400/3992] lr: 1.000e-06, eta: 2 days, 17:40:13, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0202, loss_cls: 0.1243, acc: 95.4551, loss_bbox: 0.2148, loss_mask: 0.0000, loss: 0.3729 2022-05-12 23:32:16,338 - mmdet - INFO - Epoch [81][2450/3992] lr: 1.000e-06, eta: 2 days, 17:39:50, time: 0.519, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0309, loss_cls: 0.1679, acc: 93.8145, loss_bbox: 0.2818, loss_mask: 0.0000, loss: 0.4944 2022-05-12 23:32:40,539 - mmdet - INFO - Epoch [81][2500/3992] lr: 1.000e-06, eta: 2 days, 17:39:24, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0252, loss_cls: 0.1435, acc: 94.5879, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4223 2022-05-12 23:33:05,638 - mmdet - INFO - Epoch [81][2550/3992] lr: 1.000e-06, eta: 2 days, 17:39:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0259, loss_cls: 0.1386, acc: 94.8965, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4231 2022-05-12 23:33:30,327 - mmdet - INFO - Epoch [81][2600/3992] lr: 1.000e-06, eta: 2 days, 17:38:35, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0270, loss_cls: 0.1525, acc: 94.2656, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4493 2022-05-12 23:33:55,199 - mmdet - INFO - Epoch [81][2650/3992] lr: 1.000e-06, eta: 2 days, 17:38:10, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0223, loss_cls: 0.1324, acc: 95.1328, loss_bbox: 0.2181, loss_mask: 0.0000, loss: 0.3836 2022-05-12 23:34:20,339 - mmdet - INFO - Epoch [81][2700/3992] lr: 1.000e-06, eta: 2 days, 17:37:46, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0254, loss_cls: 0.1411, acc: 94.8340, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4105 2022-05-12 23:34:45,308 - mmdet - INFO - Epoch [81][2750/3992] lr: 1.000e-06, eta: 2 days, 17:37:22, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0251, loss_cls: 0.1566, acc: 94.4609, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4437 2022-05-12 23:35:09,036 - mmdet - INFO - Epoch [81][2800/3992] lr: 1.000e-06, eta: 2 days, 17:36:55, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0239, loss_cls: 0.1463, acc: 94.6641, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4134 2022-05-12 23:35:34,073 - mmdet - INFO - Epoch [81][2850/3992] lr: 1.000e-06, eta: 2 days, 17:36:31, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0314, loss_cls: 0.1726, acc: 93.6777, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4949 2022-05-12 23:35:58,572 - mmdet - INFO - Epoch [81][2900/3992] lr: 1.000e-06, eta: 2 days, 17:36:05, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0233, loss_cls: 0.1354, acc: 95.0371, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.3976 2022-05-12 23:36:22,626 - mmdet - INFO - Epoch [81][2950/3992] lr: 1.000e-06, eta: 2 days, 17:35:40, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0272, loss_cls: 0.1566, acc: 94.3633, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4571 2022-05-12 23:36:48,136 - mmdet - INFO - Epoch [81][3000/3992] lr: 1.000e-06, eta: 2 days, 17:35:16, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0263, loss_cls: 0.1445, acc: 94.6719, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4340 2022-05-12 23:37:12,780 - mmdet - INFO - Epoch [81][3050/3992] lr: 1.000e-06, eta: 2 days, 17:34:51, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0227, loss_cls: 0.1220, acc: 95.3477, loss_bbox: 0.2132, loss_mask: 0.0000, loss: 0.3694 2022-05-12 23:37:37,554 - mmdet - INFO - Epoch [81][3100/3992] lr: 1.000e-06, eta: 2 days, 17:34:26, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0275, loss_cls: 0.1445, acc: 94.6367, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4446 2022-05-12 23:38:00,960 - mmdet - INFO - Epoch [81][3150/3992] lr: 1.000e-06, eta: 2 days, 17:33:59, time: 0.468, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0227, loss_cls: 0.1296, acc: 95.1895, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.3924 2022-05-12 23:38:26,112 - mmdet - INFO - Epoch [81][3200/3992] lr: 1.000e-06, eta: 2 days, 17:33:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0301, loss_cls: 0.1452, acc: 94.4961, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4357 2022-05-12 23:38:51,758 - mmdet - INFO - Epoch [81][3250/3992] lr: 1.000e-06, eta: 2 days, 17:33:11, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0287, loss_cls: 0.1545, acc: 94.0781, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4691 2022-05-12 23:39:16,621 - mmdet - INFO - Epoch [81][3300/3992] lr: 1.000e-06, eta: 2 days, 17:32:47, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0225, loss_cls: 0.1379, acc: 94.8301, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4148 2022-05-12 23:39:41,787 - mmdet - INFO - Epoch [81][3350/3992] lr: 1.000e-06, eta: 2 days, 17:32:22, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0232, loss_cls: 0.1493, acc: 94.5332, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4247 2022-05-12 23:40:06,865 - mmdet - INFO - Epoch [81][3400/3992] lr: 1.000e-06, eta: 2 days, 17:31:58, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0277, loss_cls: 0.1613, acc: 94.0195, loss_bbox: 0.2696, loss_mask: 0.0000, loss: 0.4727 2022-05-12 23:40:32,033 - mmdet - INFO - Epoch [81][3450/3992] lr: 1.000e-06, eta: 2 days, 17:31:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0311, loss_cls: 0.1546, acc: 94.2832, loss_bbox: 0.2645, loss_mask: 0.0000, loss: 0.4667 2022-05-12 23:40:57,692 - mmdet - INFO - Epoch [81][3500/3992] lr: 1.000e-06, eta: 2 days, 17:31:10, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0287, loss_cls: 0.1529, acc: 94.1992, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4542 2022-05-12 23:41:23,304 - mmdet - INFO - Epoch [81][3550/3992] lr: 1.000e-06, eta: 2 days, 17:30:46, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0311, loss_cls: 0.1744, acc: 93.5645, loss_bbox: 0.2797, loss_mask: 0.0000, loss: 0.4999 2022-05-12 23:41:48,705 - mmdet - INFO - Epoch [81][3600/3992] lr: 1.000e-06, eta: 2 days, 17:30:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0270, loss_cls: 0.1463, acc: 94.6094, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4306 2022-05-12 23:42:13,459 - mmdet - INFO - Epoch [81][3650/3992] lr: 1.000e-06, eta: 2 days, 17:29:58, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0221, loss_cls: 0.1322, acc: 95.1270, loss_bbox: 0.2170, loss_mask: 0.0000, loss: 0.3810 2022-05-12 23:42:37,920 - mmdet - INFO - Epoch [81][3700/3992] lr: 1.000e-06, eta: 2 days, 17:29:32, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0250, loss_cls: 0.1327, acc: 94.9551, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4064 2022-05-12 23:43:03,081 - mmdet - INFO - Epoch [81][3750/3992] lr: 1.000e-06, eta: 2 days, 17:29:08, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0277, loss_cls: 0.1457, acc: 94.4629, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4334 2022-05-12 23:43:28,415 - mmdet - INFO - Epoch [81][3800/3992] lr: 1.000e-06, eta: 2 days, 17:28:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0251, loss_cls: 0.1472, acc: 94.5000, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4289 2022-05-12 23:43:53,450 - mmdet - INFO - Epoch [81][3850/3992] lr: 1.000e-06, eta: 2 days, 17:28:20, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0246, loss_cls: 0.1566, acc: 94.3398, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4358 2022-05-12 23:44:18,544 - mmdet - INFO - Epoch [81][3900/3992] lr: 1.000e-06, eta: 2 days, 17:27:55, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0246, loss_cls: 0.1451, acc: 94.5098, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4246 2022-05-12 23:44:43,669 - mmdet - INFO - Epoch [81][3950/3992] lr: 1.000e-06, eta: 2 days, 17:27:31, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0276, loss_cls: 0.1402, acc: 94.8438, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4142 2022-05-12 23:45:05,229 - mmdet - INFO - Saving checkpoint at 81 epochs 2022-05-12 23:50:42,148 - mmdet - INFO - Evaluating bbox... 2022-05-12 23:50:58,369 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.030 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.105 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-12 23:50:58,374 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.261 | desk | 0.092 | | sofa_chair | 0.485 | pillow | 0.055 | box | 0.020 | | garbage_bin | 0.352 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.109 | kitchen_counter | 0.162 | kitchen_cabinet | 0.204 | | cpu | 0.030 | bench | 0.161 | file_cabinet | 0.088 | | whiteboard | 0.140 | lamp | 0.172 | endtable | 0.134 | | bookshelf | 0.221 | coffee_table | 0.198 | dresser | 0.178 | | paper | 0.009 | printer | 0.213 | monitor | 0.223 | | back_pack | 0.070 | night_stand | 0.295 | door | 0.088 | | picture | 0.045 | ottoman | 0.186 | stool | 0.231 | | outlet | 0.000 | towel | 0.073 | tray | 0.016 | | bag | 0.018 | stove | 0.102 | bathtub | 0.432 | | scanner | 0.203 | cubby | 0.022 | mirror | 0.023 | | bottle | 0.004 | rack | 0.019 | cup | 0.082 | | thermos | 0.002 | island | 0.103 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.198 | | cart | 0.089 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.339 | | sofa | 0.416 | plant | 0.036 | bed | 0.610 | | dining_table | 0.005 | toilet | 0.529 | tv | 0.266 | | laptop | 0.105 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.030 | microwave | 0.243 | | oven | 0.024 | paper_towel_dispenser | 0.245 | sink | 0.166 | | fridge | 0.175 | book | 0.009 | clock | 0.073 | | vase | 0.046 | fire_extinguisher | 0.004 | blinds | 0.020 | | podium | 0.204 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:50:58,378 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.228 | table | 0.461 | desk | 0.196 | | sofa_chair | 0.676 | pillow | 0.139 | box | 0.051 | | garbage_bin | 0.615 | cabinet | 0.083 | drawer | 0.090 | | shelf | 0.217 | kitchen_counter | 0.282 | kitchen_cabinet | 0.330 | | cpu | 0.080 | bench | 0.296 | file_cabinet | 0.122 | | whiteboard | 0.228 | lamp | 0.377 | endtable | 0.257 | | bookshelf | 0.400 | coffee_table | 0.369 | dresser | 0.270 | | paper | 0.028 | printer | 0.363 | monitor | 0.528 | | back_pack | 0.140 | night_stand | 0.527 | door | 0.131 | | picture | 0.081 | ottoman | 0.270 | stool | 0.425 | | outlet | 0.000 | towel | 0.109 | tray | 0.040 | | bag | 0.025 | stove | 0.203 | bathtub | 0.678 | | scanner | 0.314 | cubby | 0.036 | mirror | 0.049 | | bottle | 0.007 | rack | 0.029 | cup | 0.198 | | thermos | 0.003 | island | 0.142 | counter | 0.044 | | bowl | 0.090 | plate | 0.001 | organizer | 0.004 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.324 | | cart | 0.152 | tv_stand | 0.165 | poster | 0.002 | | soap_dispenser | 0.025 | toy | nan | chair | 0.686 | | sofa | 0.615 | plant | 0.092 | bed | 0.880 | | dining_table | 0.009 | toilet | 0.850 | tv | 0.458 | | laptop | 0.227 | mouse | 0.106 | basket | 0.000 | | keyboard | 0.246 | telephone | 0.072 | microwave | 0.473 | | oven | 0.047 | paper_towel_dispenser | 0.406 | sink | 0.470 | | fridge | 0.319 | book | 0.024 | clock | 0.118 | | vase | 0.085 | fire_extinguisher | 0.021 | blinds | 0.054 | | podium | 0.274 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:50:58,381 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.107 | table | 0.265 | desk | 0.082 | | sofa_chair | 0.563 | pillow | 0.031 | box | 0.009 | | garbage_bin | 0.359 | cabinet | 0.036 | drawer | 0.056 | | shelf | 0.094 | kitchen_counter | 0.149 | kitchen_cabinet | 0.228 | | cpu | 0.006 | bench | 0.146 | file_cabinet | 0.104 | | whiteboard | 0.134 | lamp | 0.134 | endtable | 0.122 | | bookshelf | 0.214 | coffee_table | 0.175 | dresser | 0.211 | | paper | 0.002 | printer | 0.175 | monitor | 0.155 | | back_pack | 0.063 | night_stand | 0.300 | door | 0.114 | | picture | 0.050 | ottoman | 0.218 | stool | 0.256 | | outlet | 0.000 | towel | 0.085 | tray | 0.020 | | bag | 0.023 | stove | 0.097 | bathtub | 0.486 | | scanner | 0.185 | cubby | 0.016 | mirror | 0.010 | | bottle | 0.005 | rack | 0.023 | cup | 0.057 | | thermos | 0.003 | island | 0.107 | counter | 0.043 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.168 | | cart | 0.073 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.008 | toy | nan | chair | 0.298 | | sofa | 0.465 | plant | 0.017 | bed | 0.706 | | dining_table | 0.002 | toilet | 0.578 | tv | 0.292 | | laptop | 0.085 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.021 | telephone | 0.010 | microwave | 0.238 | | oven | 0.017 | paper_towel_dispenser | 0.274 | sink | 0.077 | | fridge | 0.144 | book | 0.006 | clock | 0.118 | | vase | 0.056 | fire_extinguisher | 0.000 | blinds | 0.012 | | podium | 0.252 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:50:58,381 - mmdet - INFO - Evaluating segm... 2022-05-12 23:51:16,494 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-12 23:51:16,499 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:51:16,502 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:51:16,506 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-12 23:51:16,826 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-12 23:51:16,827 - mmdet - INFO - Epoch(val) [81][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.124 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-12 23:51:43,445 - mmdet - INFO - Epoch [82][50/3992] lr: 1.000e-06, eta: 2 days, 17:26:17, time: 0.532, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0279, loss_cls: 0.1626, acc: 94.0449, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4602 2022-05-12 23:52:08,559 - mmdet - INFO - Epoch [82][100/3992] lr: 1.000e-06, eta: 2 days, 17:25:53, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0250, loss_cls: 0.1486, acc: 94.3906, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4410 2022-05-12 23:52:33,975 - mmdet - INFO - Epoch [82][150/3992] lr: 1.000e-06, eta: 2 days, 17:25:29, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0304, loss_cls: 0.1524, acc: 94.1758, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4575 2022-05-12 23:52:58,650 - mmdet - INFO - Epoch [82][200/3992] lr: 1.000e-06, eta: 2 days, 17:25:04, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0275, loss_cls: 0.1465, acc: 94.4316, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4274 2022-05-12 23:53:24,434 - mmdet - INFO - Epoch [82][250/3992] lr: 1.000e-06, eta: 2 days, 17:24:41, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0212, loss_cls: 0.1392, acc: 94.7227, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4090 2022-05-12 23:53:49,575 - mmdet - INFO - Epoch [82][300/3992] lr: 1.000e-06, eta: 2 days, 17:24:17, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0231, loss_cls: 0.1396, acc: 94.9238, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3973 2022-05-12 23:54:14,199 - mmdet - INFO - Epoch [82][350/3992] lr: 1.000e-06, eta: 2 days, 17:23:51, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0270, loss_cls: 0.1426, acc: 94.4727, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4333 2022-05-12 23:54:39,876 - mmdet - INFO - Epoch [82][400/3992] lr: 1.000e-06, eta: 2 days, 17:23:28, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0275, loss_cls: 0.1482, acc: 94.5801, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4401 2022-05-12 23:55:05,854 - mmdet - INFO - Epoch [82][450/3992] lr: 1.000e-06, eta: 2 days, 17:23:05, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0255, loss_cls: 0.1447, acc: 94.6934, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4264 2022-05-12 23:55:30,441 - mmdet - INFO - Epoch [82][500/3992] lr: 1.000e-06, eta: 2 days, 17:22:40, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0305, loss_cls: 0.1552, acc: 94.3340, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4685 2022-05-12 23:55:55,565 - mmdet - INFO - Epoch [82][550/3992] lr: 1.000e-06, eta: 2 days, 17:22:15, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0245, loss_cls: 0.1555, acc: 94.1914, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4393 2022-05-12 23:56:20,173 - mmdet - INFO - Epoch [82][600/3992] lr: 1.000e-06, eta: 2 days, 17:21:50, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0279, loss_cls: 0.1429, acc: 94.6133, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4294 2022-05-12 23:56:46,834 - mmdet - INFO - Epoch [82][650/3992] lr: 1.000e-06, eta: 2 days, 17:21:28, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0267, loss_cls: 0.1494, acc: 94.5605, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4266 2022-05-12 23:57:12,386 - mmdet - INFO - Epoch [82][700/3992] lr: 1.000e-06, eta: 2 days, 17:21:05, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0260, loss_cls: 0.1512, acc: 94.3848, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4423 2022-05-12 23:57:37,267 - mmdet - INFO - Epoch [82][750/3992] lr: 1.000e-06, eta: 2 days, 17:20:40, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0208, loss_cls: 0.1344, acc: 95.0566, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.3987 2022-05-12 23:58:03,345 - mmdet - INFO - Epoch [82][800/3992] lr: 1.000e-06, eta: 2 days, 17:20:17, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0279, loss_cls: 0.1413, acc: 94.6523, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4325 2022-05-12 23:58:27,689 - mmdet - INFO - Epoch [82][850/3992] lr: 1.000e-06, eta: 2 days, 17:19:52, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0272, loss_cls: 0.1317, acc: 94.9629, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4126 2022-05-12 23:58:52,290 - mmdet - INFO - Epoch [82][900/3992] lr: 1.000e-06, eta: 2 days, 17:19:26, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0270, loss_cls: 0.1441, acc: 94.6133, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4321 2022-05-12 23:59:17,895 - mmdet - INFO - Epoch [82][950/3992] lr: 1.000e-06, eta: 2 days, 17:19:03, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0276, loss_cls: 0.1520, acc: 94.4121, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4466 2022-05-12 23:59:43,492 - mmdet - INFO - Epoch [82][1000/3992] lr: 1.000e-06, eta: 2 days, 17:18:39, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0239, loss_cls: 0.1350, acc: 94.9590, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4013 2022-05-13 00:00:09,684 - mmdet - INFO - Epoch [82][1050/3992] lr: 1.000e-06, eta: 2 days, 17:18:16, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0333, loss_cls: 0.1814, acc: 93.4551, loss_bbox: 0.2844, loss_mask: 0.0000, loss: 0.5147 2022-05-13 00:00:34,050 - mmdet - INFO - Epoch [82][1100/3992] lr: 1.000e-06, eta: 2 days, 17:17:51, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0233, loss_cls: 0.1353, acc: 95.0723, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3965 2022-05-13 00:00:58,885 - mmdet - INFO - Epoch [82][1150/3992] lr: 1.000e-06, eta: 2 days, 17:17:26, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0250, loss_cls: 0.1353, acc: 95.0352, loss_bbox: 0.2195, loss_mask: 0.0000, loss: 0.3938 2022-05-13 00:01:23,352 - mmdet - INFO - Epoch [82][1200/3992] lr: 1.000e-06, eta: 2 days, 17:17:01, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0216, loss_cls: 0.1318, acc: 95.0820, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.3893 2022-05-13 00:01:48,649 - mmdet - INFO - Epoch [82][1250/3992] lr: 1.000e-06, eta: 2 days, 17:16:37, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0207, loss_cls: 0.1284, acc: 95.3418, loss_bbox: 0.2124, loss_mask: 0.0000, loss: 0.3716 2022-05-13 00:02:13,796 - mmdet - INFO - Epoch [82][1300/3992] lr: 1.000e-06, eta: 2 days, 17:16:13, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0243, loss_cls: 0.1409, acc: 94.7812, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4217 2022-05-13 00:02:39,374 - mmdet - INFO - Epoch [82][1350/3992] lr: 1.000e-06, eta: 2 days, 17:15:49, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1443, acc: 94.6914, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4337 2022-05-13 00:03:03,892 - mmdet - INFO - Epoch [82][1400/3992] lr: 1.000e-06, eta: 2 days, 17:15:24, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0203, loss_cls: 0.1249, acc: 95.4766, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3785 2022-05-13 00:03:28,665 - mmdet - INFO - Epoch [82][1450/3992] lr: 1.000e-06, eta: 2 days, 17:14:59, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0254, loss_cls: 0.1589, acc: 94.3008, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4642 2022-05-13 00:03:53,047 - mmdet - INFO - Epoch [82][1500/3992] lr: 1.000e-06, eta: 2 days, 17:14:33, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0237, loss_cls: 0.1346, acc: 95.1621, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.3996 2022-05-13 00:04:18,801 - mmdet - INFO - Epoch [82][1550/3992] lr: 1.000e-06, eta: 2 days, 17:14:10, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0303, loss_cls: 0.1562, acc: 94.1250, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4681 2022-05-13 00:04:43,043 - mmdet - INFO - Epoch [82][1600/3992] lr: 1.000e-06, eta: 2 days, 17:13:44, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0279, loss_cls: 0.1579, acc: 94.2207, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4541 2022-05-13 00:05:08,154 - mmdet - INFO - Epoch [82][1650/3992] lr: 1.000e-06, eta: 2 days, 17:13:20, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0255, loss_cls: 0.1555, acc: 94.2148, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4557 2022-05-13 00:05:33,162 - mmdet - INFO - Epoch [82][1700/3992] lr: 1.000e-06, eta: 2 days, 17:12:56, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0247, loss_cls: 0.1351, acc: 94.9414, loss_bbox: 0.2205, loss_mask: 0.0000, loss: 0.3972 2022-05-13 00:05:58,877 - mmdet - INFO - Epoch [82][1750/3992] lr: 1.000e-06, eta: 2 days, 17:12:32, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0253, loss_cls: 0.1437, acc: 94.6484, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4305 2022-05-13 00:06:24,372 - mmdet - INFO - Epoch [82][1800/3992] lr: 1.000e-06, eta: 2 days, 17:12:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0274, loss_cls: 0.1398, acc: 94.8301, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4304 2022-05-13 00:06:49,241 - mmdet - INFO - Epoch [82][1850/3992] lr: 1.000e-06, eta: 2 days, 17:11:44, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0242, loss_cls: 0.1352, acc: 95.0254, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4074 2022-05-13 00:07:12,887 - mmdet - INFO - Epoch [82][1900/3992] lr: 1.000e-06, eta: 2 days, 17:11:17, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0239, loss_cls: 0.1441, acc: 94.7559, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4315 2022-05-13 00:07:37,659 - mmdet - INFO - Epoch [82][1950/3992] lr: 1.000e-06, eta: 2 days, 17:10:52, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0229, loss_cls: 0.1435, acc: 95.0273, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.4026 2022-05-13 00:08:02,931 - mmdet - INFO - Epoch [82][2000/3992] lr: 1.000e-06, eta: 2 days, 17:10:28, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0255, loss_cls: 0.1439, acc: 94.6191, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4272 2022-05-13 00:08:27,716 - mmdet - INFO - Epoch [82][2050/3992] lr: 1.000e-06, eta: 2 days, 17:10:03, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0225, loss_cls: 0.1249, acc: 95.1973, loss_bbox: 0.2238, loss_mask: 0.0000, loss: 0.3858 2022-05-13 00:08:52,451 - mmdet - INFO - Epoch [82][2100/3992] lr: 1.000e-06, eta: 2 days, 17:09:39, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0273, loss_cls: 0.1515, acc: 94.3828, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4381 2022-05-13 00:09:17,646 - mmdet - INFO - Epoch [82][2150/3992] lr: 1.000e-06, eta: 2 days, 17:09:14, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0293, loss_cls: 0.1582, acc: 94.1719, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4628 2022-05-13 00:09:42,738 - mmdet - INFO - Epoch [82][2200/3992] lr: 1.000e-06, eta: 2 days, 17:08:50, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0260, loss_cls: 0.1601, acc: 94.1445, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4644 2022-05-13 00:10:07,870 - mmdet - INFO - Epoch [82][2250/3992] lr: 1.000e-06, eta: 2 days, 17:08:26, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0222, loss_cls: 0.1306, acc: 95.0879, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3908 2022-05-13 00:10:32,879 - mmdet - INFO - Epoch [82][2300/3992] lr: 1.000e-06, eta: 2 days, 17:08:01, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0266, loss_cls: 0.1417, acc: 94.4727, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4357 2022-05-13 00:10:57,989 - mmdet - INFO - Epoch [82][2350/3992] lr: 1.000e-06, eta: 2 days, 17:07:37, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0214, loss_cls: 0.1420, acc: 94.7500, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4114 2022-05-13 00:11:22,848 - mmdet - INFO - Epoch [82][2400/3992] lr: 1.000e-06, eta: 2 days, 17:07:12, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0229, loss_cls: 0.1404, acc: 94.9082, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4051 2022-05-13 00:11:48,352 - mmdet - INFO - Epoch [82][2450/3992] lr: 1.000e-06, eta: 2 days, 17:06:48, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0232, loss_cls: 0.1383, acc: 94.8066, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.3986 2022-05-13 00:12:12,672 - mmdet - INFO - Epoch [82][2500/3992] lr: 1.000e-06, eta: 2 days, 17:06:23, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0291, loss_cls: 0.1528, acc: 94.3555, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4359 2022-05-13 00:12:37,062 - mmdet - INFO - Epoch [82][2550/3992] lr: 1.000e-06, eta: 2 days, 17:05:57, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0252, loss_cls: 0.1510, acc: 94.3516, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4437 2022-05-13 00:13:01,527 - mmdet - INFO - Epoch [82][2600/3992] lr: 1.000e-06, eta: 2 days, 17:05:32, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0263, loss_cls: 0.1492, acc: 94.4238, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4469 2022-05-13 00:13:26,668 - mmdet - INFO - Epoch [82][2650/3992] lr: 1.000e-06, eta: 2 days, 17:05:08, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0301, loss_cls: 0.1413, acc: 94.7441, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4325 2022-05-13 00:13:51,554 - mmdet - INFO - Epoch [82][2700/3992] lr: 1.000e-06, eta: 2 days, 17:04:43, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0229, loss_cls: 0.1279, acc: 95.2988, loss_bbox: 0.2144, loss_mask: 0.0000, loss: 0.3748 2022-05-13 00:14:16,754 - mmdet - INFO - Epoch [82][2750/3992] lr: 1.000e-06, eta: 2 days, 17:04:19, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0212, loss_cls: 0.1358, acc: 94.9414, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.3954 2022-05-13 00:14:41,770 - mmdet - INFO - Epoch [82][2800/3992] lr: 1.000e-06, eta: 2 days, 17:03:54, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0266, loss_cls: 0.1551, acc: 94.3125, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4501 2022-05-13 00:15:06,492 - mmdet - INFO - Epoch [82][2850/3992] lr: 1.000e-06, eta: 2 days, 17:03:29, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0262, loss_cls: 0.1421, acc: 94.9609, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.4131 2022-05-13 00:15:31,413 - mmdet - INFO - Epoch [82][2900/3992] lr: 1.000e-06, eta: 2 days, 17:03:05, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0260, loss_cls: 0.1366, acc: 94.8672, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4092 2022-05-13 00:15:56,335 - mmdet - INFO - Epoch [82][2950/3992] lr: 1.000e-06, eta: 2 days, 17:02:40, time: 0.498, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0287, loss_cls: 0.1680, acc: 93.8555, loss_bbox: 0.2711, loss_mask: 0.0000, loss: 0.4852 2022-05-13 00:16:21,415 - mmdet - INFO - Epoch [82][3000/3992] lr: 1.000e-06, eta: 2 days, 17:02:16, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0239, loss_cls: 0.1413, acc: 95.0742, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.4000 2022-05-13 00:16:45,545 - mmdet - INFO - Epoch [82][3050/3992] lr: 1.000e-06, eta: 2 days, 17:01:50, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0277, loss_cls: 0.1470, acc: 94.4922, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4516 2022-05-13 00:17:10,941 - mmdet - INFO - Epoch [82][3100/3992] lr: 1.000e-06, eta: 2 days, 17:01:26, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0280, loss_cls: 0.1671, acc: 93.8398, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4706 2022-05-13 00:17:36,281 - mmdet - INFO - Epoch [82][3150/3992] lr: 1.000e-06, eta: 2 days, 17:01:02, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0278, loss_cls: 0.1344, acc: 94.8320, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4077 2022-05-13 00:18:01,187 - mmdet - INFO - Epoch [82][3200/3992] lr: 1.000e-06, eta: 2 days, 17:00:37, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0310, loss_cls: 0.1663, acc: 93.7539, loss_bbox: 0.2848, loss_mask: 0.0000, loss: 0.4974 2022-05-13 00:18:25,901 - mmdet - INFO - Epoch [82][3250/3992] lr: 1.000e-06, eta: 2 days, 17:00:13, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0269, loss_cls: 0.1401, acc: 94.7988, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4085 2022-05-13 00:18:50,578 - mmdet - INFO - Epoch [82][3300/3992] lr: 1.000e-06, eta: 2 days, 16:59:48, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0240, loss_cls: 0.1467, acc: 94.6738, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4101 2022-05-13 00:19:16,643 - mmdet - INFO - Epoch [82][3350/3992] lr: 1.000e-06, eta: 2 days, 16:59:25, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0258, loss_cls: 0.1495, acc: 94.3672, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4411 2022-05-13 00:19:42,754 - mmdet - INFO - Epoch [82][3400/3992] lr: 1.000e-06, eta: 2 days, 16:59:02, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0300, loss_cls: 0.1687, acc: 93.7969, loss_bbox: 0.2777, loss_mask: 0.0000, loss: 0.4914 2022-05-13 00:20:07,583 - mmdet - INFO - Epoch [82][3450/3992] lr: 1.000e-06, eta: 2 days, 16:58:37, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0223, loss_cls: 0.1370, acc: 94.8730, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3962 2022-05-13 00:20:32,142 - mmdet - INFO - Epoch [82][3500/3992] lr: 1.000e-06, eta: 2 days, 16:58:12, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0245, loss_cls: 0.1339, acc: 95.1523, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3932 2022-05-13 00:20:56,918 - mmdet - INFO - Epoch [82][3550/3992] lr: 1.000e-06, eta: 2 days, 16:57:47, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0226, loss_cls: 0.1325, acc: 95.0430, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.3951 2022-05-13 00:21:22,312 - mmdet - INFO - Epoch [82][3600/3992] lr: 1.000e-06, eta: 2 days, 16:57:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0276, loss_cls: 0.1561, acc: 94.2109, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4570 2022-05-13 00:21:47,348 - mmdet - INFO - Epoch [82][3650/3992] lr: 1.000e-06, eta: 2 days, 16:56:59, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0276, loss_cls: 0.1338, acc: 95.1289, loss_bbox: 0.2148, loss_mask: 0.0000, loss: 0.3933 2022-05-13 00:22:11,223 - mmdet - INFO - Epoch [82][3700/3992] lr: 1.000e-06, eta: 2 days, 16:56:32, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0242, loss_cls: 0.1442, acc: 94.8281, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4214 2022-05-13 00:22:36,802 - mmdet - INFO - Epoch [82][3750/3992] lr: 1.000e-06, eta: 2 days, 16:56:09, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0254, loss_cls: 0.1461, acc: 94.4102, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4394 2022-05-13 00:23:03,248 - mmdet - INFO - Epoch [82][3800/3992] lr: 1.000e-06, eta: 2 days, 16:55:46, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0280, loss_cls: 0.1665, acc: 93.8418, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.4819 2022-05-13 00:23:28,405 - mmdet - INFO - Epoch [82][3850/3992] lr: 1.000e-06, eta: 2 days, 16:55:22, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0268, loss_cls: 0.1486, acc: 94.4766, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4278 2022-05-13 00:23:53,831 - mmdet - INFO - Epoch [82][3900/3992] lr: 1.000e-06, eta: 2 days, 16:54:58, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0281, loss_cls: 0.1450, acc: 94.6133, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4327 2022-05-13 00:24:18,287 - mmdet - INFO - Epoch [82][3950/3992] lr: 1.000e-06, eta: 2 days, 16:54:33, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0242, loss_cls: 0.1406, acc: 95.0605, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.4013 2022-05-13 00:24:39,690 - mmdet - INFO - Saving checkpoint at 82 epochs 2022-05-13 00:30:18,769 - mmdet - INFO - Evaluating bbox... 2022-05-13 00:30:34,476 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.127 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.226 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.161 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.298 2022-05-13 00:30:34,481 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.113 | table | 0.259 | desk | 0.096 | | sofa_chair | 0.479 | pillow | 0.058 | box | 0.021 | | garbage_bin | 0.350 | cabinet | 0.042 | drawer | 0.058 | | shelf | 0.104 | kitchen_counter | 0.161 | kitchen_cabinet | 0.204 | | cpu | 0.027 | bench | 0.156 | file_cabinet | 0.085 | | whiteboard | 0.140 | lamp | 0.175 | endtable | 0.138 | | bookshelf | 0.230 | coffee_table | 0.206 | dresser | 0.180 | | paper | 0.009 | printer | 0.211 | monitor | 0.223 | | back_pack | 0.067 | night_stand | 0.298 | door | 0.088 | | picture | 0.049 | ottoman | 0.186 | stool | 0.228 | | outlet | 0.000 | towel | 0.070 | tray | 0.012 | | bag | 0.016 | stove | 0.103 | bathtub | 0.437 | | scanner | 0.207 | cubby | 0.019 | mirror | 0.022 | | bottle | 0.005 | rack | 0.016 | cup | 0.077 | | thermos | 0.001 | island | 0.101 | counter | 0.032 | | bowl | 0.060 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.197 | | cart | 0.096 | tv_stand | 0.106 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.418 | plant | 0.039 | bed | 0.609 | | dining_table | 0.006 | toilet | 0.528 | tv | 0.269 | | laptop | 0.107 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.031 | microwave | 0.237 | | oven | 0.020 | paper_towel_dispenser | 0.265 | sink | 0.167 | | fridge | 0.176 | book | 0.010 | clock | 0.072 | | vase | 0.041 | fire_extinguisher | 0.013 | blinds | 0.021 | | podium | 0.200 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:34,485 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.232 | table | 0.461 | desk | 0.202 | | sofa_chair | 0.671 | pillow | 0.146 | box | 0.049 | | garbage_bin | 0.613 | cabinet | 0.084 | drawer | 0.087 | | shelf | 0.218 | kitchen_counter | 0.278 | kitchen_cabinet | 0.336 | | cpu | 0.077 | bench | 0.291 | file_cabinet | 0.117 | | whiteboard | 0.225 | lamp | 0.387 | endtable | 0.263 | | bookshelf | 0.421 | coffee_table | 0.373 | dresser | 0.276 | | paper | 0.030 | printer | 0.357 | monitor | 0.530 | | back_pack | 0.139 | night_stand | 0.519 | door | 0.127 | | picture | 0.088 | ottoman | 0.271 | stool | 0.425 | | outlet | 0.000 | towel | 0.111 | tray | 0.033 | | bag | 0.023 | stove | 0.202 | bathtub | 0.683 | | scanner | 0.309 | cubby | 0.032 | mirror | 0.047 | | bottle | 0.008 | rack | 0.024 | cup | 0.189 | | thermos | 0.002 | island | 0.143 | counter | 0.038 | | bowl | 0.090 | plate | 0.002 | organizer | 0.004 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.300 | | cart | 0.160 | tv_stand | 0.228 | poster | 0.003 | | soap_dispenser | 0.025 | toy | nan | chair | 0.686 | | sofa | 0.611 | plant | 0.099 | bed | 0.880 | | dining_table | 0.009 | toilet | 0.861 | tv | 0.466 | | laptop | 0.237 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.222 | telephone | 0.074 | microwave | 0.471 | | oven | 0.040 | paper_towel_dispenser | 0.406 | sink | 0.484 | | fridge | 0.290 | book | 0.025 | clock | 0.116 | | vase | 0.079 | fire_extinguisher | 0.103 | blinds | 0.058 | | podium | 0.276 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:34,488 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.101 | table | 0.267 | desk | 0.086 | | sofa_chair | 0.556 | pillow | 0.037 | box | 0.019 | | garbage_bin | 0.383 | cabinet | 0.038 | drawer | 0.064 | | shelf | 0.090 | kitchen_counter | 0.147 | kitchen_cabinet | 0.226 | | cpu | 0.006 | bench | 0.143 | file_cabinet | 0.103 | | whiteboard | 0.144 | lamp | 0.130 | endtable | 0.151 | | bookshelf | 0.212 | coffee_table | 0.169 | dresser | 0.213 | | paper | 0.003 | printer | 0.174 | monitor | 0.152 | | back_pack | 0.059 | night_stand | 0.311 | door | 0.115 | | picture | 0.050 | ottoman | 0.225 | stool | 0.256 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.019 | stove | 0.097 | bathtub | 0.483 | | scanner | 0.201 | cubby | 0.014 | mirror | 0.008 | | bottle | 0.007 | rack | 0.018 | cup | 0.047 | | thermos | 0.000 | island | 0.115 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.075 | tv_stand | 0.060 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.294 | | sofa | 0.479 | plant | 0.029 | bed | 0.701 | | dining_table | 0.008 | toilet | 0.532 | tv | 0.300 | | laptop | 0.087 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.230 | | oven | 0.017 | paper_towel_dispenser | 0.274 | sink | 0.072 | | fridge | 0.162 | book | 0.006 | clock | 0.116 | | vase | 0.047 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.276 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:34,488 - mmdet - INFO - Evaluating segm... 2022-05-13 00:30:52,164 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 00:30:52,168 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:52,171 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:52,174 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 00:30:52,479 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 00:30:52,479 - mmdet - INFO - Epoch(val) [82][2619] bbox_mAP: 0.1270, bbox_mAP_50: 0.2260, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1610, bbox_mAP_copypaste: 0.127 0.226 0.125 0.005 0.044 0.161, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 00:31:20,214 - mmdet - INFO - Epoch [83][50/3992] lr: 1.000e-06, eta: 2 days, 16:53:21, time: 0.555, data_time: 0.064, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0334, loss_cls: 0.1605, acc: 94.4473, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4760 2022-05-13 00:31:44,857 - mmdet - INFO - Epoch [83][100/3992] lr: 1.000e-06, eta: 2 days, 16:52:56, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0267, loss_cls: 0.1437, acc: 94.6973, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4236 2022-05-13 00:32:09,553 - mmdet - INFO - Epoch [83][150/3992] lr: 1.000e-06, eta: 2 days, 16:52:31, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0283, loss_cls: 0.1536, acc: 94.4824, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4493 2022-05-13 00:32:34,323 - mmdet - INFO - Epoch [83][200/3992] lr: 1.000e-06, eta: 2 days, 16:52:07, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0232, loss_cls: 0.1488, acc: 94.5215, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4142 2022-05-13 00:32:59,930 - mmdet - INFO - Epoch [83][250/3992] lr: 1.000e-06, eta: 2 days, 16:51:43, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0254, loss_cls: 0.1488, acc: 94.6895, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4258 2022-05-13 00:33:24,011 - mmdet - INFO - Epoch [83][300/3992] lr: 1.000e-06, eta: 2 days, 16:51:17, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0214, loss_cls: 0.1483, acc: 94.6348, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4240 2022-05-13 00:33:48,829 - mmdet - INFO - Epoch [83][350/3992] lr: 1.000e-06, eta: 2 days, 16:50:52, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0251, loss_cls: 0.1400, acc: 94.8867, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4085 2022-05-13 00:34:13,834 - mmdet - INFO - Epoch [83][400/3992] lr: 1.000e-06, eta: 2 days, 16:50:28, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0255, loss_cls: 0.1507, acc: 94.4141, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4366 2022-05-13 00:34:38,467 - mmdet - INFO - Epoch [83][450/3992] lr: 1.000e-06, eta: 2 days, 16:50:03, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0269, loss_cls: 0.1454, acc: 94.5293, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4460 2022-05-13 00:35:03,456 - mmdet - INFO - Epoch [83][500/3992] lr: 1.000e-06, eta: 2 days, 16:49:38, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0213, loss_cls: 0.1364, acc: 95.0430, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4015 2022-05-13 00:35:28,096 - mmdet - INFO - Epoch [83][550/3992] lr: 1.000e-06, eta: 2 days, 16:49:13, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0234, loss_cls: 0.1481, acc: 94.7754, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4143 2022-05-13 00:35:53,229 - mmdet - INFO - Epoch [83][600/3992] lr: 1.000e-06, eta: 2 days, 16:48:49, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0240, loss_cls: 0.1413, acc: 94.6797, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4150 2022-05-13 00:36:19,344 - mmdet - INFO - Epoch [83][650/3992] lr: 1.000e-06, eta: 2 days, 16:48:26, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0270, loss_cls: 0.1421, acc: 94.7324, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4286 2022-05-13 00:36:45,057 - mmdet - INFO - Epoch [83][700/3992] lr: 1.000e-06, eta: 2 days, 16:48:03, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0262, loss_cls: 0.1480, acc: 94.5488, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4516 2022-05-13 00:37:09,620 - mmdet - INFO - Epoch [83][750/3992] lr: 1.000e-06, eta: 2 days, 16:47:37, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0259, loss_cls: 0.1383, acc: 95.0039, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4068 2022-05-13 00:37:33,893 - mmdet - INFO - Epoch [83][800/3992] lr: 1.000e-06, eta: 2 days, 16:47:12, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0262, loss_cls: 0.1464, acc: 94.4609, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4317 2022-05-13 00:37:58,390 - mmdet - INFO - Epoch [83][850/3992] lr: 1.000e-06, eta: 2 days, 16:46:47, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0239, loss_cls: 0.1532, acc: 94.2852, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4457 2022-05-13 00:38:23,671 - mmdet - INFO - Epoch [83][900/3992] lr: 1.000e-06, eta: 2 days, 16:46:23, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0250, loss_cls: 0.1455, acc: 94.5273, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4332 2022-05-13 00:38:47,716 - mmdet - INFO - Epoch [83][950/3992] lr: 1.000e-06, eta: 2 days, 16:45:57, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0266, loss_cls: 0.1458, acc: 94.6016, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4249 2022-05-13 00:39:13,899 - mmdet - INFO - Epoch [83][1000/3992] lr: 1.000e-06, eta: 2 days, 16:45:34, time: 0.524, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0277, loss_cls: 0.1482, acc: 94.5547, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4543 2022-05-13 00:39:39,064 - mmdet - INFO - Epoch [83][1050/3992] lr: 1.000e-06, eta: 2 days, 16:45:10, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0274, loss_cls: 0.1449, acc: 94.8750, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4209 2022-05-13 00:40:04,331 - mmdet - INFO - Epoch [83][1100/3992] lr: 1.000e-06, eta: 2 days, 16:44:45, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0275, loss_cls: 0.1537, acc: 94.1230, loss_bbox: 0.2768, loss_mask: 0.0000, loss: 0.4717 2022-05-13 00:40:29,540 - mmdet - INFO - Epoch [83][1150/3992] lr: 1.000e-06, eta: 2 days, 16:44:21, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0226, loss_cls: 0.1296, acc: 95.1934, loss_bbox: 0.2200, loss_mask: 0.0000, loss: 0.3851 2022-05-13 00:40:54,607 - mmdet - INFO - Epoch [83][1200/3992] lr: 1.000e-06, eta: 2 days, 16:43:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0250, loss_cls: 0.1342, acc: 95.0449, loss_bbox: 0.2205, loss_mask: 0.0000, loss: 0.3943 2022-05-13 00:41:19,565 - mmdet - INFO - Epoch [83][1250/3992] lr: 1.000e-06, eta: 2 days, 16:43:32, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0233, loss_cls: 0.1287, acc: 95.3125, loss_bbox: 0.2135, loss_mask: 0.0000, loss: 0.3774 2022-05-13 00:41:44,557 - mmdet - INFO - Epoch [83][1300/3992] lr: 1.000e-06, eta: 2 days, 16:43:08, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0258, loss_cls: 0.1513, acc: 94.2676, loss_bbox: 0.2636, loss_mask: 0.0000, loss: 0.4556 2022-05-13 00:42:09,847 - mmdet - INFO - Epoch [83][1350/3992] lr: 1.000e-06, eta: 2 days, 16:42:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0231, loss_cls: 0.1401, acc: 94.9121, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4084 2022-05-13 00:42:35,142 - mmdet - INFO - Epoch [83][1400/3992] lr: 1.000e-06, eta: 2 days, 16:42:19, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0260, loss_cls: 0.1482, acc: 94.5645, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4336 2022-05-13 00:43:00,437 - mmdet - INFO - Epoch [83][1450/3992] lr: 1.000e-06, eta: 2 days, 16:41:55, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0225, loss_cls: 0.1394, acc: 94.7383, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4196 2022-05-13 00:43:25,262 - mmdet - INFO - Epoch [83][1500/3992] lr: 1.000e-06, eta: 2 days, 16:41:31, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0299, loss_cls: 0.1750, acc: 93.6484, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4911 2022-05-13 00:43:50,762 - mmdet - INFO - Epoch [83][1550/3992] lr: 1.000e-06, eta: 2 days, 16:41:07, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0258, loss_cls: 0.1424, acc: 94.5703, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4280 2022-05-13 00:44:16,234 - mmdet - INFO - Epoch [83][1600/3992] lr: 1.000e-06, eta: 2 days, 16:40:43, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0247, loss_cls: 0.1400, acc: 94.7852, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4151 2022-05-13 00:44:41,665 - mmdet - INFO - Epoch [83][1650/3992] lr: 1.000e-06, eta: 2 days, 16:40:19, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0250, loss_cls: 0.1369, acc: 94.8457, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4149 2022-05-13 00:45:05,539 - mmdet - INFO - Epoch [83][1700/3992] lr: 1.000e-06, eta: 2 days, 16:39:53, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0251, loss_cls: 0.1326, acc: 95.1250, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3919 2022-05-13 00:45:30,271 - mmdet - INFO - Epoch [83][1750/3992] lr: 1.000e-06, eta: 2 days, 16:39:28, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0250, loss_cls: 0.1426, acc: 94.8086, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4242 2022-05-13 00:45:55,467 - mmdet - INFO - Epoch [83][1800/3992] lr: 1.000e-06, eta: 2 days, 16:39:04, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0271, loss_cls: 0.1382, acc: 94.9258, loss_bbox: 0.2268, loss_mask: 0.0000, loss: 0.4039 2022-05-13 00:46:20,217 - mmdet - INFO - Epoch [83][1850/3992] lr: 1.000e-06, eta: 2 days, 16:38:39, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0231, loss_cls: 0.1394, acc: 94.7949, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4059 2022-05-13 00:46:46,444 - mmdet - INFO - Epoch [83][1900/3992] lr: 1.000e-06, eta: 2 days, 16:38:16, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0258, loss_cls: 0.1339, acc: 94.8223, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4061 2022-05-13 00:47:10,946 - mmdet - INFO - Epoch [83][1950/3992] lr: 1.000e-06, eta: 2 days, 16:37:51, time: 0.490, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0309, loss_cls: 0.1663, acc: 93.9082, loss_bbox: 0.2702, loss_mask: 0.0000, loss: 0.4872 2022-05-13 00:47:36,284 - mmdet - INFO - Epoch [83][2000/3992] lr: 1.000e-06, eta: 2 days, 16:37:27, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0239, loss_cls: 0.1330, acc: 94.8379, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4092 2022-05-13 00:48:00,499 - mmdet - INFO - Epoch [83][2050/3992] lr: 1.000e-06, eta: 2 days, 16:37:01, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0262, loss_cls: 0.1420, acc: 94.5801, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4227 2022-05-13 00:48:25,874 - mmdet - INFO - Epoch [83][2100/3992] lr: 1.000e-06, eta: 2 days, 16:36:37, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0261, loss_cls: 0.1364, acc: 94.9355, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4149 2022-05-13 00:48:50,482 - mmdet - INFO - Epoch [83][2150/3992] lr: 1.000e-06, eta: 2 days, 16:36:12, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0233, loss_cls: 0.1382, acc: 94.6934, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4077 2022-05-13 00:49:15,960 - mmdet - INFO - Epoch [83][2200/3992] lr: 1.000e-06, eta: 2 days, 16:35:48, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0260, loss_cls: 0.1521, acc: 94.3496, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4456 2022-05-13 00:49:41,206 - mmdet - INFO - Epoch [83][2250/3992] lr: 1.000e-06, eta: 2 days, 16:35:24, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0277, loss_cls: 0.1527, acc: 94.3984, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4482 2022-05-13 00:50:06,321 - mmdet - INFO - Epoch [83][2300/3992] lr: 1.000e-06, eta: 2 days, 16:35:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0241, loss_cls: 0.1534, acc: 94.5059, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4269 2022-05-13 00:50:31,247 - mmdet - INFO - Epoch [83][2350/3992] lr: 1.000e-06, eta: 2 days, 16:34:35, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0226, loss_cls: 0.1249, acc: 95.3164, loss_bbox: 0.2241, loss_mask: 0.0000, loss: 0.3843 2022-05-13 00:50:56,655 - mmdet - INFO - Epoch [83][2400/3992] lr: 1.000e-06, eta: 2 days, 16:34:11, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0284, loss_cls: 0.1379, acc: 94.7266, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4268 2022-05-13 00:51:21,873 - mmdet - INFO - Epoch [83][2450/3992] lr: 1.000e-06, eta: 2 days, 16:33:47, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0263, loss_cls: 0.1519, acc: 94.5312, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4473 2022-05-13 00:51:47,659 - mmdet - INFO - Epoch [83][2500/3992] lr: 1.000e-06, eta: 2 days, 16:33:24, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0272, loss_cls: 0.1496, acc: 94.3730, loss_bbox: 0.2668, loss_mask: 0.0000, loss: 0.4616 2022-05-13 00:52:12,354 - mmdet - INFO - Epoch [83][2550/3992] lr: 1.000e-06, eta: 2 days, 16:32:59, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0248, loss_cls: 0.1490, acc: 94.3574, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4373 2022-05-13 00:52:37,171 - mmdet - INFO - Epoch [83][2600/3992] lr: 1.000e-06, eta: 2 days, 16:32:34, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0266, loss_cls: 0.1521, acc: 94.3613, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4485 2022-05-13 00:53:02,872 - mmdet - INFO - Epoch [83][2650/3992] lr: 1.000e-06, eta: 2 days, 16:32:11, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0280, loss_cls: 0.1722, acc: 93.9746, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4778 2022-05-13 00:53:27,419 - mmdet - INFO - Epoch [83][2700/3992] lr: 1.000e-06, eta: 2 days, 16:31:45, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0274, loss_cls: 0.1440, acc: 94.7734, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.4107 2022-05-13 00:53:53,302 - mmdet - INFO - Epoch [83][2750/3992] lr: 1.000e-06, eta: 2 days, 16:31:22, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0258, loss_cls: 0.1471, acc: 94.4551, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4372 2022-05-13 00:54:18,416 - mmdet - INFO - Epoch [83][2800/3992] lr: 1.000e-06, eta: 2 days, 16:30:58, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0210, loss_cls: 0.1403, acc: 94.9961, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.3964 2022-05-13 00:54:43,117 - mmdet - INFO - Epoch [83][2850/3992] lr: 1.000e-06, eta: 2 days, 16:30:33, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0257, loss_cls: 0.1448, acc: 94.5449, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4292 2022-05-13 00:55:07,104 - mmdet - INFO - Epoch [83][2900/3992] lr: 1.000e-06, eta: 2 days, 16:30:07, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0262, loss_cls: 0.1472, acc: 94.6426, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4478 2022-05-13 00:55:32,240 - mmdet - INFO - Epoch [83][2950/3992] lr: 1.000e-06, eta: 2 days, 16:29:43, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0231, loss_cls: 0.1323, acc: 94.9102, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4093 2022-05-13 00:55:57,114 - mmdet - INFO - Epoch [83][3000/3992] lr: 1.000e-06, eta: 2 days, 16:29:18, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0270, loss_cls: 0.1556, acc: 94.0977, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4445 2022-05-13 00:56:21,718 - mmdet - INFO - Epoch [83][3050/3992] lr: 1.000e-06, eta: 2 days, 16:28:53, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0276, loss_cls: 0.1487, acc: 94.5527, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4350 2022-05-13 00:56:46,760 - mmdet - INFO - Epoch [83][3100/3992] lr: 1.000e-06, eta: 2 days, 16:28:28, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0238, loss_cls: 0.1236, acc: 95.2461, loss_bbox: 0.2173, loss_mask: 0.0000, loss: 0.3750 2022-05-13 00:57:13,103 - mmdet - INFO - Epoch [83][3150/3992] lr: 1.000e-06, eta: 2 days, 16:28:06, time: 0.527, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0286, loss_cls: 0.1614, acc: 94.0391, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4605 2022-05-13 00:57:38,154 - mmdet - INFO - Epoch [83][3200/3992] lr: 1.000e-06, eta: 2 days, 16:27:41, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0262, loss_cls: 0.1466, acc: 94.5625, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4260 2022-05-13 00:58:02,229 - mmdet - INFO - Epoch [83][3250/3992] lr: 1.000e-06, eta: 2 days, 16:27:15, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0269, loss_cls: 0.1481, acc: 94.4492, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4515 2022-05-13 00:58:27,062 - mmdet - INFO - Epoch [83][3300/3992] lr: 1.000e-06, eta: 2 days, 16:26:51, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0252, loss_cls: 0.1441, acc: 94.6289, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4215 2022-05-13 00:58:53,287 - mmdet - INFO - Epoch [83][3350/3992] lr: 1.000e-06, eta: 2 days, 16:26:28, time: 0.524, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0311, loss_cls: 0.1463, acc: 94.6523, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4461 2022-05-13 00:59:18,917 - mmdet - INFO - Epoch [83][3400/3992] lr: 1.000e-06, eta: 2 days, 16:26:04, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0221, loss_cls: 0.1340, acc: 95.0762, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3948 2022-05-13 00:59:44,113 - mmdet - INFO - Epoch [83][3450/3992] lr: 1.000e-06, eta: 2 days, 16:25:40, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0280, loss_cls: 0.1595, acc: 94.3340, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4547 2022-05-13 01:00:09,076 - mmdet - INFO - Epoch [83][3500/3992] lr: 1.000e-06, eta: 2 days, 16:25:15, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0243, loss_cls: 0.1478, acc: 94.5977, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4266 2022-05-13 01:00:34,411 - mmdet - INFO - Epoch [83][3550/3992] lr: 1.000e-06, eta: 2 days, 16:24:51, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0293, loss_cls: 0.1532, acc: 94.5176, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4454 2022-05-13 01:01:00,293 - mmdet - INFO - Epoch [83][3600/3992] lr: 1.000e-06, eta: 2 days, 16:24:28, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0297, loss_cls: 0.1571, acc: 94.0840, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4605 2022-05-13 01:01:25,939 - mmdet - INFO - Epoch [83][3650/3992] lr: 1.000e-06, eta: 2 days, 16:24:04, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0277, loss_cls: 0.1495, acc: 94.5234, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4315 2022-05-13 01:01:51,660 - mmdet - INFO - Epoch [83][3700/3992] lr: 1.000e-06, eta: 2 days, 16:23:41, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0265, loss_cls: 0.1410, acc: 94.7949, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4267 2022-05-13 01:02:17,026 - mmdet - INFO - Epoch [83][3750/3992] lr: 1.000e-06, eta: 2 days, 16:23:17, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0305, loss_cls: 0.1544, acc: 94.5898, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4410 2022-05-13 01:02:42,007 - mmdet - INFO - Epoch [83][3800/3992] lr: 1.000e-06, eta: 2 days, 16:22:52, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0248, loss_cls: 0.1389, acc: 94.9277, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4116 2022-05-13 01:03:07,370 - mmdet - INFO - Epoch [83][3850/3992] lr: 1.000e-06, eta: 2 days, 16:22:28, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0249, loss_cls: 0.1317, acc: 94.9512, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4081 2022-05-13 01:03:32,606 - mmdet - INFO - Epoch [83][3900/3992] lr: 1.000e-06, eta: 2 days, 16:22:04, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0221, loss_cls: 0.1221, acc: 95.4375, loss_bbox: 0.2035, loss_mask: 0.0000, loss: 0.3592 2022-05-13 01:03:57,834 - mmdet - INFO - Epoch [83][3950/3992] lr: 1.000e-06, eta: 2 days, 16:21:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0252, loss_cls: 0.1412, acc: 94.5469, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4181 2022-05-13 01:04:18,989 - mmdet - INFO - Saving checkpoint at 83 epochs 2022-05-13 01:09:55,639 - mmdet - INFO - Evaluating bbox... 2022-05-13 01:10:11,251 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-13 01:10:11,255 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.259 | desk | 0.094 | | sofa_chair | 0.480 | pillow | 0.058 | box | 0.021 | | garbage_bin | 0.350 | cabinet | 0.043 | drawer | 0.056 | | shelf | 0.106 | kitchen_counter | 0.161 | kitchen_cabinet | 0.198 | | cpu | 0.028 | bench | 0.155 | file_cabinet | 0.081 | | whiteboard | 0.143 | lamp | 0.173 | endtable | 0.131 | | bookshelf | 0.222 | coffee_table | 0.201 | dresser | 0.180 | | paper | 0.008 | printer | 0.216 | monitor | 0.223 | | back_pack | 0.070 | night_stand | 0.297 | door | 0.090 | | picture | 0.045 | ottoman | 0.182 | stool | 0.228 | | outlet | 0.000 | towel | 0.070 | tray | 0.011 | | bag | 0.023 | stove | 0.109 | bathtub | 0.439 | | scanner | 0.214 | cubby | 0.017 | mirror | 0.023 | | bottle | 0.004 | rack | 0.012 | cup | 0.075 | | thermos | 0.001 | island | 0.104 | counter | 0.033 | | bowl | 0.060 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.196 | | cart | 0.093 | tv_stand | 0.107 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.339 | | sofa | 0.418 | plant | 0.037 | bed | 0.610 | | dining_table | 0.005 | toilet | 0.532 | tv | 0.263 | | laptop | 0.111 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.080 | telephone | 0.032 | microwave | 0.237 | | oven | 0.023 | paper_towel_dispenser | 0.193 | sink | 0.167 | | fridge | 0.172 | book | 0.009 | clock | 0.070 | | vase | 0.044 | fire_extinguisher | 0.010 | blinds | 0.018 | | podium | 0.194 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:11,258 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.223 | table | 0.460 | desk | 0.199 | | sofa_chair | 0.671 | pillow | 0.144 | box | 0.050 | | garbage_bin | 0.606 | cabinet | 0.087 | drawer | 0.086 | | shelf | 0.220 | kitchen_counter | 0.282 | kitchen_cabinet | 0.322 | | cpu | 0.082 | bench | 0.301 | file_cabinet | 0.115 | | whiteboard | 0.228 | lamp | 0.377 | endtable | 0.251 | | bookshelf | 0.392 | coffee_table | 0.371 | dresser | 0.278 | | paper | 0.029 | printer | 0.357 | monitor | 0.529 | | back_pack | 0.146 | night_stand | 0.522 | door | 0.133 | | picture | 0.080 | ottoman | 0.268 | stool | 0.427 | | outlet | 0.000 | towel | 0.108 | tray | 0.030 | | bag | 0.033 | stove | 0.201 | bathtub | 0.685 | | scanner | 0.307 | cubby | 0.026 | mirror | 0.048 | | bottle | 0.006 | rack | 0.018 | cup | 0.183 | | thermos | 0.002 | island | 0.140 | counter | 0.037 | | bowl | 0.089 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.298 | | cart | 0.161 | tv_stand | 0.168 | poster | 0.004 | | soap_dispenser | 0.024 | toy | nan | chair | 0.685 | | sofa | 0.611 | plant | 0.095 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.857 | tv | 0.454 | | laptop | 0.239 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.241 | telephone | 0.075 | microwave | 0.463 | | oven | 0.045 | paper_towel_dispenser | 0.378 | sink | 0.483 | | fridge | 0.290 | book | 0.024 | clock | 0.119 | | vase | 0.082 | fire_extinguisher | 0.080 | blinds | 0.047 | | podium | 0.268 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:11,261 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.105 | table | 0.262 | desk | 0.080 | | sofa_chair | 0.565 | pillow | 0.038 | box | 0.010 | | garbage_bin | 0.371 | cabinet | 0.038 | drawer | 0.063 | | shelf | 0.087 | kitchen_counter | 0.145 | kitchen_cabinet | 0.217 | | cpu | 0.006 | bench | 0.143 | file_cabinet | 0.099 | | whiteboard | 0.146 | lamp | 0.139 | endtable | 0.102 | | bookshelf | 0.211 | coffee_table | 0.168 | dresser | 0.200 | | paper | 0.002 | printer | 0.217 | monitor | 0.152 | | back_pack | 0.058 | night_stand | 0.315 | door | 0.117 | | picture | 0.046 | ottoman | 0.216 | stool | 0.239 | | outlet | 0.000 | towel | 0.086 | tray | 0.011 | | bag | 0.029 | stove | 0.104 | bathtub | 0.487 | | scanner | 0.199 | cubby | 0.013 | mirror | 0.011 | | bottle | 0.005 | rack | 0.014 | cup | 0.046 | | thermos | 0.000 | island | 0.121 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.168 | | cart | 0.073 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.297 | | sofa | 0.472 | plant | 0.029 | bed | 0.704 | | dining_table | 0.002 | toilet | 0.544 | tv | 0.303 | | laptop | 0.093 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.025 | telephone | 0.011 | microwave | 0.230 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.085 | | fridge | 0.141 | book | 0.006 | clock | 0.083 | | vase | 0.053 | fire_extinguisher | 0.000 | blinds | 0.011 | | podium | 0.247 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:11,262 - mmdet - INFO - Evaluating segm... 2022-05-13 01:10:28,258 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 01:10:28,262 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:28,265 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:28,268 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:10:28,573 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 01:10:28,574 - mmdet - INFO - Epoch(val) [83][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.223 0.123 0.005 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 01:10:55,579 - mmdet - INFO - Epoch [84][50/3992] lr: 1.000e-06, eta: 2 days, 16:20:28, time: 0.540, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0279, loss_cls: 0.1444, acc: 94.8125, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4251 2022-05-13 01:11:20,148 - mmdet - INFO - Epoch [84][100/3992] lr: 1.000e-06, eta: 2 days, 16:20:03, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0238, loss_cls: 0.1441, acc: 94.8574, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4177 2022-05-13 01:11:45,444 - mmdet - INFO - Epoch [84][150/3992] lr: 1.000e-06, eta: 2 days, 16:19:39, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0245, loss_cls: 0.1458, acc: 94.4297, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4370 2022-05-13 01:12:10,964 - mmdet - INFO - Epoch [84][200/3992] lr: 1.000e-06, eta: 2 days, 16:19:15, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0278, loss_cls: 0.1568, acc: 94.0254, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4520 2022-05-13 01:12:36,458 - mmdet - INFO - Epoch [84][250/3992] lr: 1.000e-06, eta: 2 days, 16:18:51, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0236, loss_cls: 0.1534, acc: 94.4609, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4279 2022-05-13 01:13:01,826 - mmdet - INFO - Epoch [84][300/3992] lr: 1.000e-06, eta: 2 days, 16:18:27, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0252, loss_cls: 0.1273, acc: 95.1641, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3905 2022-05-13 01:13:27,942 - mmdet - INFO - Epoch [84][350/3992] lr: 1.000e-06, eta: 2 days, 16:18:04, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0248, loss_cls: 0.1428, acc: 94.8516, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4144 2022-05-13 01:13:52,517 - mmdet - INFO - Epoch [84][400/3992] lr: 1.000e-06, eta: 2 days, 16:17:39, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0223, loss_cls: 0.1277, acc: 95.2969, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3764 2022-05-13 01:14:16,762 - mmdet - INFO - Epoch [84][450/3992] lr: 1.000e-06, eta: 2 days, 16:17:14, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0231, loss_cls: 0.1273, acc: 95.2305, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3820 2022-05-13 01:14:43,471 - mmdet - INFO - Epoch [84][500/3992] lr: 1.000e-06, eta: 2 days, 16:16:52, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1465, acc: 94.8438, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4327 2022-05-13 01:15:07,754 - mmdet - INFO - Epoch [84][550/3992] lr: 1.000e-06, eta: 2 days, 16:16:26, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0251, loss_cls: 0.1451, acc: 94.6523, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4253 2022-05-13 01:15:32,101 - mmdet - INFO - Epoch [84][600/3992] lr: 1.000e-06, eta: 2 days, 16:16:01, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0230, loss_cls: 0.1434, acc: 94.8730, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4100 2022-05-13 01:15:58,032 - mmdet - INFO - Epoch [84][650/3992] lr: 1.000e-06, eta: 2 days, 16:15:37, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0262, loss_cls: 0.1576, acc: 93.9590, loss_bbox: 0.2720, loss_mask: 0.0000, loss: 0.4682 2022-05-13 01:16:22,708 - mmdet - INFO - Epoch [84][700/3992] lr: 1.000e-06, eta: 2 days, 16:15:12, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0289, loss_cls: 0.1694, acc: 93.9805, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4713 2022-05-13 01:16:48,139 - mmdet - INFO - Epoch [84][750/3992] lr: 1.000e-06, eta: 2 days, 16:14:48, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0236, loss_cls: 0.1270, acc: 95.3184, loss_bbox: 0.2140, loss_mask: 0.0000, loss: 0.3772 2022-05-13 01:17:12,372 - mmdet - INFO - Epoch [84][800/3992] lr: 1.000e-06, eta: 2 days, 16:14:23, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0224, loss_cls: 0.1458, acc: 94.7070, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4295 2022-05-13 01:17:38,378 - mmdet - INFO - Epoch [84][850/3992] lr: 1.000e-06, eta: 2 days, 16:14:00, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0283, loss_cls: 0.1528, acc: 94.5234, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4419 2022-05-13 01:18:03,546 - mmdet - INFO - Epoch [84][900/3992] lr: 1.000e-06, eta: 2 days, 16:13:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0256, loss_cls: 0.1491, acc: 94.4590, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4396 2022-05-13 01:18:29,727 - mmdet - INFO - Epoch [84][950/3992] lr: 1.000e-06, eta: 2 days, 16:13:13, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0263, loss_cls: 0.1420, acc: 94.9336, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4058 2022-05-13 01:18:54,047 - mmdet - INFO - Epoch [84][1000/3992] lr: 1.000e-06, eta: 2 days, 16:12:47, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0212, loss_cls: 0.1230, acc: 95.4648, loss_bbox: 0.2119, loss_mask: 0.0000, loss: 0.3675 2022-05-13 01:19:19,112 - mmdet - INFO - Epoch [84][1050/3992] lr: 1.000e-06, eta: 2 days, 16:12:23, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0254, loss_cls: 0.1459, acc: 94.5625, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4317 2022-05-13 01:19:43,562 - mmdet - INFO - Epoch [84][1100/3992] lr: 1.000e-06, eta: 2 days, 16:11:57, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0282, loss_cls: 0.1463, acc: 94.6094, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4318 2022-05-13 01:20:08,184 - mmdet - INFO - Epoch [84][1150/3992] lr: 1.000e-06, eta: 2 days, 16:11:32, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0250, loss_cls: 0.1438, acc: 94.7012, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4231 2022-05-13 01:20:33,611 - mmdet - INFO - Epoch [84][1200/3992] lr: 1.000e-06, eta: 2 days, 16:11:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0260, loss_cls: 0.1429, acc: 94.6309, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4360 2022-05-13 01:21:00,166 - mmdet - INFO - Epoch [84][1250/3992] lr: 1.000e-06, eta: 2 days, 16:10:46, time: 0.531, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0258, loss_cls: 0.1449, acc: 94.6113, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4326 2022-05-13 01:21:25,371 - mmdet - INFO - Epoch [84][1300/3992] lr: 1.000e-06, eta: 2 days, 16:10:22, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0267, loss_cls: 0.1343, acc: 94.9297, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4109 2022-05-13 01:21:50,903 - mmdet - INFO - Epoch [84][1350/3992] lr: 1.000e-06, eta: 2 days, 16:09:58, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0264, loss_cls: 0.1395, acc: 94.6836, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4210 2022-05-13 01:22:15,605 - mmdet - INFO - Epoch [84][1400/3992] lr: 1.000e-06, eta: 2 days, 16:09:33, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0238, loss_cls: 0.1463, acc: 94.7852, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4161 2022-05-13 01:22:41,497 - mmdet - INFO - Epoch [84][1450/3992] lr: 1.000e-06, eta: 2 days, 16:09:10, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0232, loss_cls: 0.1445, acc: 94.8359, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4129 2022-05-13 01:23:05,866 - mmdet - INFO - Epoch [84][1500/3992] lr: 1.000e-06, eta: 2 days, 16:08:44, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0297, loss_cls: 0.1454, acc: 94.4844, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4298 2022-05-13 01:23:31,005 - mmdet - INFO - Epoch [84][1550/3992] lr: 1.000e-06, eta: 2 days, 16:08:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0287, loss_cls: 0.1523, acc: 94.2598, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4499 2022-05-13 01:23:56,332 - mmdet - INFO - Epoch [84][1600/3992] lr: 1.000e-06, eta: 2 days, 16:07:56, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0241, loss_cls: 0.1354, acc: 94.8906, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4115 2022-05-13 01:24:21,113 - mmdet - INFO - Epoch [84][1650/3992] lr: 1.000e-06, eta: 2 days, 16:07:31, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0262, loss_cls: 0.1526, acc: 94.3242, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4458 2022-05-13 01:24:45,832 - mmdet - INFO - Epoch [84][1700/3992] lr: 1.000e-06, eta: 2 days, 16:07:06, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0267, loss_cls: 0.1535, acc: 94.4160, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4384 2022-05-13 01:25:10,330 - mmdet - INFO - Epoch [84][1750/3992] lr: 1.000e-06, eta: 2 days, 16:06:41, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0259, loss_cls: 0.1391, acc: 94.9492, loss_bbox: 0.2139, loss_mask: 0.0000, loss: 0.3923 2022-05-13 01:25:34,724 - mmdet - INFO - Epoch [84][1800/3992] lr: 1.000e-06, eta: 2 days, 16:06:16, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0252, loss_cls: 0.1519, acc: 94.4277, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4394 2022-05-13 01:25:59,836 - mmdet - INFO - Epoch [84][1850/3992] lr: 1.000e-06, eta: 2 days, 16:05:51, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0228, loss_cls: 0.1530, acc: 94.3652, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4466 2022-05-13 01:26:26,106 - mmdet - INFO - Epoch [84][1900/3992] lr: 1.000e-06, eta: 2 days, 16:05:29, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0288, loss_cls: 0.1601, acc: 94.0664, loss_bbox: 0.2664, loss_mask: 0.0000, loss: 0.4698 2022-05-13 01:26:50,912 - mmdet - INFO - Epoch [84][1950/3992] lr: 1.000e-06, eta: 2 days, 16:05:04, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0256, loss_cls: 0.1428, acc: 94.4844, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4153 2022-05-13 01:27:15,944 - mmdet - INFO - Epoch [84][2000/3992] lr: 1.000e-06, eta: 2 days, 16:04:39, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0269, loss_cls: 0.1539, acc: 94.3027, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4418 2022-05-13 01:27:41,331 - mmdet - INFO - Epoch [84][2050/3992] lr: 1.000e-06, eta: 2 days, 16:04:15, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0255, loss_cls: 0.1559, acc: 94.1504, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4544 2022-05-13 01:28:06,717 - mmdet - INFO - Epoch [84][2100/3992] lr: 1.000e-06, eta: 2 days, 16:03:51, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0291, loss_cls: 0.1585, acc: 94.2324, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4591 2022-05-13 01:28:31,992 - mmdet - INFO - Epoch [84][2150/3992] lr: 1.000e-06, eta: 2 days, 16:03:27, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0260, loss_cls: 0.1467, acc: 94.6562, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4301 2022-05-13 01:28:56,962 - mmdet - INFO - Epoch [84][2200/3992] lr: 1.000e-06, eta: 2 days, 16:03:03, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0246, loss_cls: 0.1296, acc: 95.1914, loss_bbox: 0.2229, loss_mask: 0.0000, loss: 0.3866 2022-05-13 01:29:21,714 - mmdet - INFO - Epoch [84][2250/3992] lr: 1.000e-06, eta: 2 days, 16:02:38, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0243, loss_cls: 0.1498, acc: 94.1582, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4336 2022-05-13 01:29:47,747 - mmdet - INFO - Epoch [84][2300/3992] lr: 1.000e-06, eta: 2 days, 16:02:15, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0262, loss_cls: 0.1407, acc: 94.7930, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4130 2022-05-13 01:30:12,170 - mmdet - INFO - Epoch [84][2350/3992] lr: 1.000e-06, eta: 2 days, 16:01:49, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0261, loss_cls: 0.1403, acc: 94.7930, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4256 2022-05-13 01:30:37,165 - mmdet - INFO - Epoch [84][2400/3992] lr: 1.000e-06, eta: 2 days, 16:01:25, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0269, loss_cls: 0.1416, acc: 94.7441, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4212 2022-05-13 01:31:02,400 - mmdet - INFO - Epoch [84][2450/3992] lr: 1.000e-06, eta: 2 days, 16:01:01, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0236, loss_cls: 0.1318, acc: 95.0059, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4022 2022-05-13 01:31:27,295 - mmdet - INFO - Epoch [84][2500/3992] lr: 1.000e-06, eta: 2 days, 16:00:36, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0234, loss_cls: 0.1451, acc: 94.6309, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4184 2022-05-13 01:31:53,281 - mmdet - INFO - Epoch [84][2550/3992] lr: 1.000e-06, eta: 2 days, 16:00:13, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0285, loss_cls: 0.1549, acc: 94.3125, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4417 2022-05-13 01:32:18,850 - mmdet - INFO - Epoch [84][2600/3992] lr: 1.000e-06, eta: 2 days, 15:59:49, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0279, loss_cls: 0.1627, acc: 94.1133, loss_bbox: 0.2683, loss_mask: 0.0000, loss: 0.4735 2022-05-13 01:32:43,259 - mmdet - INFO - Epoch [84][2650/3992] lr: 1.000e-06, eta: 2 days, 15:59:24, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0261, loss_cls: 0.1437, acc: 94.5898, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4210 2022-05-13 01:33:08,763 - mmdet - INFO - Epoch [84][2700/3992] lr: 1.000e-06, eta: 2 days, 15:59:00, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0282, loss_cls: 0.1464, acc: 94.3965, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4478 2022-05-13 01:33:33,707 - mmdet - INFO - Epoch [84][2750/3992] lr: 1.000e-06, eta: 2 days, 15:58:35, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0288, loss_cls: 0.1624, acc: 94.1836, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4660 2022-05-13 01:33:58,345 - mmdet - INFO - Epoch [84][2800/3992] lr: 1.000e-06, eta: 2 days, 15:58:10, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0304, loss_cls: 0.1634, acc: 93.9688, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4825 2022-05-13 01:34:23,240 - mmdet - INFO - Epoch [84][2850/3992] lr: 1.000e-06, eta: 2 days, 15:57:46, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0279, loss_cls: 0.1741, acc: 93.4551, loss_bbox: 0.2881, loss_mask: 0.0000, loss: 0.5049 2022-05-13 01:34:48,413 - mmdet - INFO - Epoch [84][2900/3992] lr: 1.000e-06, eta: 2 days, 15:57:21, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0264, loss_cls: 0.1475, acc: 94.6172, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4291 2022-05-13 01:35:14,171 - mmdet - INFO - Epoch [84][2950/3992] lr: 1.000e-06, eta: 2 days, 15:56:58, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0251, loss_cls: 0.1346, acc: 94.9941, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4081 2022-05-13 01:35:39,926 - mmdet - INFO - Epoch [84][3000/3992] lr: 1.000e-06, eta: 2 days, 15:56:34, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0272, loss_cls: 0.1551, acc: 94.3281, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4506 2022-05-13 01:36:04,250 - mmdet - INFO - Epoch [84][3050/3992] lr: 1.000e-06, eta: 2 days, 15:56:09, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0223, loss_cls: 0.1297, acc: 95.2559, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3828 2022-05-13 01:36:29,332 - mmdet - INFO - Epoch [84][3100/3992] lr: 1.000e-06, eta: 2 days, 15:55:45, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0275, loss_cls: 0.1490, acc: 94.5391, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4477 2022-05-13 01:36:53,900 - mmdet - INFO - Epoch [84][3150/3992] lr: 1.000e-06, eta: 2 days, 15:55:19, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0262, loss_cls: 0.1462, acc: 94.5801, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4258 2022-05-13 01:37:18,422 - mmdet - INFO - Epoch [84][3200/3992] lr: 1.000e-06, eta: 2 days, 15:54:54, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0271, loss_cls: 0.1302, acc: 95.1328, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.3980 2022-05-13 01:37:43,432 - mmdet - INFO - Epoch [84][3250/3992] lr: 1.000e-06, eta: 2 days, 15:54:30, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0246, loss_cls: 0.1419, acc: 94.7305, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4214 2022-05-13 01:38:08,128 - mmdet - INFO - Epoch [84][3300/3992] lr: 1.000e-06, eta: 2 days, 15:54:05, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0240, loss_cls: 0.1368, acc: 94.8828, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4192 2022-05-13 01:38:34,749 - mmdet - INFO - Epoch [84][3350/3992] lr: 1.000e-06, eta: 2 days, 15:53:42, time: 0.532, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0211, loss_cls: 0.1461, acc: 94.6816, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4044 2022-05-13 01:38:59,924 - mmdet - INFO - Epoch [84][3400/3992] lr: 1.000e-06, eta: 2 days, 15:53:18, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0286, loss_cls: 0.1451, acc: 94.5195, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4486 2022-05-13 01:39:25,512 - mmdet - INFO - Epoch [84][3450/3992] lr: 1.000e-06, eta: 2 days, 15:52:54, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0287, loss_cls: 0.1536, acc: 94.2422, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4477 2022-05-13 01:39:49,998 - mmdet - INFO - Epoch [84][3500/3992] lr: 1.000e-06, eta: 2 days, 15:52:29, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0282, loss_cls: 0.1581, acc: 94.1875, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4514 2022-05-13 01:40:15,740 - mmdet - INFO - Epoch [84][3550/3992] lr: 1.000e-06, eta: 2 days, 15:52:06, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0285, loss_cls: 0.1503, acc: 94.3691, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4530 2022-05-13 01:40:41,104 - mmdet - INFO - Epoch [84][3600/3992] lr: 1.000e-06, eta: 2 days, 15:51:42, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0253, loss_cls: 0.1475, acc: 94.4395, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4252 2022-05-13 01:41:06,804 - mmdet - INFO - Epoch [84][3650/3992] lr: 1.000e-06, eta: 2 days, 15:51:18, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0230, loss_cls: 0.1293, acc: 95.1348, loss_bbox: 0.2249, loss_mask: 0.0000, loss: 0.3890 2022-05-13 01:41:31,509 - mmdet - INFO - Epoch [84][3700/3992] lr: 1.000e-06, eta: 2 days, 15:50:53, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0216, loss_cls: 0.1247, acc: 95.3105, loss_bbox: 0.2129, loss_mask: 0.0000, loss: 0.3678 2022-05-13 01:41:56,409 - mmdet - INFO - Epoch [84][3750/3992] lr: 1.000e-06, eta: 2 days, 15:50:29, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0239, loss_cls: 0.1442, acc: 94.4434, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4382 2022-05-13 01:42:20,693 - mmdet - INFO - Epoch [84][3800/3992] lr: 1.000e-06, eta: 2 days, 15:50:03, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0269, loss_cls: 0.1522, acc: 94.4648, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4466 2022-05-13 01:42:47,000 - mmdet - INFO - Epoch [84][3850/3992] lr: 1.000e-06, eta: 2 days, 15:49:40, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0286, loss_cls: 0.1617, acc: 93.8359, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4695 2022-05-13 01:43:12,666 - mmdet - INFO - Epoch [84][3900/3992] lr: 1.000e-06, eta: 2 days, 15:49:17, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0304, loss_cls: 0.1675, acc: 94.0742, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4802 2022-05-13 01:43:37,986 - mmdet - INFO - Epoch [84][3950/3992] lr: 1.000e-06, eta: 2 days, 15:48:53, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0230, loss_cls: 0.1313, acc: 95.0215, loss_bbox: 0.2192, loss_mask: 0.0000, loss: 0.3859 2022-05-13 01:43:59,320 - mmdet - INFO - Saving checkpoint at 84 epochs 2022-05-13 01:49:36,125 - mmdet - INFO - Evaluating bbox... 2022-05-13 01:49:52,097 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 01:49:52,101 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.099 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.483 | pillow | 0.058 | box | 0.020 | | garbage_bin | 0.350 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.105 | kitchen_counter | 0.163 | kitchen_cabinet | 0.200 | | cpu | 0.028 | bench | 0.161 | file_cabinet | 0.085 | | whiteboard | 0.148 | lamp | 0.176 | endtable | 0.135 | | bookshelf | 0.221 | coffee_table | 0.203 | dresser | 0.179 | | paper | 0.009 | printer | 0.207 | monitor | 0.224 | | back_pack | 0.069 | night_stand | 0.298 | door | 0.081 | | picture | 0.046 | ottoman | 0.187 | stool | 0.228 | | outlet | 0.000 | towel | 0.074 | tray | 0.012 | | bag | 0.020 | stove | 0.109 | bathtub | 0.443 | | scanner | 0.210 | cubby | 0.020 | mirror | 0.023 | | bottle | 0.003 | rack | 0.020 | cup | 0.076 | | thermos | 0.001 | island | 0.101 | counter | 0.037 | | bowl | 0.054 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.198 | | cart | 0.097 | tv_stand | 0.110 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.340 | | sofa | 0.421 | plant | 0.034 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.532 | tv | 0.265 | | laptop | 0.107 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.083 | telephone | 0.026 | microwave | 0.237 | | oven | 0.023 | paper_towel_dispenser | 0.236 | sink | 0.164 | | fridge | 0.167 | book | 0.009 | clock | 0.072 | | vase | 0.047 | fire_extinguisher | 0.013 | blinds | 0.024 | | podium | 0.190 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:49:52,105 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.223 | table | 0.461 | desk | 0.202 | | sofa_chair | 0.673 | pillow | 0.142 | box | 0.048 | | garbage_bin | 0.616 | cabinet | 0.089 | drawer | 0.088 | | shelf | 0.210 | kitchen_counter | 0.277 | kitchen_cabinet | 0.332 | | cpu | 0.088 | bench | 0.305 | file_cabinet | 0.115 | | whiteboard | 0.229 | lamp | 0.388 | endtable | 0.250 | | bookshelf | 0.413 | coffee_table | 0.370 | dresser | 0.273 | | paper | 0.029 | printer | 0.351 | monitor | 0.531 | | back_pack | 0.150 | night_stand | 0.523 | door | 0.125 | | picture | 0.082 | ottoman | 0.269 | stool | 0.427 | | outlet | 0.000 | towel | 0.110 | tray | 0.033 | | bag | 0.029 | stove | 0.201 | bathtub | 0.689 | | scanner | 0.312 | cubby | 0.032 | mirror | 0.048 | | bottle | 0.006 | rack | 0.029 | cup | 0.194 | | thermos | 0.002 | island | 0.141 | counter | 0.044 | | bowl | 0.090 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.324 | | cart | 0.159 | tv_stand | 0.173 | poster | 0.003 | | soap_dispenser | 0.024 | toy | nan | chair | 0.685 | | sofa | 0.618 | plant | 0.090 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.850 | tv | 0.464 | | laptop | 0.236 | mouse | 0.100 | basket | 0.000 | | keyboard | 0.250 | telephone | 0.071 | microwave | 0.467 | | oven | 0.042 | paper_towel_dispenser | 0.392 | sink | 0.475 | | fridge | 0.284 | book | 0.022 | clock | 0.118 | | vase | 0.083 | fire_extinguisher | 0.103 | blinds | 0.059 | | podium | 0.265 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:49:52,108 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.053 | table | 0.263 | desk | 0.082 | | sofa_chair | 0.562 | pillow | 0.037 | box | 0.014 | | garbage_bin | 0.373 | cabinet | 0.037 | drawer | 0.064 | | shelf | 0.096 | kitchen_counter | 0.156 | kitchen_cabinet | 0.221 | | cpu | 0.006 | bench | 0.146 | file_cabinet | 0.113 | | whiteboard | 0.154 | lamp | 0.136 | endtable | 0.122 | | bookshelf | 0.205 | coffee_table | 0.177 | dresser | 0.197 | | paper | 0.006 | printer | 0.171 | monitor | 0.145 | | back_pack | 0.043 | night_stand | 0.314 | door | 0.114 | | picture | 0.048 | ottoman | 0.224 | stool | 0.255 | | outlet | 0.000 | towel | 0.086 | tray | 0.014 | | bag | 0.025 | stove | 0.104 | bathtub | 0.494 | | scanner | 0.203 | cubby | 0.015 | mirror | 0.009 | | bottle | 0.005 | rack | 0.023 | cup | 0.043 | | thermos | 0.000 | island | 0.116 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.167 | | cart | 0.073 | tv_stand | 0.078 | poster | 0.000 | | soap_dispenser | 0.008 | toy | nan | chair | 0.303 | | sofa | 0.478 | plant | 0.028 | bed | 0.706 | | dining_table | 0.002 | toilet | 0.576 | tv | 0.273 | | laptop | 0.087 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.227 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.140 | book | 0.006 | clock | 0.103 | | vase | 0.053 | fire_extinguisher | 0.000 | blinds | 0.020 | | podium | 0.244 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:49:52,108 - mmdet - INFO - Evaluating segm... 2022-05-13 01:50:10,644 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 01:50:10,649 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:50:10,653 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:50:10,656 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 01:50:10,980 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 01:50:10,981 - mmdet - INFO - Epoch(val) [84][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.124 0.005 0.043 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 01:50:37,128 - mmdet - INFO - Epoch [85][50/3992] lr: 1.000e-06, eta: 2 days, 15:47:40, time: 0.523, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0245, loss_cls: 0.1512, acc: 94.4570, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4246 2022-05-13 01:51:02,242 - mmdet - INFO - Epoch [85][100/3992] lr: 1.000e-06, eta: 2 days, 15:47:16, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0233, loss_cls: 0.1574, acc: 94.4316, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4442 2022-05-13 01:51:27,337 - mmdet - INFO - Epoch [85][150/3992] lr: 1.000e-06, eta: 2 days, 15:46:51, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0226, loss_cls: 0.1310, acc: 94.9863, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3922 2022-05-13 01:51:52,634 - mmdet - INFO - Epoch [85][200/3992] lr: 1.000e-06, eta: 2 days, 15:46:27, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0291, loss_cls: 0.1535, acc: 94.2090, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4499 2022-05-13 01:52:18,248 - mmdet - INFO - Epoch [85][250/3992] lr: 1.000e-06, eta: 2 days, 15:46:03, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0259, loss_cls: 0.1567, acc: 94.1777, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4615 2022-05-13 01:52:42,055 - mmdet - INFO - Epoch [85][300/3992] lr: 1.000e-06, eta: 2 days, 15:45:37, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0255, loss_cls: 0.1438, acc: 94.7734, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4156 2022-05-13 01:53:05,980 - mmdet - INFO - Epoch [85][350/3992] lr: 1.000e-06, eta: 2 days, 15:45:11, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0249, loss_cls: 0.1724, acc: 93.9492, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4740 2022-05-13 01:53:30,137 - mmdet - INFO - Epoch [85][400/3992] lr: 1.000e-06, eta: 2 days, 15:44:46, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0255, loss_cls: 0.1432, acc: 94.5273, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4169 2022-05-13 01:53:56,220 - mmdet - INFO - Epoch [85][450/3992] lr: 1.000e-06, eta: 2 days, 15:44:23, time: 0.522, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0220, loss_cls: 0.1423, acc: 94.5820, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4150 2022-05-13 01:54:20,899 - mmdet - INFO - Epoch [85][500/3992] lr: 1.000e-06, eta: 2 days, 15:43:58, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0239, loss_cls: 0.1347, acc: 94.8711, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4157 2022-05-13 01:54:46,125 - mmdet - INFO - Epoch [85][550/3992] lr: 1.000e-06, eta: 2 days, 15:43:33, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0313, loss_cls: 0.1563, acc: 94.3281, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4582 2022-05-13 01:55:10,665 - mmdet - INFO - Epoch [85][600/3992] lr: 1.000e-06, eta: 2 days, 15:43:08, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0228, loss_cls: 0.1391, acc: 95.0078, loss_bbox: 0.2285, loss_mask: 0.0000, loss: 0.4008 2022-05-13 01:55:35,615 - mmdet - INFO - Epoch [85][650/3992] lr: 1.000e-06, eta: 2 days, 15:42:44, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0276, loss_cls: 0.1501, acc: 94.4824, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4288 2022-05-13 01:56:00,822 - mmdet - INFO - Epoch [85][700/3992] lr: 1.000e-06, eta: 2 days, 15:42:19, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0254, loss_cls: 0.1453, acc: 94.8262, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4205 2022-05-13 01:56:25,923 - mmdet - INFO - Epoch [85][750/3992] lr: 1.000e-06, eta: 2 days, 15:41:55, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0256, loss_cls: 0.1370, acc: 94.9160, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4050 2022-05-13 01:56:51,399 - mmdet - INFO - Epoch [85][800/3992] lr: 1.000e-06, eta: 2 days, 15:41:31, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0302, loss_cls: 0.1486, acc: 94.3672, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4532 2022-05-13 01:57:16,029 - mmdet - INFO - Epoch [85][850/3992] lr: 1.000e-06, eta: 2 days, 15:41:06, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0262, loss_cls: 0.1488, acc: 94.5488, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4220 2022-05-13 01:57:40,926 - mmdet - INFO - Epoch [85][900/3992] lr: 1.000e-06, eta: 2 days, 15:40:41, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0275, loss_cls: 0.1474, acc: 94.4062, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4386 2022-05-13 01:58:05,677 - mmdet - INFO - Epoch [85][950/3992] lr: 1.000e-06, eta: 2 days, 15:40:17, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0287, loss_cls: 0.1312, acc: 94.9395, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4092 2022-05-13 01:58:30,896 - mmdet - INFO - Epoch [85][1000/3992] lr: 1.000e-06, eta: 2 days, 15:39:52, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0260, loss_cls: 0.1305, acc: 95.1504, loss_bbox: 0.2161, loss_mask: 0.0000, loss: 0.3824 2022-05-13 01:58:55,478 - mmdet - INFO - Epoch [85][1050/3992] lr: 1.000e-06, eta: 2 days, 15:39:27, time: 0.492, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0288, loss_cls: 0.1513, acc: 94.3086, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4551 2022-05-13 01:59:20,736 - mmdet - INFO - Epoch [85][1100/3992] lr: 1.000e-06, eta: 2 days, 15:39:03, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0237, loss_cls: 0.1396, acc: 94.8281, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4098 2022-05-13 01:59:45,107 - mmdet - INFO - Epoch [85][1150/3992] lr: 1.000e-06, eta: 2 days, 15:38:38, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0230, loss_cls: 0.1321, acc: 95.0879, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4036 2022-05-13 02:00:10,308 - mmdet - INFO - Epoch [85][1200/3992] lr: 1.000e-06, eta: 2 days, 15:38:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0256, loss_cls: 0.1460, acc: 94.4492, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4322 2022-05-13 02:00:33,947 - mmdet - INFO - Epoch [85][1250/3992] lr: 1.000e-06, eta: 2 days, 15:37:47, time: 0.473, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0252, loss_cls: 0.1440, acc: 94.7129, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4299 2022-05-13 02:00:58,334 - mmdet - INFO - Epoch [85][1300/3992] lr: 1.000e-06, eta: 2 days, 15:37:22, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0259, loss_cls: 0.1404, acc: 94.7832, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4212 2022-05-13 02:01:22,440 - mmdet - INFO - Epoch [85][1350/3992] lr: 1.000e-06, eta: 2 days, 15:36:56, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0227, loss_cls: 0.1435, acc: 94.7754, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4224 2022-05-13 02:01:47,423 - mmdet - INFO - Epoch [85][1400/3992] lr: 1.000e-06, eta: 2 days, 15:36:31, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0282, loss_cls: 0.1395, acc: 94.8379, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4213 2022-05-13 02:02:12,067 - mmdet - INFO - Epoch [85][1450/3992] lr: 1.000e-06, eta: 2 days, 15:36:06, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0270, loss_cls: 0.1508, acc: 94.4531, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4460 2022-05-13 02:02:37,743 - mmdet - INFO - Epoch [85][1500/3992] lr: 1.000e-06, eta: 2 days, 15:35:43, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0234, loss_cls: 0.1419, acc: 94.8691, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4120 2022-05-13 02:03:03,343 - mmdet - INFO - Epoch [85][1550/3992] lr: 1.000e-06, eta: 2 days, 15:35:19, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0270, loss_cls: 0.1353, acc: 95.2793, loss_bbox: 0.2174, loss_mask: 0.0000, loss: 0.3946 2022-05-13 02:03:27,607 - mmdet - INFO - Epoch [85][1600/3992] lr: 1.000e-06, eta: 2 days, 15:34:53, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0273, loss_cls: 0.1509, acc: 94.3105, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4462 2022-05-13 02:03:52,017 - mmdet - INFO - Epoch [85][1650/3992] lr: 1.000e-06, eta: 2 days, 15:34:28, time: 0.488, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0272, loss_cls: 0.1494, acc: 94.3086, loss_bbox: 0.2620, loss_mask: 0.0000, loss: 0.4494 2022-05-13 02:04:17,685 - mmdet - INFO - Epoch [85][1700/3992] lr: 1.000e-06, eta: 2 days, 15:34:05, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0279, loss_cls: 0.1435, acc: 94.6348, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4355 2022-05-13 02:04:43,379 - mmdet - INFO - Epoch [85][1750/3992] lr: 1.000e-06, eta: 2 days, 15:33:41, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0257, loss_cls: 0.1431, acc: 94.6621, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4330 2022-05-13 02:05:09,241 - mmdet - INFO - Epoch [85][1800/3992] lr: 1.000e-06, eta: 2 days, 15:33:18, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0224, loss_cls: 0.1241, acc: 95.3086, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3730 2022-05-13 02:05:35,376 - mmdet - INFO - Epoch [85][1850/3992] lr: 1.000e-06, eta: 2 days, 15:32:55, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0245, loss_cls: 0.1372, acc: 94.8281, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3961 2022-05-13 02:06:00,242 - mmdet - INFO - Epoch [85][1900/3992] lr: 1.000e-06, eta: 2 days, 15:32:30, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0270, loss_cls: 0.1490, acc: 94.7051, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4288 2022-05-13 02:06:26,822 - mmdet - INFO - Epoch [85][1950/3992] lr: 1.000e-06, eta: 2 days, 15:32:08, time: 0.532, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0262, loss_cls: 0.1387, acc: 94.8301, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4146 2022-05-13 02:06:52,083 - mmdet - INFO - Epoch [85][2000/3992] lr: 1.000e-06, eta: 2 days, 15:31:43, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0302, loss_cls: 0.1541, acc: 94.1641, loss_bbox: 0.2739, loss_mask: 0.0000, loss: 0.4718 2022-05-13 02:07:18,467 - mmdet - INFO - Epoch [85][2050/3992] lr: 1.000e-06, eta: 2 days, 15:31:21, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0258, loss_cls: 0.1307, acc: 95.1094, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3906 2022-05-13 02:07:43,618 - mmdet - INFO - Epoch [85][2100/3992] lr: 1.000e-06, eta: 2 days, 15:30:56, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0308, loss_cls: 0.1540, acc: 94.4141, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4443 2022-05-13 02:08:07,205 - mmdet - INFO - Epoch [85][2150/3992] lr: 1.000e-06, eta: 2 days, 15:30:30, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0267, loss_cls: 0.1416, acc: 94.8516, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.4015 2022-05-13 02:08:33,098 - mmdet - INFO - Epoch [85][2200/3992] lr: 1.000e-06, eta: 2 days, 15:30:07, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0226, loss_cls: 0.1428, acc: 94.6387, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4167 2022-05-13 02:08:57,442 - mmdet - INFO - Epoch [85][2250/3992] lr: 1.000e-06, eta: 2 days, 15:29:41, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0233, loss_cls: 0.1335, acc: 95.1426, loss_bbox: 0.2171, loss_mask: 0.0000, loss: 0.3881 2022-05-13 02:09:23,355 - mmdet - INFO - Epoch [85][2300/3992] lr: 1.000e-06, eta: 2 days, 15:29:18, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0264, loss_cls: 0.1487, acc: 94.2070, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4514 2022-05-13 02:09:48,475 - mmdet - INFO - Epoch [85][2350/3992] lr: 1.000e-06, eta: 2 days, 15:28:54, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0249, loss_cls: 0.1361, acc: 94.9043, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4213 2022-05-13 02:10:13,538 - mmdet - INFO - Epoch [85][2400/3992] lr: 1.000e-06, eta: 2 days, 15:28:29, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0282, loss_cls: 0.1422, acc: 94.7441, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4356 2022-05-13 02:10:38,083 - mmdet - INFO - Epoch [85][2450/3992] lr: 1.000e-06, eta: 2 days, 15:28:04, time: 0.491, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0322, loss_cls: 0.1690, acc: 93.9766, loss_bbox: 0.2834, loss_mask: 0.0000, loss: 0.5008 2022-05-13 02:11:03,135 - mmdet - INFO - Epoch [85][2500/3992] lr: 1.000e-06, eta: 2 days, 15:27:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0268, loss_cls: 0.1542, acc: 94.1211, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4518 2022-05-13 02:11:28,608 - mmdet - INFO - Epoch [85][2550/3992] lr: 1.000e-06, eta: 2 days, 15:27:16, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0251, loss_cls: 0.1516, acc: 94.5625, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4335 2022-05-13 02:11:53,539 - mmdet - INFO - Epoch [85][2600/3992] lr: 1.000e-06, eta: 2 days, 15:26:51, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0283, loss_cls: 0.1553, acc: 94.3770, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4508 2022-05-13 02:12:17,909 - mmdet - INFO - Epoch [85][2650/3992] lr: 1.000e-06, eta: 2 days, 15:26:26, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0239, loss_cls: 0.1365, acc: 94.8633, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4055 2022-05-13 02:12:42,963 - mmdet - INFO - Epoch [85][2700/3992] lr: 1.000e-06, eta: 2 days, 15:26:01, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0298, loss_cls: 0.1446, acc: 94.5273, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4380 2022-05-13 02:13:08,619 - mmdet - INFO - Epoch [85][2750/3992] lr: 1.000e-06, eta: 2 days, 15:25:38, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0313, loss_cls: 0.1624, acc: 94.0410, loss_bbox: 0.2768, loss_mask: 0.0000, loss: 0.4842 2022-05-13 02:13:32,904 - mmdet - INFO - Epoch [85][2800/3992] lr: 1.000e-06, eta: 2 days, 15:25:12, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0266, loss_cls: 0.1623, acc: 94.2637, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4663 2022-05-13 02:13:58,179 - mmdet - INFO - Epoch [85][2850/3992] lr: 1.000e-06, eta: 2 days, 15:24:48, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0242, loss_cls: 0.1358, acc: 94.9590, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4042 2022-05-13 02:14:23,445 - mmdet - INFO - Epoch [85][2900/3992] lr: 1.000e-06, eta: 2 days, 15:24:24, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0258, loss_cls: 0.1396, acc: 94.9785, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4235 2022-05-13 02:14:47,925 - mmdet - INFO - Epoch [85][2950/3992] lr: 1.000e-06, eta: 2 days, 15:23:58, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0248, loss_cls: 0.1468, acc: 94.5098, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4412 2022-05-13 02:15:13,671 - mmdet - INFO - Epoch [85][3000/3992] lr: 1.000e-06, eta: 2 days, 15:23:35, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0242, loss_cls: 0.1538, acc: 94.5469, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4423 2022-05-13 02:15:38,263 - mmdet - INFO - Epoch [85][3050/3992] lr: 1.000e-06, eta: 2 days, 15:23:10, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0240, loss_cls: 0.1344, acc: 95.0078, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4022 2022-05-13 02:16:03,684 - mmdet - INFO - Epoch [85][3100/3992] lr: 1.000e-06, eta: 2 days, 15:22:46, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0257, loss_cls: 0.1341, acc: 94.8984, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3996 2022-05-13 02:16:28,432 - mmdet - INFO - Epoch [85][3150/3992] lr: 1.000e-06, eta: 2 days, 15:22:21, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0271, loss_cls: 0.1327, acc: 95.0957, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4045 2022-05-13 02:16:53,496 - mmdet - INFO - Epoch [85][3200/3992] lr: 1.000e-06, eta: 2 days, 15:21:57, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0229, loss_cls: 0.1476, acc: 94.6406, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4190 2022-05-13 02:17:17,798 - mmdet - INFO - Epoch [85][3250/3992] lr: 1.000e-06, eta: 2 days, 15:21:31, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0258, loss_cls: 0.1558, acc: 94.3242, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4397 2022-05-13 02:17:41,741 - mmdet - INFO - Epoch [85][3300/3992] lr: 1.000e-06, eta: 2 days, 15:21:05, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0207, loss_cls: 0.1239, acc: 95.5527, loss_bbox: 0.2108, loss_mask: 0.0000, loss: 0.3685 2022-05-13 02:18:07,377 - mmdet - INFO - Epoch [85][3350/3992] lr: 1.000e-06, eta: 2 days, 15:20:41, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0236, loss_cls: 0.1317, acc: 94.9805, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4004 2022-05-13 02:18:32,675 - mmdet - INFO - Epoch [85][3400/3992] lr: 1.000e-06, eta: 2 days, 15:20:17, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0224, loss_cls: 0.1304, acc: 95.2930, loss_bbox: 0.2116, loss_mask: 0.0000, loss: 0.3773 2022-05-13 02:18:57,509 - mmdet - INFO - Epoch [85][3450/3992] lr: 1.000e-06, eta: 2 days, 15:19:53, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0256, loss_cls: 0.1467, acc: 94.3066, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4419 2022-05-13 02:19:21,596 - mmdet - INFO - Epoch [85][3500/3992] lr: 1.000e-06, eta: 2 days, 15:19:27, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0241, loss_cls: 0.1346, acc: 94.9863, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4072 2022-05-13 02:19:45,948 - mmdet - INFO - Epoch [85][3550/3992] lr: 1.000e-06, eta: 2 days, 15:19:01, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0259, loss_cls: 0.1493, acc: 94.5742, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4405 2022-05-13 02:20:09,678 - mmdet - INFO - Epoch [85][3600/3992] lr: 1.000e-06, eta: 2 days, 15:18:35, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0268, loss_cls: 0.1412, acc: 94.7832, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4249 2022-05-13 02:20:33,777 - mmdet - INFO - Epoch [85][3650/3992] lr: 1.000e-06, eta: 2 days, 15:18:09, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0227, loss_cls: 0.1456, acc: 94.4180, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4264 2022-05-13 02:20:59,103 - mmdet - INFO - Epoch [85][3700/3992] lr: 1.000e-06, eta: 2 days, 15:17:45, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0223, loss_cls: 0.1400, acc: 94.9746, loss_bbox: 0.2196, loss_mask: 0.0000, loss: 0.3934 2022-05-13 02:21:23,340 - mmdet - INFO - Epoch [85][3750/3992] lr: 1.000e-06, eta: 2 days, 15:17:20, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0235, loss_cls: 0.1520, acc: 94.4863, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4393 2022-05-13 02:21:47,141 - mmdet - INFO - Epoch [85][3800/3992] lr: 1.000e-06, eta: 2 days, 15:16:54, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0268, loss_cls: 0.1512, acc: 94.4766, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4445 2022-05-13 02:22:11,588 - mmdet - INFO - Epoch [85][3850/3992] lr: 1.000e-06, eta: 2 days, 15:16:28, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0256, loss_cls: 0.1468, acc: 94.4434, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4400 2022-05-13 02:22:36,438 - mmdet - INFO - Epoch [85][3900/3992] lr: 1.000e-06, eta: 2 days, 15:16:03, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0220, loss_cls: 0.1421, acc: 94.7324, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4063 2022-05-13 02:23:01,156 - mmdet - INFO - Epoch [85][3950/3992] lr: 1.000e-06, eta: 2 days, 15:15:39, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0274, loss_cls: 0.1564, acc: 94.4180, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4396 2022-05-13 02:23:22,467 - mmdet - INFO - Saving checkpoint at 85 epochs 2022-05-13 02:29:00,580 - mmdet - INFO - Evaluating bbox... 2022-05-13 02:29:16,321 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-13 02:29:16,325 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.260 | desk | 0.093 | | sofa_chair | 0.482 | pillow | 0.058 | box | 0.020 | | garbage_bin | 0.351 | cabinet | 0.045 | drawer | 0.054 | | shelf | 0.108 | kitchen_counter | 0.160 | kitchen_cabinet | 0.200 | | cpu | 0.028 | bench | 0.157 | file_cabinet | 0.087 | | whiteboard | 0.139 | lamp | 0.180 | endtable | 0.134 | | bookshelf | 0.228 | coffee_table | 0.198 | dresser | 0.181 | | paper | 0.010 | printer | 0.209 | monitor | 0.224 | | back_pack | 0.072 | night_stand | 0.298 | door | 0.086 | | picture | 0.046 | ottoman | 0.184 | stool | 0.225 | | outlet | 0.000 | towel | 0.075 | tray | 0.013 | | bag | 0.017 | stove | 0.108 | bathtub | 0.430 | | scanner | 0.205 | cubby | 0.023 | mirror | 0.026 | | bottle | 0.004 | rack | 0.021 | cup | 0.080 | | thermos | 0.001 | island | 0.105 | counter | 0.037 | | bowl | 0.061 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.191 | | cart | 0.097 | tv_stand | 0.111 | poster | 0.001 | | soap_dispenser | 0.012 | toy | nan | chair | 0.339 | | sofa | 0.418 | plant | 0.034 | bed | 0.609 | | dining_table | 0.005 | toilet | 0.525 | tv | 0.266 | | laptop | 0.109 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.085 | telephone | 0.031 | microwave | 0.238 | | oven | 0.020 | paper_towel_dispenser | 0.230 | sink | 0.162 | | fridge | 0.182 | book | 0.009 | clock | 0.081 | | vase | 0.042 | fire_extinguisher | 0.011 | blinds | 0.019 | | podium | 0.195 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:16,328 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.219 | table | 0.461 | desk | 0.196 | | sofa_chair | 0.674 | pillow | 0.145 | box | 0.051 | | garbage_bin | 0.612 | cabinet | 0.090 | drawer | 0.084 | | shelf | 0.218 | kitchen_counter | 0.273 | kitchen_cabinet | 0.318 | | cpu | 0.079 | bench | 0.299 | file_cabinet | 0.117 | | whiteboard | 0.223 | lamp | 0.387 | endtable | 0.250 | | bookshelf | 0.414 | coffee_table | 0.366 | dresser | 0.274 | | paper | 0.028 | printer | 0.352 | monitor | 0.535 | | back_pack | 0.146 | night_stand | 0.522 | door | 0.128 | | picture | 0.083 | ottoman | 0.267 | stool | 0.422 | | outlet | 0.000 | towel | 0.110 | tray | 0.033 | | bag | 0.025 | stove | 0.201 | bathtub | 0.681 | | scanner | 0.306 | cubby | 0.037 | mirror | 0.054 | | bottle | 0.006 | rack | 0.030 | cup | 0.204 | | thermos | 0.002 | island | 0.145 | counter | 0.044 | | bowl | 0.091 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.291 | | cart | 0.155 | tv_stand | 0.208 | poster | 0.002 | | soap_dispenser | 0.024 | toy | nan | chair | 0.685 | | sofa | 0.614 | plant | 0.090 | bed | 0.878 | | dining_table | 0.008 | toilet | 0.854 | tv | 0.465 | | laptop | 0.234 | mouse | 0.111 | basket | 0.000 | | keyboard | 0.251 | telephone | 0.079 | microwave | 0.469 | | oven | 0.037 | paper_towel_dispenser | 0.392 | sink | 0.484 | | fridge | 0.323 | book | 0.023 | clock | 0.132 | | vase | 0.079 | fire_extinguisher | 0.086 | blinds | 0.051 | | podium | 0.273 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:16,331 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.057 | table | 0.265 | desk | 0.081 | | sofa_chair | 0.566 | pillow | 0.037 | box | 0.009 | | garbage_bin | 0.385 | cabinet | 0.040 | drawer | 0.055 | | shelf | 0.091 | kitchen_counter | 0.151 | kitchen_cabinet | 0.218 | | cpu | 0.007 | bench | 0.144 | file_cabinet | 0.115 | | whiteboard | 0.144 | lamp | 0.150 | endtable | 0.126 | | bookshelf | 0.226 | coffee_table | 0.158 | dresser | 0.214 | | paper | 0.007 | printer | 0.172 | monitor | 0.156 | | back_pack | 0.074 | night_stand | 0.315 | door | 0.113 | | picture | 0.047 | ottoman | 0.222 | stool | 0.243 | | outlet | 0.000 | towel | 0.088 | tray | 0.011 | | bag | 0.021 | stove | 0.104 | bathtub | 0.485 | | scanner | 0.198 | cubby | 0.016 | mirror | 0.012 | | bottle | 0.005 | rack | 0.024 | cup | 0.048 | | thermos | 0.000 | island | 0.121 | counter | 0.042 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.163 | | cart | 0.097 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.302 | | sofa | 0.478 | plant | 0.027 | bed | 0.693 | | dining_table | 0.002 | toilet | 0.555 | tv | 0.278 | | laptop | 0.093 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.011 | microwave | 0.227 | | oven | 0.017 | paper_towel_dispenser | 0.264 | sink | 0.079 | | fridge | 0.198 | book | 0.006 | clock | 0.117 | | vase | 0.045 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.253 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:16,331 - mmdet - INFO - Evaluating segm... 2022-05-13 02:29:33,851 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 02:29:33,856 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:33,859 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:33,862 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 02:29:34,177 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 02:29:34,178 - mmdet - INFO - Epoch(val) [85][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.224 0.125 0.006 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 02:30:00,196 - mmdet - INFO - Epoch [86][50/3992] lr: 1.000e-06, eta: 2 days, 15:14:26, time: 0.520, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0254, loss_cls: 0.1470, acc: 94.5352, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4360 2022-05-13 02:30:24,991 - mmdet - INFO - Epoch [86][100/3992] lr: 1.000e-06, eta: 2 days, 15:14:02, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0282, loss_cls: 0.1505, acc: 94.4336, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4526 2022-05-13 02:30:49,756 - mmdet - INFO - Epoch [86][150/3992] lr: 1.000e-06, eta: 2 days, 15:13:37, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0230, loss_cls: 0.1379, acc: 94.9883, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.4009 2022-05-13 02:31:14,930 - mmdet - INFO - Epoch [86][200/3992] lr: 1.000e-06, eta: 2 days, 15:13:12, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0233, loss_cls: 0.1379, acc: 94.8223, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4043 2022-05-13 02:31:40,304 - mmdet - INFO - Epoch [86][250/3992] lr: 1.000e-06, eta: 2 days, 15:12:48, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0211, loss_cls: 0.1214, acc: 95.4492, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3747 2022-05-13 02:32:04,760 - mmdet - INFO - Epoch [86][300/3992] lr: 1.000e-06, eta: 2 days, 15:12:23, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0231, loss_cls: 0.1377, acc: 94.8496, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4090 2022-05-13 02:32:30,100 - mmdet - INFO - Epoch [86][350/3992] lr: 1.000e-06, eta: 2 days, 15:11:59, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0259, loss_cls: 0.1479, acc: 94.6602, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4352 2022-05-13 02:32:54,381 - mmdet - INFO - Epoch [86][400/3992] lr: 1.000e-06, eta: 2 days, 15:11:34, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0251, loss_cls: 0.1444, acc: 94.5703, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4260 2022-05-13 02:33:19,299 - mmdet - INFO - Epoch [86][450/3992] lr: 1.000e-06, eta: 2 days, 15:11:09, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0258, loss_cls: 0.1414, acc: 94.6426, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4291 2022-05-13 02:33:43,911 - mmdet - INFO - Epoch [86][500/3992] lr: 1.000e-06, eta: 2 days, 15:10:44, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0262, loss_cls: 0.1528, acc: 94.1973, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4355 2022-05-13 02:34:09,270 - mmdet - INFO - Epoch [86][550/3992] lr: 1.000e-06, eta: 2 days, 15:10:20, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0250, loss_cls: 0.1283, acc: 94.9844, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4000 2022-05-13 02:34:35,660 - mmdet - INFO - Epoch [86][600/3992] lr: 1.000e-06, eta: 2 days, 15:09:57, time: 0.528, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0212, loss_cls: 0.1282, acc: 95.1074, loss_bbox: 0.2206, loss_mask: 0.0000, loss: 0.3821 2022-05-13 02:35:00,345 - mmdet - INFO - Epoch [86][650/3992] lr: 1.000e-06, eta: 2 days, 15:09:32, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0300, loss_cls: 0.1580, acc: 94.3379, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4539 2022-05-13 02:35:25,580 - mmdet - INFO - Epoch [86][700/3992] lr: 1.000e-06, eta: 2 days, 15:09:08, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0281, loss_cls: 0.1471, acc: 94.6191, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4512 2022-05-13 02:35:50,653 - mmdet - INFO - Epoch [86][750/3992] lr: 1.000e-06, eta: 2 days, 15:08:44, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0285, loss_cls: 0.1634, acc: 94.1016, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4601 2022-05-13 02:36:15,378 - mmdet - INFO - Epoch [86][800/3992] lr: 1.000e-06, eta: 2 days, 15:08:19, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0269, loss_cls: 0.1546, acc: 94.2383, loss_bbox: 0.2682, loss_mask: 0.0000, loss: 0.4618 2022-05-13 02:36:40,374 - mmdet - INFO - Epoch [86][850/3992] lr: 1.000e-06, eta: 2 days, 15:07:54, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0244, loss_cls: 0.1383, acc: 94.7520, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4122 2022-05-13 02:37:05,943 - mmdet - INFO - Epoch [86][900/3992] lr: 1.000e-06, eta: 2 days, 15:07:30, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0246, loss_cls: 0.1489, acc: 94.4961, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4344 2022-05-13 02:37:30,470 - mmdet - INFO - Epoch [86][950/3992] lr: 1.000e-06, eta: 2 days, 15:07:05, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0254, loss_cls: 0.1305, acc: 95.0527, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.3952 2022-05-13 02:37:54,904 - mmdet - INFO - Epoch [86][1000/3992] lr: 1.000e-06, eta: 2 days, 15:06:40, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0220, loss_cls: 0.1154, acc: 95.6445, loss_bbox: 0.2005, loss_mask: 0.0000, loss: 0.3480 2022-05-13 02:38:20,887 - mmdet - INFO - Epoch [86][1050/3992] lr: 1.000e-06, eta: 2 days, 15:06:17, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0240, loss_cls: 0.1450, acc: 94.4512, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4338 2022-05-13 02:38:46,060 - mmdet - INFO - Epoch [86][1100/3992] lr: 1.000e-06, eta: 2 days, 15:05:52, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0247, loss_cls: 0.1436, acc: 94.7207, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4249 2022-05-13 02:39:10,990 - mmdet - INFO - Epoch [86][1150/3992] lr: 1.000e-06, eta: 2 days, 15:05:28, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0281, loss_cls: 0.1579, acc: 94.3418, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4453 2022-05-13 02:39:35,430 - mmdet - INFO - Epoch [86][1200/3992] lr: 1.000e-06, eta: 2 days, 15:05:03, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0247, loss_cls: 0.1435, acc: 94.9043, loss_bbox: 0.2152, loss_mask: 0.0000, loss: 0.3987 2022-05-13 02:39:59,423 - mmdet - INFO - Epoch [86][1250/3992] lr: 1.000e-06, eta: 2 days, 15:04:37, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0242, loss_cls: 0.1447, acc: 94.7461, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4264 2022-05-13 02:40:24,647 - mmdet - INFO - Epoch [86][1300/3992] lr: 1.000e-06, eta: 2 days, 15:04:12, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0262, loss_cls: 0.1452, acc: 94.5391, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4392 2022-05-13 02:40:49,868 - mmdet - INFO - Epoch [86][1350/3992] lr: 1.000e-06, eta: 2 days, 15:03:48, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0246, loss_cls: 0.1522, acc: 94.3242, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4513 2022-05-13 02:41:15,446 - mmdet - INFO - Epoch [86][1400/3992] lr: 1.000e-06, eta: 2 days, 15:03:24, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0250, loss_cls: 0.1443, acc: 94.6152, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4174 2022-05-13 02:41:40,091 - mmdet - INFO - Epoch [86][1450/3992] lr: 1.000e-06, eta: 2 days, 15:02:59, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0244, loss_cls: 0.1446, acc: 94.6621, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4238 2022-05-13 02:42:04,838 - mmdet - INFO - Epoch [86][1500/3992] lr: 1.000e-06, eta: 2 days, 15:02:35, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0226, loss_cls: 0.1309, acc: 95.0176, loss_bbox: 0.2240, loss_mask: 0.0000, loss: 0.3869 2022-05-13 02:42:29,735 - mmdet - INFO - Epoch [86][1550/3992] lr: 1.000e-06, eta: 2 days, 15:02:10, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0221, loss_cls: 0.1351, acc: 94.7656, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.3993 2022-05-13 02:42:55,012 - mmdet - INFO - Epoch [86][1600/3992] lr: 1.000e-06, eta: 2 days, 15:01:46, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0254, loss_cls: 0.1385, acc: 94.9238, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4252 2022-05-13 02:43:20,756 - mmdet - INFO - Epoch [86][1650/3992] lr: 1.000e-06, eta: 2 days, 15:01:22, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0256, loss_cls: 0.1540, acc: 94.4473, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4447 2022-05-13 02:43:46,796 - mmdet - INFO - Epoch [86][1700/3992] lr: 1.000e-06, eta: 2 days, 15:00:59, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0254, loss_cls: 0.1444, acc: 94.5117, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4248 2022-05-13 02:44:11,526 - mmdet - INFO - Epoch [86][1750/3992] lr: 1.000e-06, eta: 2 days, 15:00:34, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0320, loss_cls: 0.1617, acc: 93.9082, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4755 2022-05-13 02:44:35,998 - mmdet - INFO - Epoch [86][1800/3992] lr: 1.000e-06, eta: 2 days, 15:00:09, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0245, loss_cls: 0.1422, acc: 94.7539, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4208 2022-05-13 02:45:02,916 - mmdet - INFO - Epoch [86][1850/3992] lr: 1.000e-06, eta: 2 days, 14:59:47, time: 0.538, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0254, loss_cls: 0.1408, acc: 94.7227, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4181 2022-05-13 02:45:26,829 - mmdet - INFO - Epoch [86][1900/3992] lr: 1.000e-06, eta: 2 days, 14:59:21, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0225, loss_cls: 0.1394, acc: 94.9727, loss_bbox: 0.2221, loss_mask: 0.0000, loss: 0.3969 2022-05-13 02:45:53,070 - mmdet - INFO - Epoch [86][1950/3992] lr: 1.000e-06, eta: 2 days, 14:58:58, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0264, loss_cls: 0.1553, acc: 94.1719, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4509 2022-05-13 02:46:17,848 - mmdet - INFO - Epoch [86][2000/3992] lr: 1.000e-06, eta: 2 days, 14:58:33, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0243, loss_cls: 0.1420, acc: 94.6895, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4107 2022-05-13 02:46:43,456 - mmdet - INFO - Epoch [86][2050/3992] lr: 1.000e-06, eta: 2 days, 14:58:10, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0254, loss_cls: 0.1497, acc: 94.3730, loss_bbox: 0.2603, loss_mask: 0.0000, loss: 0.4498 2022-05-13 02:47:06,860 - mmdet - INFO - Epoch [86][2100/3992] lr: 1.000e-06, eta: 2 days, 14:57:43, time: 0.468, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0251, loss_cls: 0.1418, acc: 94.8945, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4140 2022-05-13 02:47:30,761 - mmdet - INFO - Epoch [86][2150/3992] lr: 1.000e-06, eta: 2 days, 14:57:17, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0348, loss_cls: 0.1754, acc: 93.5586, loss_bbox: 0.2889, loss_mask: 0.0000, loss: 0.5170 2022-05-13 02:47:56,071 - mmdet - INFO - Epoch [86][2200/3992] lr: 1.000e-06, eta: 2 days, 14:56:53, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0283, loss_cls: 0.1546, acc: 94.4395, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4527 2022-05-13 02:48:20,648 - mmdet - INFO - Epoch [86][2250/3992] lr: 1.000e-06, eta: 2 days, 14:56:28, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0231, loss_cls: 0.1407, acc: 94.8633, loss_bbox: 0.2238, loss_mask: 0.0000, loss: 0.4011 2022-05-13 02:48:45,630 - mmdet - INFO - Epoch [86][2300/3992] lr: 1.000e-06, eta: 2 days, 14:56:03, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0210, loss_cls: 0.1401, acc: 94.8496, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4058 2022-05-13 02:49:10,664 - mmdet - INFO - Epoch [86][2350/3992] lr: 1.000e-06, eta: 2 days, 14:55:39, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0239, loss_cls: 0.1425, acc: 94.7461, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4128 2022-05-13 02:49:35,456 - mmdet - INFO - Epoch [86][2400/3992] lr: 1.000e-06, eta: 2 days, 14:55:14, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0240, loss_cls: 0.1322, acc: 95.2129, loss_bbox: 0.2165, loss_mask: 0.0000, loss: 0.3858 2022-05-13 02:50:00,487 - mmdet - INFO - Epoch [86][2450/3992] lr: 1.000e-06, eta: 2 days, 14:54:49, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0244, loss_cls: 0.1444, acc: 94.6230, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4145 2022-05-13 02:50:26,402 - mmdet - INFO - Epoch [86][2500/3992] lr: 1.000e-06, eta: 2 days, 14:54:26, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0299, loss_cls: 0.1568, acc: 94.1797, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4492 2022-05-13 02:50:52,454 - mmdet - INFO - Epoch [86][2550/3992] lr: 1.000e-06, eta: 2 days, 14:54:03, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0230, loss_cls: 0.1564, acc: 94.4902, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4289 2022-05-13 02:51:17,480 - mmdet - INFO - Epoch [86][2600/3992] lr: 1.000e-06, eta: 2 days, 14:53:38, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0290, loss_cls: 0.1515, acc: 94.2832, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4489 2022-05-13 02:51:42,658 - mmdet - INFO - Epoch [86][2650/3992] lr: 1.000e-06, eta: 2 days, 14:53:14, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0248, loss_cls: 0.1389, acc: 94.9082, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.4044 2022-05-13 02:52:07,538 - mmdet - INFO - Epoch [86][2700/3992] lr: 1.000e-06, eta: 2 days, 14:52:49, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0255, loss_cls: 0.1434, acc: 94.6641, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4318 2022-05-13 02:52:32,028 - mmdet - INFO - Epoch [86][2750/3992] lr: 1.000e-06, eta: 2 days, 14:52:24, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0254, loss_cls: 0.1431, acc: 94.7734, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4188 2022-05-13 02:52:57,553 - mmdet - INFO - Epoch [86][2800/3992] lr: 1.000e-06, eta: 2 days, 14:52:00, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0247, loss_cls: 0.1462, acc: 94.5762, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4398 2022-05-13 02:53:23,023 - mmdet - INFO - Epoch [86][2850/3992] lr: 1.000e-06, eta: 2 days, 14:51:36, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0245, loss_cls: 0.1348, acc: 94.9727, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3977 2022-05-13 02:53:47,355 - mmdet - INFO - Epoch [86][2900/3992] lr: 1.000e-06, eta: 2 days, 14:51:11, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0239, loss_cls: 0.1415, acc: 94.7578, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.4016 2022-05-13 02:54:13,099 - mmdet - INFO - Epoch [86][2950/3992] lr: 1.000e-06, eta: 2 days, 14:50:47, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0254, loss_cls: 0.1318, acc: 95.3730, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3957 2022-05-13 02:54:37,960 - mmdet - INFO - Epoch [86][3000/3992] lr: 1.000e-06, eta: 2 days, 14:50:23, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0257, loss_cls: 0.1556, acc: 94.2188, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4552 2022-05-13 02:55:02,137 - mmdet - INFO - Epoch [86][3050/3992] lr: 1.000e-06, eta: 2 days, 14:49:57, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1322, acc: 95.2051, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3931 2022-05-13 02:55:27,715 - mmdet - INFO - Epoch [86][3100/3992] lr: 1.000e-06, eta: 2 days, 14:49:33, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0264, loss_cls: 0.1542, acc: 94.3438, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4433 2022-05-13 02:55:52,664 - mmdet - INFO - Epoch [86][3150/3992] lr: 1.000e-06, eta: 2 days, 14:49:09, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0259, loss_cls: 0.1325, acc: 95.2207, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3823 2022-05-13 02:56:17,691 - mmdet - INFO - Epoch [86][3200/3992] lr: 1.000e-06, eta: 2 days, 14:48:44, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0264, loss_cls: 0.1463, acc: 94.5957, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4330 2022-05-13 02:56:43,269 - mmdet - INFO - Epoch [86][3250/3992] lr: 1.000e-06, eta: 2 days, 14:48:20, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0294, loss_cls: 0.1687, acc: 93.8008, loss_bbox: 0.2749, loss_mask: 0.0000, loss: 0.4879 2022-05-13 02:57:08,536 - mmdet - INFO - Epoch [86][3300/3992] lr: 1.000e-06, eta: 2 days, 14:47:56, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1526, acc: 94.3340, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4498 2022-05-13 02:57:34,570 - mmdet - INFO - Epoch [86][3350/3992] lr: 1.000e-06, eta: 2 days, 14:47:33, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0288, loss_cls: 0.1445, acc: 94.6484, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4301 2022-05-13 02:58:00,322 - mmdet - INFO - Epoch [86][3400/3992] lr: 1.000e-06, eta: 2 days, 14:47:10, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0209, loss_cls: 0.1316, acc: 95.2031, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.3921 2022-05-13 02:58:25,894 - mmdet - INFO - Epoch [86][3450/3992] lr: 1.000e-06, eta: 2 days, 14:46:46, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0249, loss_cls: 0.1498, acc: 94.6816, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4445 2022-05-13 02:58:50,835 - mmdet - INFO - Epoch [86][3500/3992] lr: 1.000e-06, eta: 2 days, 14:46:21, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0235, loss_cls: 0.1447, acc: 94.7715, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4194 2022-05-13 02:59:16,107 - mmdet - INFO - Epoch [86][3550/3992] lr: 1.000e-06, eta: 2 days, 14:45:57, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0280, loss_cls: 0.1510, acc: 94.3477, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4461 2022-05-13 02:59:41,104 - mmdet - INFO - Epoch [86][3600/3992] lr: 1.000e-06, eta: 2 days, 14:45:32, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0254, loss_cls: 0.1448, acc: 94.6953, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4189 2022-05-13 03:00:05,684 - mmdet - INFO - Epoch [86][3650/3992] lr: 1.000e-06, eta: 2 days, 14:45:07, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0276, loss_cls: 0.1550, acc: 94.2207, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4515 2022-05-13 03:00:30,721 - mmdet - INFO - Epoch [86][3700/3992] lr: 1.000e-06, eta: 2 days, 14:44:43, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0318, loss_cls: 0.1694, acc: 93.8320, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4857 2022-05-13 03:00:56,328 - mmdet - INFO - Epoch [86][3750/3992] lr: 1.000e-06, eta: 2 days, 14:44:19, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0260, loss_cls: 0.1450, acc: 94.4844, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4324 2022-05-13 03:01:22,110 - mmdet - INFO - Epoch [86][3800/3992] lr: 1.000e-06, eta: 2 days, 14:43:56, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0289, loss_cls: 0.1546, acc: 94.1367, loss_bbox: 0.2658, loss_mask: 0.0000, loss: 0.4651 2022-05-13 03:01:47,111 - mmdet - INFO - Epoch [86][3850/3992] lr: 1.000e-06, eta: 2 days, 14:43:31, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0228, loss_rpn_bbox: 0.0253, loss_cls: 0.1446, acc: 94.6348, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4363 2022-05-13 03:02:12,033 - mmdet - INFO - Epoch [86][3900/3992] lr: 1.000e-06, eta: 2 days, 14:43:06, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0241, loss_cls: 0.1372, acc: 94.8789, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4007 2022-05-13 03:02:36,926 - mmdet - INFO - Epoch [86][3950/3992] lr: 1.000e-06, eta: 2 days, 14:42:42, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0247, loss_cls: 0.1642, acc: 94.0918, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4659 2022-05-13 03:02:57,532 - mmdet - INFO - Saving checkpoint at 86 epochs 2022-05-13 03:08:35,019 - mmdet - INFO - Evaluating bbox... 2022-05-13 03:08:50,869 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 03:08:50,874 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.259 | desk | 0.095 | | sofa_chair | 0.480 | pillow | 0.058 | box | 0.021 | | garbage_bin | 0.348 | cabinet | 0.045 | drawer | 0.056 | | shelf | 0.106 | kitchen_counter | 0.159 | kitchen_cabinet | 0.204 | | cpu | 0.029 | bench | 0.155 | file_cabinet | 0.087 | | whiteboard | 0.142 | lamp | 0.173 | endtable | 0.135 | | bookshelf | 0.231 | coffee_table | 0.197 | dresser | 0.174 | | paper | 0.010 | printer | 0.210 | monitor | 0.220 | | back_pack | 0.072 | night_stand | 0.297 | door | 0.084 | | picture | 0.045 | ottoman | 0.188 | stool | 0.229 | | outlet | 0.000 | towel | 0.075 | tray | 0.017 | | bag | 0.019 | stove | 0.110 | bathtub | 0.439 | | scanner | 0.206 | cubby | 0.021 | mirror | 0.023 | | bottle | 0.004 | rack | 0.021 | cup | 0.078 | | thermos | 0.016 | island | 0.096 | counter | 0.036 | | bowl | 0.060 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.185 | | cart | 0.094 | tv_stand | 0.103 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.339 | | sofa | 0.420 | plant | 0.036 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.530 | tv | 0.265 | | laptop | 0.105 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.027 | microwave | 0.234 | | oven | 0.021 | paper_towel_dispenser | 0.236 | sink | 0.160 | | fridge | 0.175 | book | 0.010 | clock | 0.069 | | vase | 0.036 | fire_extinguisher | 0.010 | blinds | 0.027 | | podium | 0.192 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:08:50,877 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.239 | table | 0.464 | desk | 0.200 | | sofa_chair | 0.676 | pillow | 0.144 | box | 0.050 | | garbage_bin | 0.616 | cabinet | 0.089 | drawer | 0.089 | | shelf | 0.216 | kitchen_counter | 0.277 | kitchen_cabinet | 0.341 | | cpu | 0.080 | bench | 0.296 | file_cabinet | 0.120 | | whiteboard | 0.225 | lamp | 0.385 | endtable | 0.251 | | bookshelf | 0.420 | coffee_table | 0.365 | dresser | 0.265 | | paper | 0.032 | printer | 0.355 | monitor | 0.527 | | back_pack | 0.158 | night_stand | 0.522 | door | 0.126 | | picture | 0.080 | ottoman | 0.273 | stool | 0.430 | | outlet | 0.000 | towel | 0.111 | tray | 0.042 | | bag | 0.026 | stove | 0.202 | bathtub | 0.684 | | scanner | 0.308 | cubby | 0.036 | mirror | 0.047 | | bottle | 0.007 | rack | 0.029 | cup | 0.186 | | thermos | 0.152 | island | 0.132 | counter | 0.044 | | bowl | 0.090 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.277 | | cart | 0.153 | tv_stand | 0.171 | poster | 0.004 | | soap_dispenser | 0.018 | toy | nan | chair | 0.685 | | sofa | 0.612 | plant | 0.090 | bed | 0.881 | | dining_table | 0.008 | toilet | 0.850 | tv | 0.464 | | laptop | 0.227 | mouse | 0.106 | basket | 0.000 | | keyboard | 0.251 | telephone | 0.072 | microwave | 0.472 | | oven | 0.040 | paper_towel_dispenser | 0.392 | sink | 0.468 | | fridge | 0.323 | book | 0.026 | clock | 0.117 | | vase | 0.070 | fire_extinguisher | 0.032 | blinds | 0.068 | | podium | 0.269 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:08:50,881 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.101 | table | 0.260 | desk | 0.084 | | sofa_chair | 0.562 | pillow | 0.036 | box | 0.014 | | garbage_bin | 0.371 | cabinet | 0.040 | drawer | 0.056 | | shelf | 0.092 | kitchen_counter | 0.144 | kitchen_cabinet | 0.228 | | cpu | 0.006 | bench | 0.142 | file_cabinet | 0.119 | | whiteboard | 0.147 | lamp | 0.143 | endtable | 0.119 | | bookshelf | 0.222 | coffee_table | 0.162 | dresser | 0.194 | | paper | 0.003 | printer | 0.173 | monitor | 0.149 | | back_pack | 0.037 | night_stand | 0.304 | door | 0.110 | | picture | 0.046 | ottoman | 0.227 | stool | 0.242 | | outlet | 0.000 | towel | 0.086 | tray | 0.021 | | bag | 0.024 | stove | 0.104 | bathtub | 0.489 | | scanner | 0.200 | cubby | 0.016 | mirror | 0.013 | | bottle | 0.006 | rack | 0.024 | cup | 0.043 | | thermos | 0.002 | island | 0.109 | counter | 0.042 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.155 | | cart | 0.090 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.301 | | sofa | 0.474 | plant | 0.017 | bed | 0.688 | | dining_table | 0.002 | toilet | 0.557 | tv | 0.271 | | laptop | 0.087 | mouse | 0.003 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.010 | microwave | 0.174 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.068 | | fridge | 0.178 | book | 0.006 | clock | 0.083 | | vase | 0.036 | fire_extinguisher | 0.000 | blinds | 0.022 | | podium | 0.249 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:08:50,881 - mmdet - INFO - Evaluating segm... 2022-05-13 03:09:08,634 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 03:09:08,639 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:09:08,643 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:09:08,647 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:09:08,965 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 03:09:08,966 - mmdet - INFO - Epoch(val) [86][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.126 0.225 0.122 0.006 0.045 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 03:09:35,936 - mmdet - INFO - Epoch [87][50/3992] lr: 1.000e-06, eta: 2 days, 14:41:31, time: 0.539, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0244, loss_cls: 0.1431, acc: 94.6562, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4347 2022-05-13 03:10:00,495 - mmdet - INFO - Epoch [87][100/3992] lr: 1.000e-06, eta: 2 days, 14:41:06, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0278, loss_cls: 0.1479, acc: 94.5352, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4362 2022-05-13 03:10:24,644 - mmdet - INFO - Epoch [87][150/3992] lr: 1.000e-06, eta: 2 days, 14:40:41, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0261, loss_cls: 0.1610, acc: 94.3438, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4596 2022-05-13 03:10:49,928 - mmdet - INFO - Epoch [87][200/3992] lr: 1.000e-06, eta: 2 days, 14:40:16, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0274, loss_cls: 0.1670, acc: 93.9707, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4783 2022-05-13 03:11:15,124 - mmdet - INFO - Epoch [87][250/3992] lr: 1.000e-06, eta: 2 days, 14:39:52, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0227, loss_cls: 0.1284, acc: 95.1152, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.3853 2022-05-13 03:11:39,981 - mmdet - INFO - Epoch [87][300/3992] lr: 1.000e-06, eta: 2 days, 14:39:27, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0234, loss_cls: 0.1297, acc: 95.2148, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3888 2022-05-13 03:12:05,092 - mmdet - INFO - Epoch [87][350/3992] lr: 1.000e-06, eta: 2 days, 14:39:03, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0308, loss_cls: 0.1385, acc: 94.7852, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4328 2022-05-13 03:12:29,921 - mmdet - INFO - Epoch [87][400/3992] lr: 1.000e-06, eta: 2 days, 14:38:38, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0240, loss_cls: 0.1441, acc: 94.9004, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4135 2022-05-13 03:12:55,562 - mmdet - INFO - Epoch [87][450/3992] lr: 1.000e-06, eta: 2 days, 14:38:15, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0265, loss_cls: 0.1556, acc: 94.3711, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4406 2022-05-13 03:13:21,125 - mmdet - INFO - Epoch [87][500/3992] lr: 1.000e-06, eta: 2 days, 14:37:51, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0271, loss_cls: 0.1578, acc: 94.2852, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4464 2022-05-13 03:13:46,038 - mmdet - INFO - Epoch [87][550/3992] lr: 1.000e-06, eta: 2 days, 14:37:26, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0257, loss_cls: 0.1401, acc: 94.5215, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4289 2022-05-13 03:14:10,601 - mmdet - INFO - Epoch [87][600/3992] lr: 1.000e-06, eta: 2 days, 14:37:01, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0232, loss_cls: 0.1423, acc: 94.7383, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4129 2022-05-13 03:14:35,921 - mmdet - INFO - Epoch [87][650/3992] lr: 1.000e-06, eta: 2 days, 14:36:37, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0252, loss_cls: 0.1562, acc: 94.2676, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4542 2022-05-13 03:15:01,074 - mmdet - INFO - Epoch [87][700/3992] lr: 1.000e-06, eta: 2 days, 14:36:13, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0295, loss_cls: 0.1440, acc: 94.4590, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4258 2022-05-13 03:15:25,530 - mmdet - INFO - Epoch [87][750/3992] lr: 1.000e-06, eta: 2 days, 14:35:47, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0260, loss_cls: 0.1557, acc: 94.3594, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4388 2022-05-13 03:15:51,370 - mmdet - INFO - Epoch [87][800/3992] lr: 1.000e-06, eta: 2 days, 14:35:24, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0255, loss_cls: 0.1488, acc: 94.4160, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4443 2022-05-13 03:16:15,779 - mmdet - INFO - Epoch [87][850/3992] lr: 1.000e-06, eta: 2 days, 14:34:59, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0216, loss_cls: 0.1289, acc: 95.0586, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.3934 2022-05-13 03:16:40,721 - mmdet - INFO - Epoch [87][900/3992] lr: 1.000e-06, eta: 2 days, 14:34:34, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0211, loss_cls: 0.1442, acc: 94.6504, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4199 2022-05-13 03:17:06,259 - mmdet - INFO - Epoch [87][950/3992] lr: 1.000e-06, eta: 2 days, 14:34:10, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0231, loss_cls: 0.1526, acc: 94.3711, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4390 2022-05-13 03:17:29,847 - mmdet - INFO - Epoch [87][1000/3992] lr: 1.000e-06, eta: 2 days, 14:33:44, time: 0.472, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0216, loss_cls: 0.1450, acc: 94.8066, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4165 2022-05-13 03:17:56,430 - mmdet - INFO - Epoch [87][1050/3992] lr: 1.000e-06, eta: 2 days, 14:33:21, time: 0.532, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0300, loss_cls: 0.1521, acc: 94.2793, loss_bbox: 0.2559, loss_mask: 0.0000, loss: 0.4529 2022-05-13 03:18:21,232 - mmdet - INFO - Epoch [87][1100/3992] lr: 1.000e-06, eta: 2 days, 14:32:57, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0270, loss_cls: 0.1533, acc: 94.2832, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4383 2022-05-13 03:18:46,341 - mmdet - INFO - Epoch [87][1150/3992] lr: 1.000e-06, eta: 2 days, 14:32:32, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0251, loss_cls: 0.1488, acc: 94.7637, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4302 2022-05-13 03:19:11,908 - mmdet - INFO - Epoch [87][1200/3992] lr: 1.000e-06, eta: 2 days, 14:32:08, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0275, loss_cls: 0.1583, acc: 94.0859, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4646 2022-05-13 03:19:36,747 - mmdet - INFO - Epoch [87][1250/3992] lr: 1.000e-06, eta: 2 days, 14:31:44, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0288, loss_cls: 0.1638, acc: 93.9512, loss_bbox: 0.2732, loss_mask: 0.0000, loss: 0.4822 2022-05-13 03:20:01,503 - mmdet - INFO - Epoch [87][1300/3992] lr: 1.000e-06, eta: 2 days, 14:31:19, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0262, loss_cls: 0.1336, acc: 94.8730, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4028 2022-05-13 03:20:27,082 - mmdet - INFO - Epoch [87][1350/3992] lr: 1.000e-06, eta: 2 days, 14:30:55, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0270, loss_cls: 0.1511, acc: 94.2773, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4557 2022-05-13 03:20:52,508 - mmdet - INFO - Epoch [87][1400/3992] lr: 1.000e-06, eta: 2 days, 14:30:31, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0237, loss_cls: 0.1487, acc: 94.4004, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4274 2022-05-13 03:21:16,197 - mmdet - INFO - Epoch [87][1450/3992] lr: 1.000e-06, eta: 2 days, 14:30:05, time: 0.474, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0223, loss_cls: 0.1335, acc: 95.1016, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3812 2022-05-13 03:21:41,848 - mmdet - INFO - Epoch [87][1500/3992] lr: 1.000e-06, eta: 2 days, 14:29:41, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0212, loss_cls: 0.1309, acc: 95.0879, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.3860 2022-05-13 03:22:06,909 - mmdet - INFO - Epoch [87][1550/3992] lr: 1.000e-06, eta: 2 days, 14:29:17, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0255, loss_cls: 0.1508, acc: 94.3926, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4356 2022-05-13 03:22:31,933 - mmdet - INFO - Epoch [87][1600/3992] lr: 1.000e-06, eta: 2 days, 14:28:52, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0231, loss_cls: 0.1307, acc: 94.8789, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4047 2022-05-13 03:22:57,284 - mmdet - INFO - Epoch [87][1650/3992] lr: 1.000e-06, eta: 2 days, 14:28:28, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0075, loss_rpn_bbox: 0.0216, loss_cls: 0.1290, acc: 95.0156, loss_bbox: 0.2197, loss_mask: 0.0000, loss: 0.3778 2022-05-13 03:23:22,180 - mmdet - INFO - Epoch [87][1700/3992] lr: 1.000e-06, eta: 2 days, 14:28:03, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0245, loss_cls: 0.1371, acc: 94.9219, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4128 2022-05-13 03:23:46,508 - mmdet - INFO - Epoch [87][1750/3992] lr: 1.000e-06, eta: 2 days, 14:27:38, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0210, loss_rpn_bbox: 0.0332, loss_cls: 0.1546, acc: 94.3613, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4617 2022-05-13 03:24:11,918 - mmdet - INFO - Epoch [87][1800/3992] lr: 1.000e-06, eta: 2 days, 14:27:14, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0247, loss_cls: 0.1486, acc: 94.5684, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4281 2022-05-13 03:24:36,124 - mmdet - INFO - Epoch [87][1850/3992] lr: 1.000e-06, eta: 2 days, 14:26:48, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0228, loss_cls: 0.1606, acc: 94.4785, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4430 2022-05-13 03:25:00,294 - mmdet - INFO - Epoch [87][1900/3992] lr: 1.000e-06, eta: 2 days, 14:26:23, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0238, loss_cls: 0.1277, acc: 95.1719, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.3941 2022-05-13 03:25:25,023 - mmdet - INFO - Epoch [87][1950/3992] lr: 1.000e-06, eta: 2 days, 14:25:58, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0278, loss_cls: 0.1474, acc: 94.6094, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4295 2022-05-13 03:25:50,362 - mmdet - INFO - Epoch [87][2000/3992] lr: 1.000e-06, eta: 2 days, 14:25:34, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0228, loss_cls: 0.1351, acc: 94.9668, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.3976 2022-05-13 03:26:14,871 - mmdet - INFO - Epoch [87][2050/3992] lr: 1.000e-06, eta: 2 days, 14:25:09, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1476, acc: 94.6621, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4184 2022-05-13 03:26:41,146 - mmdet - INFO - Epoch [87][2100/3992] lr: 1.000e-06, eta: 2 days, 14:24:46, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0262, loss_cls: 0.1420, acc: 94.4453, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4272 2022-05-13 03:27:06,191 - mmdet - INFO - Epoch [87][2150/3992] lr: 1.000e-06, eta: 2 days, 14:24:21, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0267, loss_cls: 0.1345, acc: 94.9062, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4125 2022-05-13 03:27:31,106 - mmdet - INFO - Epoch [87][2200/3992] lr: 1.000e-06, eta: 2 days, 14:23:57, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0249, loss_cls: 0.1390, acc: 94.7617, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4143 2022-05-13 03:27:56,283 - mmdet - INFO - Epoch [87][2250/3992] lr: 1.000e-06, eta: 2 days, 14:23:32, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0302, loss_cls: 0.1571, acc: 94.0430, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4657 2022-05-13 03:28:20,679 - mmdet - INFO - Epoch [87][2300/3992] lr: 1.000e-06, eta: 2 days, 14:23:07, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0271, loss_cls: 0.1314, acc: 95.0605, loss_bbox: 0.2221, loss_mask: 0.0000, loss: 0.3991 2022-05-13 03:28:46,293 - mmdet - INFO - Epoch [87][2350/3992] lr: 1.000e-06, eta: 2 days, 14:22:43, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0245, loss_cls: 0.1527, acc: 94.5449, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4350 2022-05-13 03:29:11,212 - mmdet - INFO - Epoch [87][2400/3992] lr: 1.000e-06, eta: 2 days, 14:22:19, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0237, loss_cls: 0.1369, acc: 94.9297, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4012 2022-05-13 03:29:37,153 - mmdet - INFO - Epoch [87][2450/3992] lr: 1.000e-06, eta: 2 days, 14:21:55, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0274, loss_cls: 0.1481, acc: 94.4805, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4408 2022-05-13 03:30:01,800 - mmdet - INFO - Epoch [87][2500/3992] lr: 1.000e-06, eta: 2 days, 14:21:30, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0299, loss_cls: 0.1639, acc: 93.8496, loss_bbox: 0.2680, loss_mask: 0.0000, loss: 0.4784 2022-05-13 03:30:26,783 - mmdet - INFO - Epoch [87][2550/3992] lr: 1.000e-06, eta: 2 days, 14:21:06, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0224, loss_cls: 0.1440, acc: 94.7246, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4223 2022-05-13 03:30:52,360 - mmdet - INFO - Epoch [87][2600/3992] lr: 1.000e-06, eta: 2 days, 14:20:42, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0229, loss_cls: 0.1386, acc: 94.8965, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4049 2022-05-13 03:31:17,345 - mmdet - INFO - Epoch [87][2650/3992] lr: 1.000e-06, eta: 2 days, 14:20:17, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0253, loss_cls: 0.1258, acc: 95.2109, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.3981 2022-05-13 03:31:42,944 - mmdet - INFO - Epoch [87][2700/3992] lr: 1.000e-06, eta: 2 days, 14:19:54, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0263, loss_cls: 0.1411, acc: 94.8555, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4123 2022-05-13 03:32:07,882 - mmdet - INFO - Epoch [87][2750/3992] lr: 1.000e-06, eta: 2 days, 14:19:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0234, loss_cls: 0.1363, acc: 95.0273, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4009 2022-05-13 03:32:33,329 - mmdet - INFO - Epoch [87][2800/3992] lr: 1.000e-06, eta: 2 days, 14:19:05, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0268, loss_cls: 0.1558, acc: 94.3906, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4392 2022-05-13 03:32:57,637 - mmdet - INFO - Epoch [87][2850/3992] lr: 1.000e-06, eta: 2 days, 14:18:40, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0251, loss_cls: 0.1326, acc: 95.0703, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.4062 2022-05-13 03:33:22,256 - mmdet - INFO - Epoch [87][2900/3992] lr: 1.000e-06, eta: 2 days, 14:18:15, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0253, loss_cls: 0.1410, acc: 94.8555, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4263 2022-05-13 03:33:47,747 - mmdet - INFO - Epoch [87][2950/3992] lr: 1.000e-06, eta: 2 days, 14:17:51, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0323, loss_cls: 0.1590, acc: 93.9941, loss_bbox: 0.2816, loss_mask: 0.0000, loss: 0.4869 2022-05-13 03:34:13,704 - mmdet - INFO - Epoch [87][3000/3992] lr: 1.000e-06, eta: 2 days, 14:17:27, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0260, loss_cls: 0.1480, acc: 94.3496, loss_bbox: 0.2662, loss_mask: 0.0000, loss: 0.4542 2022-05-13 03:34:39,658 - mmdet - INFO - Epoch [87][3050/3992] lr: 1.000e-06, eta: 2 days, 14:17:04, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0311, loss_cls: 0.1456, acc: 94.3906, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4350 2022-05-13 03:35:04,978 - mmdet - INFO - Epoch [87][3100/3992] lr: 1.000e-06, eta: 2 days, 14:16:40, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0251, loss_cls: 0.1607, acc: 94.1992, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4457 2022-05-13 03:35:30,468 - mmdet - INFO - Epoch [87][3150/3992] lr: 1.000e-06, eta: 2 days, 14:16:16, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0266, loss_cls: 0.1437, acc: 94.5352, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4302 2022-05-13 03:35:55,260 - mmdet - INFO - Epoch [87][3200/3992] lr: 1.000e-06, eta: 2 days, 14:15:51, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0235, loss_cls: 0.1341, acc: 95.1973, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3908 2022-05-13 03:36:19,507 - mmdet - INFO - Epoch [87][3250/3992] lr: 1.000e-06, eta: 2 days, 14:15:26, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0221, loss_cls: 0.1266, acc: 95.2070, loss_bbox: 0.2051, loss_mask: 0.0000, loss: 0.3680 2022-05-13 03:36:44,463 - mmdet - INFO - Epoch [87][3300/3992] lr: 1.000e-06, eta: 2 days, 14:15:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0239, loss_rpn_bbox: 0.0292, loss_cls: 0.1530, acc: 94.6680, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4547 2022-05-13 03:37:10,296 - mmdet - INFO - Epoch [87][3350/3992] lr: 1.000e-06, eta: 2 days, 14:14:38, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0251, loss_cls: 0.1525, acc: 94.6621, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.4309 2022-05-13 03:37:35,138 - mmdet - INFO - Epoch [87][3400/3992] lr: 1.000e-06, eta: 2 days, 14:14:13, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0271, loss_cls: 0.1516, acc: 94.3906, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4444 2022-05-13 03:38:00,322 - mmdet - INFO - Epoch [87][3450/3992] lr: 1.000e-06, eta: 2 days, 14:13:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0245, loss_cls: 0.1475, acc: 94.5156, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4237 2022-05-13 03:38:24,102 - mmdet - INFO - Epoch [87][3500/3992] lr: 1.000e-06, eta: 2 days, 14:13:22, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0288, loss_cls: 0.1598, acc: 94.0879, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4617 2022-05-13 03:38:49,326 - mmdet - INFO - Epoch [87][3550/3992] lr: 1.000e-06, eta: 2 days, 14:12:58, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0262, loss_cls: 0.1399, acc: 94.6543, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4284 2022-05-13 03:39:14,457 - mmdet - INFO - Epoch [87][3600/3992] lr: 1.000e-06, eta: 2 days, 14:12:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0268, loss_cls: 0.1312, acc: 95.0449, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4011 2022-05-13 03:39:39,804 - mmdet - INFO - Epoch [87][3650/3992] lr: 1.000e-06, eta: 2 days, 14:12:10, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0277, loss_cls: 0.1462, acc: 94.8008, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4582 2022-05-13 03:40:05,457 - mmdet - INFO - Epoch [87][3700/3992] lr: 1.000e-06, eta: 2 days, 14:11:46, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0306, loss_cls: 0.1740, acc: 93.5488, loss_bbox: 0.2872, loss_mask: 0.0000, loss: 0.5048 2022-05-13 03:40:30,052 - mmdet - INFO - Epoch [87][3750/3992] lr: 1.000e-06, eta: 2 days, 14:11:21, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0252, loss_cls: 0.1450, acc: 94.7715, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4191 2022-05-13 03:40:54,912 - mmdet - INFO - Epoch [87][3800/3992] lr: 1.000e-06, eta: 2 days, 14:10:56, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0233, loss_cls: 0.1328, acc: 95.2930, loss_bbox: 0.2181, loss_mask: 0.0000, loss: 0.3860 2022-05-13 03:41:18,945 - mmdet - INFO - Epoch [87][3850/3992] lr: 1.000e-06, eta: 2 days, 14:10:30, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0201, loss_cls: 0.1289, acc: 95.1992, loss_bbox: 0.2089, loss_mask: 0.0000, loss: 0.3691 2022-05-13 03:41:43,004 - mmdet - INFO - Epoch [87][3900/3992] lr: 1.000e-06, eta: 2 days, 14:10:05, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0240, loss_rpn_bbox: 0.0277, loss_cls: 0.1448, acc: 94.4863, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4513 2022-05-13 03:42:07,769 - mmdet - INFO - Epoch [87][3950/3992] lr: 1.000e-06, eta: 2 days, 14:09:40, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0236, loss_cls: 0.1253, acc: 95.2031, loss_bbox: 0.2191, loss_mask: 0.0000, loss: 0.3788 2022-05-13 03:42:29,256 - mmdet - INFO - Saving checkpoint at 87 epochs 2022-05-13 03:48:05,708 - mmdet - INFO - Evaluating bbox... 2022-05-13 03:48:21,307 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.158 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.023 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 03:48:21,312 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.098 | table | 0.258 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.059 | box | 0.021 | | garbage_bin | 0.348 | cabinet | 0.043 | drawer | 0.056 | | shelf | 0.103 | kitchen_counter | 0.166 | kitchen_cabinet | 0.202 | | cpu | 0.028 | bench | 0.162 | file_cabinet | 0.084 | | whiteboard | 0.146 | lamp | 0.174 | endtable | 0.132 | | bookshelf | 0.222 | coffee_table | 0.195 | dresser | 0.177 | | paper | 0.010 | printer | 0.211 | monitor | 0.223 | | back_pack | 0.072 | night_stand | 0.298 | door | 0.088 | | picture | 0.045 | ottoman | 0.183 | stool | 0.227 | | outlet | 0.000 | towel | 0.071 | tray | 0.017 | | bag | 0.017 | stove | 0.103 | bathtub | 0.431 | | scanner | 0.200 | cubby | 0.018 | mirror | 0.026 | | bottle | 0.003 | rack | 0.015 | cup | 0.085 | | thermos | 0.001 | island | 0.104 | counter | 0.034 | | bowl | 0.060 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.197 | | cart | 0.096 | tv_stand | 0.116 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.339 | | sofa | 0.419 | plant | 0.037 | bed | 0.605 | | dining_table | 0.005 | toilet | 0.535 | tv | 0.260 | | laptop | 0.109 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.084 | telephone | 0.027 | microwave | 0.241 | | oven | 0.012 | paper_towel_dispenser | 0.230 | sink | 0.168 | | fridge | 0.174 | book | 0.009 | clock | 0.069 | | vase | 0.040 | fire_extinguisher | 0.011 | blinds | 0.022 | | podium | 0.192 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:21,315 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.232 | table | 0.460 | desk | 0.199 | | sofa_chair | 0.676 | pillow | 0.144 | box | 0.051 | | garbage_bin | 0.617 | cabinet | 0.087 | drawer | 0.087 | | shelf | 0.217 | kitchen_counter | 0.277 | kitchen_cabinet | 0.341 | | cpu | 0.077 | bench | 0.310 | file_cabinet | 0.118 | | whiteboard | 0.230 | lamp | 0.377 | endtable | 0.248 | | bookshelf | 0.391 | coffee_table | 0.365 | dresser | 0.272 | | paper | 0.029 | printer | 0.358 | monitor | 0.525 | | back_pack | 0.148 | night_stand | 0.527 | door | 0.130 | | picture | 0.080 | ottoman | 0.266 | stool | 0.420 | | outlet | 0.000 | towel | 0.111 | tray | 0.041 | | bag | 0.024 | stove | 0.202 | bathtub | 0.678 | | scanner | 0.310 | cubby | 0.035 | mirror | 0.055 | | bottle | 0.005 | rack | 0.024 | cup | 0.209 | | thermos | 0.002 | island | 0.139 | counter | 0.039 | | bowl | 0.089 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.300 | | cart | 0.160 | tv_stand | 0.184 | poster | 0.003 | | soap_dispenser | 0.020 | toy | nan | chair | 0.682 | | sofa | 0.613 | plant | 0.091 | bed | 0.880 | | dining_table | 0.009 | toilet | 0.858 | tv | 0.459 | | laptop | 0.231 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.252 | telephone | 0.074 | microwave | 0.464 | | oven | 0.026 | paper_towel_dispenser | 0.392 | sink | 0.485 | | fridge | 0.315 | book | 0.025 | clock | 0.117 | | vase | 0.075 | fire_extinguisher | 0.038 | blinds | 0.058 | | podium | 0.268 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:21,319 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.053 | table | 0.267 | desk | 0.084 | | sofa_chair | 0.560 | pillow | 0.037 | box | 0.009 | | garbage_bin | 0.361 | cabinet | 0.037 | drawer | 0.056 | | shelf | 0.089 | kitchen_counter | 0.160 | kitchen_cabinet | 0.229 | | cpu | 0.006 | bench | 0.148 | file_cabinet | 0.116 | | whiteboard | 0.148 | lamp | 0.141 | endtable | 0.120 | | bookshelf | 0.202 | coffee_table | 0.155 | dresser | 0.198 | | paper | 0.007 | printer | 0.176 | monitor | 0.143 | | back_pack | 0.060 | night_stand | 0.310 | door | 0.118 | | picture | 0.046 | ottoman | 0.222 | stool | 0.244 | | outlet | 0.000 | towel | 0.068 | tray | 0.021 | | bag | 0.022 | stove | 0.097 | bathtub | 0.460 | | scanner | 0.182 | cubby | 0.012 | mirror | 0.012 | | bottle | 0.004 | rack | 0.018 | cup | 0.054 | | thermos | 0.000 | island | 0.116 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.072 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.300 | | sofa | 0.467 | plant | 0.023 | bed | 0.685 | | dining_table | 0.002 | toilet | 0.547 | tv | 0.263 | | laptop | 0.092 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.010 | microwave | 0.227 | | oven | 0.009 | paper_towel_dispenser | 0.264 | sink | 0.093 | | fridge | 0.177 | book | 0.006 | clock | 0.083 | | vase | 0.041 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.247 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:21,319 - mmdet - INFO - Evaluating segm... 2022-05-13 03:48:39,096 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 03:48:39,100 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:39,103 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:39,106 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 03:48:39,404 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 03:48:39,404 - mmdet - INFO - Epoch(val) [87][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1210, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1580, bbox_mAP_copypaste: 0.125 0.222 0.121 0.005 0.044 0.158, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 03:49:06,233 - mmdet - INFO - Epoch [88][50/3992] lr: 1.000e-06, eta: 2 days, 14:08:30, time: 0.536, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0250, loss_cls: 0.1262, acc: 95.2109, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.3930 2022-05-13 03:49:31,307 - mmdet - INFO - Epoch [88][100/3992] lr: 1.000e-06, eta: 2 days, 14:08:05, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0300, loss_cls: 0.1682, acc: 93.7422, loss_bbox: 0.2792, loss_mask: 0.0000, loss: 0.4913 2022-05-13 03:49:56,835 - mmdet - INFO - Epoch [88][150/3992] lr: 1.000e-06, eta: 2 days, 14:07:41, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0304, loss_cls: 0.1476, acc: 94.6719, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4395 2022-05-13 03:50:21,265 - mmdet - INFO - Epoch [88][200/3992] lr: 1.000e-06, eta: 2 days, 14:07:16, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0258, loss_cls: 0.1385, acc: 94.7422, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4196 2022-05-13 03:50:46,104 - mmdet - INFO - Epoch [88][250/3992] lr: 1.000e-06, eta: 2 days, 14:06:51, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0285, loss_cls: 0.1520, acc: 94.5195, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4475 2022-05-13 03:51:11,966 - mmdet - INFO - Epoch [88][300/3992] lr: 1.000e-06, eta: 2 days, 14:06:28, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0081, loss_rpn_bbox: 0.0249, loss_cls: 0.1206, acc: 95.3086, loss_bbox: 0.2179, loss_mask: 0.0000, loss: 0.3715 2022-05-13 03:51:37,415 - mmdet - INFO - Epoch [88][350/3992] lr: 1.000e-06, eta: 2 days, 14:06:04, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0249, loss_cls: 0.1455, acc: 94.7656, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4111 2022-05-13 03:52:02,381 - mmdet - INFO - Epoch [88][400/3992] lr: 1.000e-06, eta: 2 days, 14:05:39, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0251, loss_cls: 0.1559, acc: 94.3301, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4473 2022-05-13 03:52:27,095 - mmdet - INFO - Epoch [88][450/3992] lr: 1.000e-06, eta: 2 days, 14:05:15, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0252, loss_cls: 0.1436, acc: 94.6348, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4164 2022-05-13 03:52:52,258 - mmdet - INFO - Epoch [88][500/3992] lr: 1.000e-06, eta: 2 days, 14:04:50, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0247, loss_cls: 0.1564, acc: 94.3535, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4406 2022-05-13 03:53:18,928 - mmdet - INFO - Epoch [88][550/3992] lr: 1.000e-06, eta: 2 days, 14:04:28, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0248, loss_cls: 0.1405, acc: 94.9082, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4069 2022-05-13 03:53:44,599 - mmdet - INFO - Epoch [88][600/3992] lr: 1.000e-06, eta: 2 days, 14:04:04, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0275, loss_cls: 0.1421, acc: 94.7305, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4302 2022-05-13 03:54:09,665 - mmdet - INFO - Epoch [88][650/3992] lr: 1.000e-06, eta: 2 days, 14:03:40, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0237, loss_cls: 0.1323, acc: 94.9766, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.3974 2022-05-13 03:54:34,525 - mmdet - INFO - Epoch [88][700/3992] lr: 1.000e-06, eta: 2 days, 14:03:15, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0261, loss_cls: 0.1498, acc: 94.3652, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4349 2022-05-13 03:54:58,963 - mmdet - INFO - Epoch [88][750/3992] lr: 1.000e-06, eta: 2 days, 14:02:50, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0247, loss_cls: 0.1427, acc: 94.5547, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4357 2022-05-13 03:55:23,727 - mmdet - INFO - Epoch [88][800/3992] lr: 1.000e-06, eta: 2 days, 14:02:25, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0298, loss_cls: 0.1600, acc: 94.1875, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4650 2022-05-13 03:55:49,917 - mmdet - INFO - Epoch [88][850/3992] lr: 1.000e-06, eta: 2 days, 14:02:02, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0255, loss_cls: 0.1314, acc: 95.0762, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.3956 2022-05-13 03:56:14,890 - mmdet - INFO - Epoch [88][900/3992] lr: 1.000e-06, eta: 2 days, 14:01:37, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0297, loss_cls: 0.1588, acc: 94.0938, loss_bbox: 0.2688, loss_mask: 0.0000, loss: 0.4723 2022-05-13 03:56:40,619 - mmdet - INFO - Epoch [88][950/3992] lr: 1.000e-06, eta: 2 days, 14:01:14, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0218, loss_cls: 0.1252, acc: 95.4121, loss_bbox: 0.2060, loss_mask: 0.0000, loss: 0.3662 2022-05-13 03:57:05,847 - mmdet - INFO - Epoch [88][1000/3992] lr: 1.000e-06, eta: 2 days, 14:00:49, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0263, loss_cls: 0.1398, acc: 94.6641, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4204 2022-05-13 03:57:31,607 - mmdet - INFO - Epoch [88][1050/3992] lr: 1.000e-06, eta: 2 days, 14:00:26, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0279, loss_cls: 0.1419, acc: 94.7383, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4166 2022-05-13 03:57:57,012 - mmdet - INFO - Epoch [88][1100/3992] lr: 1.000e-06, eta: 2 days, 14:00:02, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0324, loss_cls: 0.1563, acc: 94.2734, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4654 2022-05-13 03:58:21,666 - mmdet - INFO - Epoch [88][1150/3992] lr: 1.000e-06, eta: 2 days, 13:59:37, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0239, loss_cls: 0.1416, acc: 94.8457, loss_bbox: 0.2247, loss_mask: 0.0000, loss: 0.4038 2022-05-13 03:58:46,911 - mmdet - INFO - Epoch [88][1200/3992] lr: 1.000e-06, eta: 2 days, 13:59:13, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0308, loss_cls: 0.1509, acc: 94.2285, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4627 2022-05-13 03:59:11,656 - mmdet - INFO - Epoch [88][1250/3992] lr: 1.000e-06, eta: 2 days, 13:58:48, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0258, loss_cls: 0.1364, acc: 94.9277, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3952 2022-05-13 03:59:36,455 - mmdet - INFO - Epoch [88][1300/3992] lr: 1.000e-06, eta: 2 days, 13:58:23, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0230, loss_cls: 0.1363, acc: 94.9883, loss_bbox: 0.2233, loss_mask: 0.0000, loss: 0.3961 2022-05-13 04:00:02,143 - mmdet - INFO - Epoch [88][1350/3992] lr: 1.000e-06, eta: 2 days, 13:57:59, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0244, loss_cls: 0.1354, acc: 94.7461, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.3983 2022-05-13 04:00:26,607 - mmdet - INFO - Epoch [88][1400/3992] lr: 1.000e-06, eta: 2 days, 13:57:34, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0236, loss_cls: 0.1443, acc: 94.5215, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4269 2022-05-13 04:00:51,570 - mmdet - INFO - Epoch [88][1450/3992] lr: 1.000e-06, eta: 2 days, 13:57:09, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0268, loss_cls: 0.1480, acc: 94.3906, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4447 2022-05-13 04:01:15,145 - mmdet - INFO - Epoch [88][1500/3992] lr: 1.000e-06, eta: 2 days, 13:56:43, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0303, loss_cls: 0.1617, acc: 93.9062, loss_bbox: 0.2734, loss_mask: 0.0000, loss: 0.4811 2022-05-13 04:01:40,561 - mmdet - INFO - Epoch [88][1550/3992] lr: 1.000e-06, eta: 2 days, 13:56:19, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0272, loss_cls: 0.1435, acc: 94.6426, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4189 2022-05-13 04:02:05,276 - mmdet - INFO - Epoch [88][1600/3992] lr: 1.000e-06, eta: 2 days, 13:55:54, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0285, loss_cls: 0.1570, acc: 94.2812, loss_bbox: 0.2608, loss_mask: 0.0000, loss: 0.4626 2022-05-13 04:02:30,245 - mmdet - INFO - Epoch [88][1650/3992] lr: 1.000e-06, eta: 2 days, 13:55:30, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0263, loss_cls: 0.1505, acc: 94.5215, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4448 2022-05-13 04:02:54,689 - mmdet - INFO - Epoch [88][1700/3992] lr: 1.000e-06, eta: 2 days, 13:55:04, time: 0.489, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0200, loss_cls: 0.1211, acc: 95.4453, loss_bbox: 0.2071, loss_mask: 0.0000, loss: 0.3581 2022-05-13 04:03:19,035 - mmdet - INFO - Epoch [88][1750/3992] lr: 1.000e-06, eta: 2 days, 13:54:39, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0278, loss_cls: 0.1514, acc: 94.5020, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4532 2022-05-13 04:03:43,603 - mmdet - INFO - Epoch [88][1800/3992] lr: 1.000e-06, eta: 2 days, 13:54:14, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0261, loss_cls: 0.1417, acc: 94.9473, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4238 2022-05-13 04:04:08,326 - mmdet - INFO - Epoch [88][1850/3992] lr: 1.000e-06, eta: 2 days, 13:53:49, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0262, loss_cls: 0.1330, acc: 95.1387, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3955 2022-05-13 04:04:32,776 - mmdet - INFO - Epoch [88][1900/3992] lr: 1.000e-06, eta: 2 days, 13:53:24, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0248, loss_cls: 0.1339, acc: 94.8652, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.3990 2022-05-13 04:04:58,365 - mmdet - INFO - Epoch [88][1950/3992] lr: 1.000e-06, eta: 2 days, 13:53:00, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0258, loss_cls: 0.1323, acc: 94.8027, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4114 2022-05-13 04:05:24,269 - mmdet - INFO - Epoch [88][2000/3992] lr: 1.000e-06, eta: 2 days, 13:52:37, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0247, loss_cls: 0.1495, acc: 94.3613, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4461 2022-05-13 04:05:49,168 - mmdet - INFO - Epoch [88][2050/3992] lr: 1.000e-06, eta: 2 days, 13:52:12, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0232, loss_cls: 0.1456, acc: 94.5371, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4232 2022-05-13 04:06:13,922 - mmdet - INFO - Epoch [88][2100/3992] lr: 1.000e-06, eta: 2 days, 13:51:47, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0263, loss_cls: 0.1447, acc: 94.7266, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4231 2022-05-13 04:06:39,631 - mmdet - INFO - Epoch [88][2150/3992] lr: 1.000e-06, eta: 2 days, 13:51:23, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0264, loss_cls: 0.1524, acc: 94.2910, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4453 2022-05-13 04:07:05,290 - mmdet - INFO - Epoch [88][2200/3992] lr: 1.000e-06, eta: 2 days, 13:51:00, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0292, loss_cls: 0.1420, acc: 94.5371, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4291 2022-05-13 04:07:30,349 - mmdet - INFO - Epoch [88][2250/3992] lr: 1.000e-06, eta: 2 days, 13:50:35, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0244, loss_cls: 0.1471, acc: 94.4941, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4264 2022-05-13 04:07:55,424 - mmdet - INFO - Epoch [88][2300/3992] lr: 1.000e-06, eta: 2 days, 13:50:11, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0229, loss_cls: 0.1338, acc: 95.0586, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4017 2022-05-13 04:08:20,642 - mmdet - INFO - Epoch [88][2350/3992] lr: 1.000e-06, eta: 2 days, 13:49:46, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0254, loss_cls: 0.1478, acc: 94.6699, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4222 2022-05-13 04:08:45,344 - mmdet - INFO - Epoch [88][2400/3992] lr: 1.000e-06, eta: 2 days, 13:49:22, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0223, loss_rpn_bbox: 0.0254, loss_cls: 0.1524, acc: 94.5781, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4307 2022-05-13 04:09:10,318 - mmdet - INFO - Epoch [88][2450/3992] lr: 1.000e-06, eta: 2 days, 13:48:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0239, loss_cls: 0.1301, acc: 95.1758, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.3995 2022-05-13 04:09:34,944 - mmdet - INFO - Epoch [88][2500/3992] lr: 1.000e-06, eta: 2 days, 13:48:32, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0253, loss_cls: 0.1486, acc: 94.5176, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4327 2022-05-13 04:10:00,300 - mmdet - INFO - Epoch [88][2550/3992] lr: 1.000e-06, eta: 2 days, 13:48:08, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0280, loss_cls: 0.1506, acc: 94.1934, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4445 2022-05-13 04:10:24,802 - mmdet - INFO - Epoch [88][2600/3992] lr: 1.000e-06, eta: 2 days, 13:47:43, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0273, loss_cls: 0.1525, acc: 94.5000, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4388 2022-05-13 04:10:49,587 - mmdet - INFO - Epoch [88][2650/3992] lr: 1.000e-06, eta: 2 days, 13:47:18, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0249, loss_cls: 0.1416, acc: 94.7109, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4094 2022-05-13 04:11:14,278 - mmdet - INFO - Epoch [88][2700/3992] lr: 1.000e-06, eta: 2 days, 13:46:53, time: 0.494, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0293, loss_cls: 0.1658, acc: 93.7734, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.4851 2022-05-13 04:11:39,544 - mmdet - INFO - Epoch [88][2750/3992] lr: 1.000e-06, eta: 2 days, 13:46:29, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0255, loss_cls: 0.1417, acc: 94.6992, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4288 2022-05-13 04:12:04,513 - mmdet - INFO - Epoch [88][2800/3992] lr: 1.000e-06, eta: 2 days, 13:46:04, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0288, loss_cls: 0.1382, acc: 94.7441, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4172 2022-05-13 04:12:29,264 - mmdet - INFO - Epoch [88][2850/3992] lr: 1.000e-06, eta: 2 days, 13:45:39, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0259, loss_cls: 0.1554, acc: 94.1992, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4528 2022-05-13 04:12:54,170 - mmdet - INFO - Epoch [88][2900/3992] lr: 1.000e-06, eta: 2 days, 13:45:15, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0247, loss_cls: 0.1460, acc: 94.6602, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4237 2022-05-13 04:13:18,718 - mmdet - INFO - Epoch [88][2950/3992] lr: 1.000e-06, eta: 2 days, 13:44:49, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0261, loss_cls: 0.1427, acc: 94.7773, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4301 2022-05-13 04:13:43,366 - mmdet - INFO - Epoch [88][3000/3992] lr: 1.000e-06, eta: 2 days, 13:44:24, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0249, loss_cls: 0.1335, acc: 95.1387, loss_bbox: 0.2165, loss_mask: 0.0000, loss: 0.3884 2022-05-13 04:14:08,641 - mmdet - INFO - Epoch [88][3050/3992] lr: 1.000e-06, eta: 2 days, 13:44:00, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0259, loss_cls: 0.1353, acc: 94.9648, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4147 2022-05-13 04:14:33,938 - mmdet - INFO - Epoch [88][3100/3992] lr: 1.000e-06, eta: 2 days, 13:43:36, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0228, loss_cls: 0.1494, acc: 94.3809, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4375 2022-05-13 04:14:58,460 - mmdet - INFO - Epoch [88][3150/3992] lr: 1.000e-06, eta: 2 days, 13:43:11, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0279, loss_cls: 0.1366, acc: 94.9121, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.4055 2022-05-13 04:15:24,420 - mmdet - INFO - Epoch [88][3200/3992] lr: 1.000e-06, eta: 2 days, 13:42:48, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0246, loss_cls: 0.1479, acc: 94.6973, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4204 2022-05-13 04:15:48,253 - mmdet - INFO - Epoch [88][3250/3992] lr: 1.000e-06, eta: 2 days, 13:42:22, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0222, loss_cls: 0.1367, acc: 94.8223, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4001 2022-05-13 04:16:13,900 - mmdet - INFO - Epoch [88][3300/3992] lr: 1.000e-06, eta: 2 days, 13:41:58, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0262, loss_cls: 0.1504, acc: 94.3320, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4454 2022-05-13 04:16:39,320 - mmdet - INFO - Epoch [88][3350/3992] lr: 1.000e-06, eta: 2 days, 13:41:34, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0262, loss_cls: 0.1375, acc: 94.8125, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4133 2022-05-13 04:17:03,993 - mmdet - INFO - Epoch [88][3400/3992] lr: 1.000e-06, eta: 2 days, 13:41:09, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0251, loss_cls: 0.1402, acc: 94.7285, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4160 2022-05-13 04:17:28,851 - mmdet - INFO - Epoch [88][3450/3992] lr: 1.000e-06, eta: 2 days, 13:40:44, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0237, loss_cls: 0.1298, acc: 94.9648, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.3982 2022-05-13 04:17:54,208 - mmdet - INFO - Epoch [88][3500/3992] lr: 1.000e-06, eta: 2 days, 13:40:20, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0283, loss_cls: 0.1525, acc: 94.1797, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4523 2022-05-13 04:18:18,957 - mmdet - INFO - Epoch [88][3550/3992] lr: 1.000e-06, eta: 2 days, 13:39:55, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0263, loss_cls: 0.1434, acc: 94.5840, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4183 2022-05-13 04:18:44,529 - mmdet - INFO - Epoch [88][3600/3992] lr: 1.000e-06, eta: 2 days, 13:39:31, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0280, loss_cls: 0.1636, acc: 94.1191, loss_bbox: 0.2717, loss_mask: 0.0000, loss: 0.4783 2022-05-13 04:19:09,820 - mmdet - INFO - Epoch [88][3650/3992] lr: 1.000e-06, eta: 2 days, 13:39:07, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0305, loss_cls: 0.1415, acc: 94.5703, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4312 2022-05-13 04:19:35,416 - mmdet - INFO - Epoch [88][3700/3992] lr: 1.000e-06, eta: 2 days, 13:38:43, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0238, loss_cls: 0.1379, acc: 94.6875, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4062 2022-05-13 04:20:00,342 - mmdet - INFO - Epoch [88][3750/3992] lr: 1.000e-06, eta: 2 days, 13:38:19, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0227, loss_cls: 0.1288, acc: 95.1895, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3842 2022-05-13 04:20:25,664 - mmdet - INFO - Epoch [88][3800/3992] lr: 1.000e-06, eta: 2 days, 13:37:55, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0292, loss_cls: 0.1639, acc: 94.0254, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4681 2022-05-13 04:20:50,604 - mmdet - INFO - Epoch [88][3850/3992] lr: 1.000e-06, eta: 2 days, 13:37:30, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0253, loss_cls: 0.1549, acc: 94.5020, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4342 2022-05-13 04:21:15,501 - mmdet - INFO - Epoch [88][3900/3992] lr: 1.000e-06, eta: 2 days, 13:37:05, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0243, loss_cls: 0.1164, acc: 95.5000, loss_bbox: 0.2067, loss_mask: 0.0000, loss: 0.3573 2022-05-13 04:21:41,046 - mmdet - INFO - Epoch [88][3950/3992] lr: 1.000e-06, eta: 2 days, 13:36:41, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0239, loss_cls: 0.1410, acc: 94.6660, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4296 2022-05-13 04:22:02,036 - mmdet - INFO - Saving checkpoint at 88 epochs 2022-05-13 04:27:38,297 - mmdet - INFO - Evaluating bbox... 2022-05-13 04:27:53,282 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.107 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 04:27:53,286 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.117 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.483 | pillow | 0.058 | box | 0.018 | | garbage_bin | 0.345 | cabinet | 0.044 | drawer | 0.059 | | shelf | 0.108 | kitchen_counter | 0.165 | kitchen_cabinet | 0.200 | | cpu | 0.028 | bench | 0.158 | file_cabinet | 0.084 | | whiteboard | 0.144 | lamp | 0.173 | endtable | 0.133 | | bookshelf | 0.222 | coffee_table | 0.202 | dresser | 0.172 | | paper | 0.010 | printer | 0.210 | monitor | 0.225 | | back_pack | 0.062 | night_stand | 0.296 | door | 0.086 | | picture | 0.046 | ottoman | 0.183 | stool | 0.227 | | outlet | 0.000 | towel | 0.072 | tray | 0.012 | | bag | 0.017 | stove | 0.107 | bathtub | 0.432 | | scanner | 0.207 | cubby | 0.018 | mirror | 0.023 | | bottle | 0.003 | rack | 0.015 | cup | 0.079 | | thermos | 0.001 | island | 0.100 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.195 | | cart | 0.095 | tv_stand | 0.113 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.338 | | sofa | 0.416 | plant | 0.037 | bed | 0.605 | | dining_table | 0.005 | toilet | 0.534 | tv | 0.262 | | laptop | 0.108 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.083 | telephone | 0.027 | microwave | 0.240 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.165 | | fridge | 0.167 | book | 0.009 | clock | 0.071 | | vase | 0.041 | fire_extinguisher | 0.011 | blinds | 0.021 | | podium | 0.192 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:27:53,290 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.233 | table | 0.456 | desk | 0.203 | | sofa_chair | 0.676 | pillow | 0.144 | box | 0.045 | | garbage_bin | 0.616 | cabinet | 0.088 | drawer | 0.089 | | shelf | 0.220 | kitchen_counter | 0.283 | kitchen_cabinet | 0.316 | | cpu | 0.082 | bench | 0.307 | file_cabinet | 0.115 | | whiteboard | 0.230 | lamp | 0.376 | endtable | 0.252 | | bookshelf | 0.393 | coffee_table | 0.368 | dresser | 0.266 | | paper | 0.028 | printer | 0.362 | monitor | 0.536 | | back_pack | 0.132 | night_stand | 0.512 | door | 0.123 | | picture | 0.079 | ottoman | 0.267 | stool | 0.428 | | outlet | 0.000 | towel | 0.110 | tray | 0.034 | | bag | 0.026 | stove | 0.204 | bathtub | 0.681 | | scanner | 0.308 | cubby | 0.031 | mirror | 0.048 | | bottle | 0.005 | rack | 0.023 | cup | 0.183 | | thermos | 0.002 | island | 0.136 | counter | 0.039 | | bowl | 0.091 | plate | 0.002 | organizer | 0.000 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.318 | | cart | 0.166 | tv_stand | 0.222 | poster | 0.004 | | soap_dispenser | 0.019 | toy | nan | chair | 0.685 | | sofa | 0.613 | plant | 0.091 | bed | 0.877 | | dining_table | 0.008 | toilet | 0.859 | tv | 0.458 | | laptop | 0.230 | mouse | 0.102 | basket | 0.000 | | keyboard | 0.249 | telephone | 0.074 | microwave | 0.471 | | oven | 0.025 | paper_towel_dispenser | 0.446 | sink | 0.464 | | fridge | 0.316 | book | 0.024 | clock | 0.121 | | vase | 0.076 | fire_extinguisher | 0.035 | blinds | 0.056 | | podium | 0.268 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:27:53,293 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.096 | table | 0.262 | desk | 0.084 | | sofa_chair | 0.566 | pillow | 0.034 | box | 0.009 | | garbage_bin | 0.350 | cabinet | 0.040 | drawer | 0.059 | | shelf | 0.092 | kitchen_counter | 0.150 | kitchen_cabinet | 0.225 | | cpu | 0.006 | bench | 0.143 | file_cabinet | 0.113 | | whiteboard | 0.147 | lamp | 0.141 | endtable | 0.120 | | bookshelf | 0.217 | coffee_table | 0.151 | dresser | 0.191 | | paper | 0.007 | printer | 0.167 | monitor | 0.151 | | back_pack | 0.034 | night_stand | 0.310 | door | 0.116 | | picture | 0.047 | ottoman | 0.222 | stool | 0.242 | | outlet | 0.000 | towel | 0.083 | tray | 0.001 | | bag | 0.023 | stove | 0.079 | bathtub | 0.483 | | scanner | 0.200 | cubby | 0.022 | mirror | 0.014 | | bottle | 0.004 | rack | 0.019 | cup | 0.046 | | thermos | 0.000 | island | 0.112 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.069 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.298 | | sofa | 0.469 | plant | 0.024 | bed | 0.688 | | dining_table | 0.003 | toilet | 0.544 | tv | 0.283 | | laptop | 0.087 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.022 | telephone | 0.010 | microwave | 0.231 | | oven | 0.010 | paper_towel_dispenser | 0.287 | sink | 0.078 | | fridge | 0.139 | book | 0.006 | clock | 0.103 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.010 | | podium | 0.248 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:27:53,293 - mmdet - INFO - Evaluating segm... 2022-05-13 04:28:10,604 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 04:28:10,608 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:28:10,611 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:28:10,614 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 04:28:10,926 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 04:28:10,926 - mmdet - INFO - Epoch(val) [88][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1220, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.222 0.122 0.006 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 04:28:37,260 - mmdet - INFO - Epoch [89][50/3992] lr: 1.000e-06, eta: 2 days, 13:35:31, time: 0.527, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0263, loss_cls: 0.1545, acc: 94.0723, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4535 2022-05-13 04:29:01,246 - mmdet - INFO - Epoch [89][100/3992] lr: 1.000e-06, eta: 2 days, 13:35:05, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0301, loss_cls: 0.1580, acc: 94.2695, loss_bbox: 0.2610, loss_mask: 0.0000, loss: 0.4681 2022-05-13 04:29:26,190 - mmdet - INFO - Epoch [89][150/3992] lr: 1.000e-06, eta: 2 days, 13:34:41, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0244, loss_cls: 0.1308, acc: 95.1621, loss_bbox: 0.2190, loss_mask: 0.0000, loss: 0.3873 2022-05-13 04:29:50,903 - mmdet - INFO - Epoch [89][200/3992] lr: 1.000e-06, eta: 2 days, 13:34:16, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0267, loss_cls: 0.1529, acc: 94.3652, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4462 2022-05-13 04:30:15,989 - mmdet - INFO - Epoch [89][250/3992] lr: 1.000e-06, eta: 2 days, 13:33:51, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0300, loss_cls: 0.1527, acc: 94.3145, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4647 2022-05-13 04:30:41,071 - mmdet - INFO - Epoch [89][300/3992] lr: 1.000e-06, eta: 2 days, 13:33:27, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0252, loss_cls: 0.1524, acc: 94.4062, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4372 2022-05-13 04:31:06,045 - mmdet - INFO - Epoch [89][350/3992] lr: 1.000e-06, eta: 2 days, 13:33:02, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0294, loss_cls: 0.1490, acc: 94.5039, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4324 2022-05-13 04:31:30,699 - mmdet - INFO - Epoch [89][400/3992] lr: 1.000e-06, eta: 2 days, 13:32:37, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0263, loss_cls: 0.1413, acc: 94.9102, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4151 2022-05-13 04:31:56,565 - mmdet - INFO - Epoch [89][450/3992] lr: 1.000e-06, eta: 2 days, 13:32:14, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0278, loss_cls: 0.1438, acc: 94.7871, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4338 2022-05-13 04:32:22,980 - mmdet - INFO - Epoch [89][500/3992] lr: 1.000e-06, eta: 2 days, 13:31:51, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0238, loss_cls: 0.1280, acc: 95.2305, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.3932 2022-05-13 04:32:48,219 - mmdet - INFO - Epoch [89][550/3992] lr: 1.000e-06, eta: 2 days, 13:31:27, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0271, loss_cls: 0.1397, acc: 94.7695, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4236 2022-05-13 04:33:13,622 - mmdet - INFO - Epoch [89][600/3992] lr: 1.000e-06, eta: 2 days, 13:31:03, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0231, loss_cls: 0.1428, acc: 94.8828, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4089 2022-05-13 04:33:38,983 - mmdet - INFO - Epoch [89][650/3992] lr: 1.000e-06, eta: 2 days, 13:30:39, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0244, loss_cls: 0.1387, acc: 94.9707, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4082 2022-05-13 04:34:04,085 - mmdet - INFO - Epoch [89][700/3992] lr: 1.000e-06, eta: 2 days, 13:30:14, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0279, loss_cls: 0.1529, acc: 94.4512, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4561 2022-05-13 04:34:28,592 - mmdet - INFO - Epoch [89][750/3992] lr: 1.000e-06, eta: 2 days, 13:29:49, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0258, loss_cls: 0.1413, acc: 94.7520, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4169 2022-05-13 04:34:53,393 - mmdet - INFO - Epoch [89][800/3992] lr: 1.000e-06, eta: 2 days, 13:29:24, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0312, loss_cls: 0.1514, acc: 94.2500, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4488 2022-05-13 04:35:18,362 - mmdet - INFO - Epoch [89][850/3992] lr: 1.000e-06, eta: 2 days, 13:29:00, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0241, loss_cls: 0.1416, acc: 94.8027, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4201 2022-05-13 04:35:44,113 - mmdet - INFO - Epoch [89][900/3992] lr: 1.000e-06, eta: 2 days, 13:28:36, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1447, acc: 94.8477, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4159 2022-05-13 04:36:11,059 - mmdet - INFO - Epoch [89][950/3992] lr: 1.000e-06, eta: 2 days, 13:28:14, time: 0.539, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0226, loss_cls: 0.1331, acc: 94.9141, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3920 2022-05-13 04:36:36,550 - mmdet - INFO - Epoch [89][1000/3992] lr: 1.000e-06, eta: 2 days, 13:27:50, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0275, loss_cls: 0.1480, acc: 94.4082, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4396 2022-05-13 04:37:01,160 - mmdet - INFO - Epoch [89][1050/3992] lr: 1.000e-06, eta: 2 days, 13:27:25, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0275, loss_cls: 0.1454, acc: 94.5020, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4259 2022-05-13 04:37:26,906 - mmdet - INFO - Epoch [89][1100/3992] lr: 1.000e-06, eta: 2 days, 13:27:02, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0265, loss_cls: 0.1353, acc: 95.0039, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4072 2022-05-13 04:37:52,108 - mmdet - INFO - Epoch [89][1150/3992] lr: 1.000e-06, eta: 2 days, 13:26:37, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0254, loss_cls: 0.1507, acc: 94.6094, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4387 2022-05-13 04:38:18,061 - mmdet - INFO - Epoch [89][1200/3992] lr: 1.000e-06, eta: 2 days, 13:26:14, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0259, loss_cls: 0.1535, acc: 94.4492, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4365 2022-05-13 04:38:42,665 - mmdet - INFO - Epoch [89][1250/3992] lr: 1.000e-06, eta: 2 days, 13:25:49, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0250, loss_cls: 0.1371, acc: 94.9746, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4070 2022-05-13 04:39:07,361 - mmdet - INFO - Epoch [89][1300/3992] lr: 1.000e-06, eta: 2 days, 13:25:24, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0255, loss_cls: 0.1421, acc: 94.6641, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4167 2022-05-13 04:39:31,796 - mmdet - INFO - Epoch [89][1350/3992] lr: 1.000e-06, eta: 2 days, 13:24:59, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0252, loss_cls: 0.1458, acc: 94.4004, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4283 2022-05-13 04:39:56,279 - mmdet - INFO - Epoch [89][1400/3992] lr: 1.000e-06, eta: 2 days, 13:24:34, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0204, loss_cls: 0.1237, acc: 95.5430, loss_bbox: 0.2147, loss_mask: 0.0000, loss: 0.3731 2022-05-13 04:40:20,756 - mmdet - INFO - Epoch [89][1450/3992] lr: 1.000e-06, eta: 2 days, 13:24:08, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0228, loss_cls: 0.1355, acc: 94.9141, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4017 2022-05-13 04:40:45,427 - mmdet - INFO - Epoch [89][1500/3992] lr: 1.000e-06, eta: 2 days, 13:23:43, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0298, loss_cls: 0.1480, acc: 94.7324, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4413 2022-05-13 04:41:10,907 - mmdet - INFO - Epoch [89][1550/3992] lr: 1.000e-06, eta: 2 days, 13:23:19, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0250, loss_cls: 0.1432, acc: 94.5469, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4163 2022-05-13 04:41:36,171 - mmdet - INFO - Epoch [89][1600/3992] lr: 1.000e-06, eta: 2 days, 13:22:55, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0239, loss_cls: 0.1366, acc: 94.8867, loss_bbox: 0.2308, loss_mask: 0.0000, loss: 0.4013 2022-05-13 04:42:01,463 - mmdet - INFO - Epoch [89][1650/3992] lr: 1.000e-06, eta: 2 days, 13:22:31, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0243, loss_cls: 0.1329, acc: 95.0176, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4046 2022-05-13 04:42:26,911 - mmdet - INFO - Epoch [89][1700/3992] lr: 1.000e-06, eta: 2 days, 13:22:07, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0247, loss_cls: 0.1479, acc: 94.5977, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4314 2022-05-13 04:42:51,706 - mmdet - INFO - Epoch [89][1750/3992] lr: 1.000e-06, eta: 2 days, 13:21:42, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0224, loss_cls: 0.1362, acc: 95.0664, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.3952 2022-05-13 04:43:16,870 - mmdet - INFO - Epoch [89][1800/3992] lr: 1.000e-06, eta: 2 days, 13:21:18, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0268, loss_cls: 0.1340, acc: 95.0371, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.4010 2022-05-13 04:43:41,926 - mmdet - INFO - Epoch [89][1850/3992] lr: 1.000e-06, eta: 2 days, 13:20:53, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0250, loss_cls: 0.1491, acc: 94.5957, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4315 2022-05-13 04:44:06,739 - mmdet - INFO - Epoch [89][1900/3992] lr: 1.000e-06, eta: 2 days, 13:20:29, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0215, loss_cls: 0.1232, acc: 95.2012, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.3756 2022-05-13 04:44:31,676 - mmdet - INFO - Epoch [89][1950/3992] lr: 1.000e-06, eta: 2 days, 13:20:04, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0247, loss_cls: 0.1408, acc: 94.5723, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4236 2022-05-13 04:44:57,082 - mmdet - INFO - Epoch [89][2000/3992] lr: 1.000e-06, eta: 2 days, 13:19:40, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0295, loss_cls: 0.1640, acc: 93.9609, loss_bbox: 0.2677, loss_mask: 0.0000, loss: 0.4761 2022-05-13 04:45:21,600 - mmdet - INFO - Epoch [89][2050/3992] lr: 1.000e-06, eta: 2 days, 13:19:15, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0233, loss_cls: 0.1473, acc: 94.7988, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4142 2022-05-13 04:45:47,493 - mmdet - INFO - Epoch [89][2100/3992] lr: 1.000e-06, eta: 2 days, 13:18:51, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0303, loss_cls: 0.1550, acc: 94.0547, loss_bbox: 0.2680, loss_mask: 0.0000, loss: 0.4703 2022-05-13 04:46:12,212 - mmdet - INFO - Epoch [89][2150/3992] lr: 1.000e-06, eta: 2 days, 13:18:26, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0225, loss_cls: 0.1215, acc: 95.2891, loss_bbox: 0.2182, loss_mask: 0.0000, loss: 0.3735 2022-05-13 04:46:37,537 - mmdet - INFO - Epoch [89][2200/3992] lr: 1.000e-06, eta: 2 days, 13:18:02, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0281, loss_cls: 0.1556, acc: 94.1680, loss_bbox: 0.2670, loss_mask: 0.0000, loss: 0.4636 2022-05-13 04:47:02,375 - mmdet - INFO - Epoch [89][2250/3992] lr: 1.000e-06, eta: 2 days, 13:17:38, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0290, loss_cls: 0.1614, acc: 94.0098, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4647 2022-05-13 04:47:27,333 - mmdet - INFO - Epoch [89][2300/3992] lr: 1.000e-06, eta: 2 days, 13:17:13, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1383, acc: 94.8633, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4179 2022-05-13 04:47:53,074 - mmdet - INFO - Epoch [89][2350/3992] lr: 1.000e-06, eta: 2 days, 13:16:49, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0238, loss_cls: 0.1331, acc: 95.0195, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4057 2022-05-13 04:48:18,593 - mmdet - INFO - Epoch [89][2400/3992] lr: 1.000e-06, eta: 2 days, 13:16:25, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0267, loss_cls: 0.1359, acc: 94.9297, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.4035 2022-05-13 04:48:42,922 - mmdet - INFO - Epoch [89][2450/3992] lr: 1.000e-06, eta: 2 days, 13:16:00, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0240, loss_cls: 0.1437, acc: 94.8828, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.4100 2022-05-13 04:49:08,067 - mmdet - INFO - Epoch [89][2500/3992] lr: 1.000e-06, eta: 2 days, 13:15:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0276, loss_cls: 0.1475, acc: 94.5508, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4394 2022-05-13 04:49:33,095 - mmdet - INFO - Epoch [89][2550/3992] lr: 1.000e-06, eta: 2 days, 13:15:11, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0293, loss_cls: 0.1673, acc: 93.8672, loss_bbox: 0.2790, loss_mask: 0.0000, loss: 0.4921 2022-05-13 04:49:58,256 - mmdet - INFO - Epoch [89][2600/3992] lr: 1.000e-06, eta: 2 days, 13:14:47, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0291, loss_cls: 0.1681, acc: 93.8379, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4815 2022-05-13 04:50:23,899 - mmdet - INFO - Epoch [89][2650/3992] lr: 1.000e-06, eta: 2 days, 13:14:23, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0245, loss_cls: 0.1503, acc: 94.5156, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4321 2022-05-13 04:50:49,147 - mmdet - INFO - Epoch [89][2700/3992] lr: 1.000e-06, eta: 2 days, 13:13:59, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0265, loss_cls: 0.1506, acc: 94.6035, loss_bbox: 0.2430, loss_mask: 0.0000, loss: 0.4362 2022-05-13 04:51:14,604 - mmdet - INFO - Epoch [89][2750/3992] lr: 1.000e-06, eta: 2 days, 13:13:35, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0242, loss_cls: 0.1398, acc: 94.7148, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4158 2022-05-13 04:51:40,271 - mmdet - INFO - Epoch [89][2800/3992] lr: 1.000e-06, eta: 2 days, 13:13:11, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0212, loss_cls: 0.1328, acc: 94.9902, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.3915 2022-05-13 04:52:05,431 - mmdet - INFO - Epoch [89][2850/3992] lr: 1.000e-06, eta: 2 days, 13:12:47, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0236, loss_cls: 0.1488, acc: 94.4707, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4457 2022-05-13 04:52:30,137 - mmdet - INFO - Epoch [89][2900/3992] lr: 1.000e-06, eta: 2 days, 13:12:22, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0236, loss_cls: 0.1328, acc: 94.9102, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3945 2022-05-13 04:52:55,532 - mmdet - INFO - Epoch [89][2950/3992] lr: 1.000e-06, eta: 2 days, 13:11:58, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0251, loss_cls: 0.1332, acc: 95.0352, loss_bbox: 0.2249, loss_mask: 0.0000, loss: 0.3964 2022-05-13 04:53:21,358 - mmdet - INFO - Epoch [89][3000/3992] lr: 1.000e-06, eta: 2 days, 13:11:34, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0243, loss_cls: 0.1531, acc: 94.5410, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4521 2022-05-13 04:53:46,476 - mmdet - INFO - Epoch [89][3050/3992] lr: 1.000e-06, eta: 2 days, 13:11:10, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0244, loss_cls: 0.1422, acc: 94.8770, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4143 2022-05-13 04:54:11,555 - mmdet - INFO - Epoch [89][3100/3992] lr: 1.000e-06, eta: 2 days, 13:10:45, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0250, loss_cls: 0.1445, acc: 94.8398, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4327 2022-05-13 04:54:36,976 - mmdet - INFO - Epoch [89][3150/3992] lr: 1.000e-06, eta: 2 days, 13:10:21, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0276, loss_cls: 0.1550, acc: 94.3203, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4461 2022-05-13 04:55:02,885 - mmdet - INFO - Epoch [89][3200/3992] lr: 1.000e-06, eta: 2 days, 13:09:58, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0272, loss_cls: 0.1427, acc: 94.4082, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4276 2022-05-13 04:55:28,127 - mmdet - INFO - Epoch [89][3250/3992] lr: 1.000e-06, eta: 2 days, 13:09:34, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0233, loss_cls: 0.1315, acc: 95.1309, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3898 2022-05-13 04:55:52,372 - mmdet - INFO - Epoch [89][3300/3992] lr: 1.000e-06, eta: 2 days, 13:09:08, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0263, loss_cls: 0.1403, acc: 94.7832, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4264 2022-05-13 04:56:16,538 - mmdet - INFO - Epoch [89][3350/3992] lr: 1.000e-06, eta: 2 days, 13:08:43, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0235, loss_cls: 0.1295, acc: 95.3086, loss_bbox: 0.2195, loss_mask: 0.0000, loss: 0.3847 2022-05-13 04:56:41,344 - mmdet - INFO - Epoch [89][3400/3992] lr: 1.000e-06, eta: 2 days, 13:08:18, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0247, loss_cls: 0.1326, acc: 95.1699, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.3979 2022-05-13 04:57:05,253 - mmdet - INFO - Epoch [89][3450/3992] lr: 1.000e-06, eta: 2 days, 13:07:52, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0264, loss_cls: 0.1336, acc: 94.9805, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4006 2022-05-13 04:57:30,428 - mmdet - INFO - Epoch [89][3500/3992] lr: 1.000e-06, eta: 2 days, 13:07:28, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0253, loss_cls: 0.1429, acc: 94.8672, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4125 2022-05-13 04:57:54,614 - mmdet - INFO - Epoch [89][3550/3992] lr: 1.000e-06, eta: 2 days, 13:07:02, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0247, loss_cls: 0.1465, acc: 94.5957, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4160 2022-05-13 04:58:20,387 - mmdet - INFO - Epoch [89][3600/3992] lr: 1.000e-06, eta: 2 days, 13:06:38, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0267, loss_cls: 0.1470, acc: 94.3887, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4330 2022-05-13 04:58:45,214 - mmdet - INFO - Epoch [89][3650/3992] lr: 1.000e-06, eta: 2 days, 13:06:14, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0260, loss_cls: 0.1390, acc: 94.9629, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4153 2022-05-13 04:59:10,474 - mmdet - INFO - Epoch [89][3700/3992] lr: 1.000e-06, eta: 2 days, 13:05:49, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0238, loss_cls: 0.1419, acc: 94.8574, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4148 2022-05-13 04:59:34,690 - mmdet - INFO - Epoch [89][3750/3992] lr: 1.000e-06, eta: 2 days, 13:05:24, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0282, loss_cls: 0.1510, acc: 94.3828, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4380 2022-05-13 05:00:00,036 - mmdet - INFO - Epoch [89][3800/3992] lr: 1.000e-06, eta: 2 days, 13:05:00, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0281, loss_cls: 0.1549, acc: 94.2461, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4551 2022-05-13 05:00:24,600 - mmdet - INFO - Epoch [89][3850/3992] lr: 1.000e-06, eta: 2 days, 13:04:35, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0223, loss_cls: 0.1439, acc: 94.5938, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4093 2022-05-13 05:00:49,222 - mmdet - INFO - Epoch [89][3900/3992] lr: 1.000e-06, eta: 2 days, 13:04:10, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0285, loss_cls: 0.1434, acc: 94.5117, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4447 2022-05-13 05:01:14,136 - mmdet - INFO - Epoch [89][3950/3992] lr: 1.000e-06, eta: 2 days, 13:03:45, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0261, loss_cls: 0.1445, acc: 94.4258, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4363 2022-05-13 05:01:35,954 - mmdet - INFO - Saving checkpoint at 89 epochs 2022-05-13 05:07:12,134 - mmdet - INFO - Evaluating bbox... 2022-05-13 05:07:27,862 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 05:07:27,866 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.258 | desk | 0.097 | | sofa_chair | 0.481 | pillow | 0.059 | box | 0.021 | | garbage_bin | 0.349 | cabinet | 0.043 | drawer | 0.058 | | shelf | 0.108 | kitchen_counter | 0.170 | kitchen_cabinet | 0.201 | | cpu | 0.027 | bench | 0.162 | file_cabinet | 0.082 | | whiteboard | 0.141 | lamp | 0.174 | endtable | 0.135 | | bookshelf | 0.229 | coffee_table | 0.198 | dresser | 0.177 | | paper | 0.009 | printer | 0.206 | monitor | 0.220 | | back_pack | 0.070 | night_stand | 0.299 | door | 0.081 | | picture | 0.045 | ottoman | 0.189 | stool | 0.228 | | outlet | 0.000 | towel | 0.072 | tray | 0.011 | | bag | 0.019 | stove | 0.101 | bathtub | 0.429 | | scanner | 0.210 | cubby | 0.022 | mirror | 0.025 | | bottle | 0.005 | rack | 0.018 | cup | 0.077 | | thermos | 0.001 | island | 0.100 | counter | 0.036 | | bowl | 0.054 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.192 | | cart | 0.094 | tv_stand | 0.118 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.419 | plant | 0.038 | bed | 0.607 | | dining_table | 0.004 | toilet | 0.532 | tv | 0.269 | | laptop | 0.111 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.086 | telephone | 0.030 | microwave | 0.241 | | oven | 0.020 | paper_towel_dispenser | 0.230 | sink | 0.167 | | fridge | 0.175 | book | 0.009 | clock | 0.095 | | vase | 0.044 | fire_extinguisher | 0.009 | blinds | 0.018 | | podium | 0.198 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:27,869 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.226 | table | 0.461 | desk | 0.200 | | sofa_chair | 0.674 | pillow | 0.150 | box | 0.053 | | garbage_bin | 0.609 | cabinet | 0.087 | drawer | 0.088 | | shelf | 0.225 | kitchen_counter | 0.286 | kitchen_cabinet | 0.327 | | cpu | 0.076 | bench | 0.302 | file_cabinet | 0.111 | | whiteboard | 0.227 | lamp | 0.377 | endtable | 0.251 | | bookshelf | 0.409 | coffee_table | 0.374 | dresser | 0.270 | | paper | 0.026 | printer | 0.354 | monitor | 0.523 | | back_pack | 0.140 | night_stand | 0.524 | door | 0.127 | | picture | 0.080 | ottoman | 0.275 | stool | 0.423 | | outlet | 0.000 | towel | 0.110 | tray | 0.033 | | bag | 0.026 | stove | 0.204 | bathtub | 0.684 | | scanner | 0.312 | cubby | 0.039 | mirror | 0.052 | | bottle | 0.007 | rack | 0.028 | cup | 0.196 | | thermos | 0.002 | island | 0.136 | counter | 0.043 | | bowl | 0.090 | plate | 0.001 | organizer | 0.000 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.291 | | cart | 0.169 | tv_stand | 0.230 | poster | 0.003 | | soap_dispenser | 0.022 | toy | nan | chair | 0.684 | | sofa | 0.616 | plant | 0.096 | bed | 0.877 | | dining_table | 0.007 | toilet | 0.845 | tv | 0.464 | | laptop | 0.235 | mouse | 0.108 | basket | 0.000 | | keyboard | 0.255 | telephone | 0.078 | microwave | 0.473 | | oven | 0.039 | paper_towel_dispenser | 0.378 | sink | 0.475 | | fridge | 0.314 | book | 0.024 | clock | 0.153 | | vase | 0.081 | fire_extinguisher | 0.027 | blinds | 0.049 | | podium | 0.279 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:27,872 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.095 | table | 0.259 | desk | 0.086 | | sofa_chair | 0.567 | pillow | 0.035 | box | 0.009 | | garbage_bin | 0.372 | cabinet | 0.038 | drawer | 0.057 | | shelf | 0.097 | kitchen_counter | 0.160 | kitchen_cabinet | 0.225 | | cpu | 0.006 | bench | 0.141 | file_cabinet | 0.109 | | whiteboard | 0.146 | lamp | 0.146 | endtable | 0.118 | | bookshelf | 0.222 | coffee_table | 0.174 | dresser | 0.208 | | paper | 0.007 | printer | 0.163 | monitor | 0.144 | | back_pack | 0.064 | night_stand | 0.320 | door | 0.109 | | picture | 0.048 | ottoman | 0.235 | stool | 0.247 | | outlet | 0.000 | towel | 0.075 | tray | 0.001 | | bag | 0.024 | stove | 0.097 | bathtub | 0.479 | | scanner | 0.203 | cubby | 0.015 | mirror | 0.015 | | bottle | 0.006 | rack | 0.024 | cup | 0.045 | | thermos | 0.000 | island | 0.112 | counter | 0.041 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.163 | | cart | 0.070 | tv_stand | 0.122 | poster | 0.000 | | soap_dispenser | 0.009 | toy | nan | chair | 0.297 | | sofa | 0.467 | plant | 0.024 | bed | 0.688 | | dining_table | 0.002 | toilet | 0.541 | tv | 0.296 | | laptop | 0.088 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.010 | microwave | 0.230 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.066 | | fridge | 0.228 | book | 0.006 | clock | 0.119 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.248 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:27,873 - mmdet - INFO - Evaluating segm... 2022-05-13 05:07:45,793 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 05:07:45,797 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:45,801 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:45,804 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:07:46,117 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 05:07:46,117 - mmdet - INFO - Epoch(val) [89][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.125 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 05:08:13,104 - mmdet - INFO - Epoch [90][50/3992] lr: 1.000e-06, eta: 2 days, 13:02:36, time: 0.540, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0264, loss_cls: 0.1530, acc: 94.3320, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4374 2022-05-13 05:08:37,731 - mmdet - INFO - Epoch [90][100/3992] lr: 1.000e-06, eta: 2 days, 13:02:11, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0265, loss_cls: 0.1468, acc: 94.6113, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4383 2022-05-13 05:09:04,703 - mmdet - INFO - Epoch [90][150/3992] lr: 1.000e-06, eta: 2 days, 13:01:49, time: 0.539, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0333, loss_cls: 0.1566, acc: 93.9082, loss_bbox: 0.2761, loss_mask: 0.0000, loss: 0.4810 2022-05-13 05:09:30,306 - mmdet - INFO - Epoch [90][200/3992] lr: 1.000e-06, eta: 2 days, 13:01:25, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0227, loss_cls: 0.1256, acc: 95.2441, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.3856 2022-05-13 05:09:55,152 - mmdet - INFO - Epoch [90][250/3992] lr: 1.000e-06, eta: 2 days, 13:01:00, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0227, loss_cls: 0.1335, acc: 95.0195, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.3976 2022-05-13 05:10:20,349 - mmdet - INFO - Epoch [90][300/3992] lr: 1.000e-06, eta: 2 days, 13:00:36, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0250, loss_cls: 0.1333, acc: 94.9512, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4122 2022-05-13 05:10:45,802 - mmdet - INFO - Epoch [90][350/3992] lr: 1.000e-06, eta: 2 days, 13:00:12, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0249, loss_cls: 0.1351, acc: 94.8262, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4016 2022-05-13 05:11:11,042 - mmdet - INFO - Epoch [90][400/3992] lr: 1.000e-06, eta: 2 days, 12:59:48, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0260, loss_cls: 0.1518, acc: 94.4473, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4422 2022-05-13 05:11:36,234 - mmdet - INFO - Epoch [90][450/3992] lr: 1.000e-06, eta: 2 days, 12:59:24, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0233, loss_cls: 0.1351, acc: 95.0938, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.3956 2022-05-13 05:12:01,573 - mmdet - INFO - Epoch [90][500/3992] lr: 1.000e-06, eta: 2 days, 12:58:59, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0304, loss_cls: 0.1501, acc: 94.4395, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4595 2022-05-13 05:12:26,534 - mmdet - INFO - Epoch [90][550/3992] lr: 1.000e-06, eta: 2 days, 12:58:35, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0277, loss_cls: 0.1531, acc: 94.3848, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4553 2022-05-13 05:12:50,532 - mmdet - INFO - Epoch [90][600/3992] lr: 1.000e-06, eta: 2 days, 12:58:09, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0299, loss_cls: 0.1591, acc: 93.9570, loss_bbox: 0.2768, loss_mask: 0.0000, loss: 0.4763 2022-05-13 05:13:15,351 - mmdet - INFO - Epoch [90][650/3992] lr: 1.000e-06, eta: 2 days, 12:57:44, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0269, loss_cls: 0.1581, acc: 94.2090, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4613 2022-05-13 05:13:40,967 - mmdet - INFO - Epoch [90][700/3992] lr: 1.000e-06, eta: 2 days, 12:57:20, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0247, loss_cls: 0.1479, acc: 94.6504, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4194 2022-05-13 05:14:05,870 - mmdet - INFO - Epoch [90][750/3992] lr: 1.000e-06, eta: 2 days, 12:56:56, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0250, loss_cls: 0.1291, acc: 95.0586, loss_bbox: 0.2155, loss_mask: 0.0000, loss: 0.3819 2022-05-13 05:14:30,729 - mmdet - INFO - Epoch [90][800/3992] lr: 1.000e-06, eta: 2 days, 12:56:31, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0294, loss_cls: 0.1495, acc: 94.3164, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4393 2022-05-13 05:14:55,756 - mmdet - INFO - Epoch [90][850/3992] lr: 1.000e-06, eta: 2 days, 12:56:07, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0263, loss_cls: 0.1451, acc: 94.7871, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4123 2022-05-13 05:15:20,901 - mmdet - INFO - Epoch [90][900/3992] lr: 1.000e-06, eta: 2 days, 12:55:42, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0240, loss_cls: 0.1429, acc: 94.7285, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4208 2022-05-13 05:15:45,135 - mmdet - INFO - Epoch [90][950/3992] lr: 1.000e-06, eta: 2 days, 12:55:17, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0277, loss_cls: 0.1387, acc: 94.8906, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4278 2022-05-13 05:16:09,238 - mmdet - INFO - Epoch [90][1000/3992] lr: 1.000e-06, eta: 2 days, 12:54:51, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0257, loss_cls: 0.1479, acc: 94.4902, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4366 2022-05-13 05:16:34,481 - mmdet - INFO - Epoch [90][1050/3992] lr: 1.000e-06, eta: 2 days, 12:54:27, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0261, loss_cls: 0.1437, acc: 94.7676, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4288 2022-05-13 05:17:00,110 - mmdet - INFO - Epoch [90][1100/3992] lr: 1.000e-06, eta: 2 days, 12:54:03, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0326, loss_cls: 0.1550, acc: 94.1543, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4687 2022-05-13 05:17:26,131 - mmdet - INFO - Epoch [90][1150/3992] lr: 1.000e-06, eta: 2 days, 12:53:40, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0255, loss_cls: 0.1417, acc: 94.5430, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4223 2022-05-13 05:17:52,321 - mmdet - INFO - Epoch [90][1200/3992] lr: 1.000e-06, eta: 2 days, 12:53:17, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0240, loss_cls: 0.1503, acc: 94.4473, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4255 2022-05-13 05:18:16,913 - mmdet - INFO - Epoch [90][1250/3992] lr: 1.000e-06, eta: 2 days, 12:52:52, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0299, loss_cls: 0.1466, acc: 94.3535, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4460 2022-05-13 05:18:42,506 - mmdet - INFO - Epoch [90][1300/3992] lr: 1.000e-06, eta: 2 days, 12:52:28, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0254, loss_cls: 0.1296, acc: 95.0957, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.3934 2022-05-13 05:19:06,630 - mmdet - INFO - Epoch [90][1350/3992] lr: 1.000e-06, eta: 2 days, 12:52:02, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0252, loss_cls: 0.1447, acc: 94.8047, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4180 2022-05-13 05:19:31,748 - mmdet - INFO - Epoch [90][1400/3992] lr: 1.000e-06, eta: 2 days, 12:51:38, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0276, loss_cls: 0.1445, acc: 94.6016, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4434 2022-05-13 05:19:55,914 - mmdet - INFO - Epoch [90][1450/3992] lr: 1.000e-06, eta: 2 days, 12:51:12, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0252, loss_cls: 0.1449, acc: 94.5918, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4223 2022-05-13 05:20:21,171 - mmdet - INFO - Epoch [90][1500/3992] lr: 1.000e-06, eta: 2 days, 12:50:48, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0273, loss_cls: 0.1551, acc: 94.1348, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4503 2022-05-13 05:20:45,664 - mmdet - INFO - Epoch [90][1550/3992] lr: 1.000e-06, eta: 2 days, 12:50:23, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0294, loss_cls: 0.1678, acc: 93.7305, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.4858 2022-05-13 05:21:10,867 - mmdet - INFO - Epoch [90][1600/3992] lr: 1.000e-06, eta: 2 days, 12:49:58, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0236, loss_cls: 0.1312, acc: 95.0371, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4044 2022-05-13 05:21:35,184 - mmdet - INFO - Epoch [90][1650/3992] lr: 1.000e-06, eta: 2 days, 12:49:33, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0246, loss_cls: 0.1296, acc: 95.1680, loss_bbox: 0.2285, loss_mask: 0.0000, loss: 0.3950 2022-05-13 05:22:00,875 - mmdet - INFO - Epoch [90][1700/3992] lr: 1.000e-06, eta: 2 days, 12:49:09, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0266, loss_cls: 0.1577, acc: 94.4219, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4624 2022-05-13 05:22:25,935 - mmdet - INFO - Epoch [90][1750/3992] lr: 1.000e-06, eta: 2 days, 12:48:45, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0242, loss_cls: 0.1347, acc: 94.9629, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4102 2022-05-13 05:22:50,800 - mmdet - INFO - Epoch [90][1800/3992] lr: 1.000e-06, eta: 2 days, 12:48:20, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0283, loss_cls: 0.1527, acc: 94.2012, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4478 2022-05-13 05:23:15,668 - mmdet - INFO - Epoch [90][1850/3992] lr: 1.000e-06, eta: 2 days, 12:47:55, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0206, loss_cls: 0.1271, acc: 95.3398, loss_bbox: 0.2218, loss_mask: 0.0000, loss: 0.3792 2022-05-13 05:23:41,191 - mmdet - INFO - Epoch [90][1900/3992] lr: 1.000e-06, eta: 2 days, 12:47:31, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0288, loss_cls: 0.1538, acc: 94.1289, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4565 2022-05-13 05:24:05,537 - mmdet - INFO - Epoch [90][1950/3992] lr: 1.000e-06, eta: 2 days, 12:47:06, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0231, loss_cls: 0.1567, acc: 94.4316, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4420 2022-05-13 05:24:30,544 - mmdet - INFO - Epoch [90][2000/3992] lr: 1.000e-06, eta: 2 days, 12:46:42, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0272, loss_cls: 0.1434, acc: 94.5801, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4330 2022-05-13 05:24:55,607 - mmdet - INFO - Epoch [90][2050/3992] lr: 1.000e-06, eta: 2 days, 12:46:17, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0284, loss_cls: 0.1425, acc: 94.5820, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4311 2022-05-13 05:25:20,782 - mmdet - INFO - Epoch [90][2100/3992] lr: 1.000e-06, eta: 2 days, 12:45:53, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0243, loss_cls: 0.1428, acc: 94.8340, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4103 2022-05-13 05:25:46,093 - mmdet - INFO - Epoch [90][2150/3992] lr: 1.000e-06, eta: 2 days, 12:45:29, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0253, loss_cls: 0.1409, acc: 94.7539, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4109 2022-05-13 05:26:11,369 - mmdet - INFO - Epoch [90][2200/3992] lr: 1.000e-06, eta: 2 days, 12:45:04, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0303, loss_cls: 0.1588, acc: 94.1289, loss_bbox: 0.2611, loss_mask: 0.0000, loss: 0.4637 2022-05-13 05:26:36,725 - mmdet - INFO - Epoch [90][2250/3992] lr: 1.000e-06, eta: 2 days, 12:44:40, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0259, loss_cls: 0.1421, acc: 94.5332, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4389 2022-05-13 05:27:01,250 - mmdet - INFO - Epoch [90][2300/3992] lr: 1.000e-06, eta: 2 days, 12:44:15, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0208, loss_cls: 0.1237, acc: 95.1270, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.3767 2022-05-13 05:27:27,562 - mmdet - INFO - Epoch [90][2350/3992] lr: 1.000e-06, eta: 2 days, 12:43:52, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0259, loss_cls: 0.1470, acc: 94.4785, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4274 2022-05-13 05:27:52,086 - mmdet - INFO - Epoch [90][2400/3992] lr: 1.000e-06, eta: 2 days, 12:43:27, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0264, loss_cls: 0.1406, acc: 94.6973, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4243 2022-05-13 05:28:16,853 - mmdet - INFO - Epoch [90][2450/3992] lr: 1.000e-06, eta: 2 days, 12:43:02, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0287, loss_cls: 0.1611, acc: 94.1367, loss_bbox: 0.2723, loss_mask: 0.0000, loss: 0.4783 2022-05-13 05:28:41,927 - mmdet - INFO - Epoch [90][2500/3992] lr: 1.000e-06, eta: 2 days, 12:42:38, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0282, loss_cls: 0.1495, acc: 94.3613, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4512 2022-05-13 05:29:07,078 - mmdet - INFO - Epoch [90][2550/3992] lr: 1.000e-06, eta: 2 days, 12:42:13, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0232, loss_cls: 0.1372, acc: 94.9141, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4039 2022-05-13 05:29:31,394 - mmdet - INFO - Epoch [90][2600/3992] lr: 1.000e-06, eta: 2 days, 12:41:48, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0238, loss_cls: 0.1315, acc: 95.2031, loss_bbox: 0.2141, loss_mask: 0.0000, loss: 0.3821 2022-05-13 05:29:56,012 - mmdet - INFO - Epoch [90][2650/3992] lr: 1.000e-06, eta: 2 days, 12:41:23, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0231, loss_cls: 0.1254, acc: 95.2617, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3819 2022-05-13 05:30:21,575 - mmdet - INFO - Epoch [90][2700/3992] lr: 1.000e-06, eta: 2 days, 12:40:59, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0284, loss_cls: 0.1633, acc: 94.1484, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4601 2022-05-13 05:30:46,703 - mmdet - INFO - Epoch [90][2750/3992] lr: 1.000e-06, eta: 2 days, 12:40:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0238, loss_cls: 0.1507, acc: 94.3770, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4344 2022-05-13 05:31:12,566 - mmdet - INFO - Epoch [90][2800/3992] lr: 1.000e-06, eta: 2 days, 12:40:11, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0215, loss_cls: 0.1377, acc: 94.7871, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4081 2022-05-13 05:31:37,946 - mmdet - INFO - Epoch [90][2850/3992] lr: 1.000e-06, eta: 2 days, 12:39:47, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0225, loss_cls: 0.1296, acc: 95.2246, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.3905 2022-05-13 05:32:03,144 - mmdet - INFO - Epoch [90][2900/3992] lr: 1.000e-06, eta: 2 days, 12:39:23, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0220, loss_cls: 0.1220, acc: 95.5371, loss_bbox: 0.2096, loss_mask: 0.0000, loss: 0.3657 2022-05-13 05:32:28,510 - mmdet - INFO - Epoch [90][2950/3992] lr: 1.000e-06, eta: 2 days, 12:38:59, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0272, loss_cls: 0.1545, acc: 94.3281, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4465 2022-05-13 05:32:54,723 - mmdet - INFO - Epoch [90][3000/3992] lr: 1.000e-06, eta: 2 days, 12:38:36, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0279, loss_cls: 0.1459, acc: 94.7656, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4278 2022-05-13 05:33:19,863 - mmdet - INFO - Epoch [90][3050/3992] lr: 1.000e-06, eta: 2 days, 12:38:11, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0212, loss_cls: 0.1384, acc: 94.8418, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3983 2022-05-13 05:33:45,186 - mmdet - INFO - Epoch [90][3100/3992] lr: 1.000e-06, eta: 2 days, 12:37:47, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0264, loss_cls: 0.1492, acc: 94.4570, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4378 2022-05-13 05:34:10,300 - mmdet - INFO - Epoch [90][3150/3992] lr: 1.000e-06, eta: 2 days, 12:37:23, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0282, loss_cls: 0.1541, acc: 94.1250, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4616 2022-05-13 05:34:35,718 - mmdet - INFO - Epoch [90][3200/3992] lr: 1.000e-06, eta: 2 days, 12:36:58, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0261, loss_cls: 0.1524, acc: 94.1152, loss_bbox: 0.2725, loss_mask: 0.0000, loss: 0.4664 2022-05-13 05:35:00,310 - mmdet - INFO - Epoch [90][3250/3992] lr: 1.000e-06, eta: 2 days, 12:36:33, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0253, loss_cls: 0.1425, acc: 94.5508, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4233 2022-05-13 05:35:24,851 - mmdet - INFO - Epoch [90][3300/3992] lr: 1.000e-06, eta: 2 days, 12:36:08, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0246, loss_cls: 0.1354, acc: 95.3438, loss_bbox: 0.2140, loss_mask: 0.0000, loss: 0.3902 2022-05-13 05:35:49,698 - mmdet - INFO - Epoch [90][3350/3992] lr: 1.000e-06, eta: 2 days, 12:35:44, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0239, loss_cls: 0.1316, acc: 95.1621, loss_bbox: 0.2200, loss_mask: 0.0000, loss: 0.3874 2022-05-13 05:36:14,063 - mmdet - INFO - Epoch [90][3400/3992] lr: 1.000e-06, eta: 2 days, 12:35:18, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0224, loss_cls: 0.1479, acc: 94.8477, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4152 2022-05-13 05:36:39,692 - mmdet - INFO - Epoch [90][3450/3992] lr: 1.000e-06, eta: 2 days, 12:34:54, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0225, loss_cls: 0.1409, acc: 94.8203, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4133 2022-05-13 05:37:04,294 - mmdet - INFO - Epoch [90][3500/3992] lr: 1.000e-06, eta: 2 days, 12:34:29, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0245, loss_cls: 0.1321, acc: 94.8945, loss_bbox: 0.2208, loss_mask: 0.0000, loss: 0.3883 2022-05-13 05:37:30,208 - mmdet - INFO - Epoch [90][3550/3992] lr: 1.000e-06, eta: 2 days, 12:34:06, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0307, loss_cls: 0.1640, acc: 94.0488, loss_bbox: 0.2648, loss_mask: 0.0000, loss: 0.4750 2022-05-13 05:37:55,232 - mmdet - INFO - Epoch [90][3600/3992] lr: 1.000e-06, eta: 2 days, 12:33:41, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0200, loss_cls: 0.1215, acc: 95.3496, loss_bbox: 0.2160, loss_mask: 0.0000, loss: 0.3660 2022-05-13 05:38:21,021 - mmdet - INFO - Epoch [90][3650/3992] lr: 1.000e-06, eta: 2 days, 12:33:18, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0259, loss_cls: 0.1454, acc: 94.5234, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4316 2022-05-13 05:38:46,394 - mmdet - INFO - Epoch [90][3700/3992] lr: 1.000e-06, eta: 2 days, 12:32:54, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0307, loss_cls: 0.1575, acc: 94.3633, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4671 2022-05-13 05:39:11,660 - mmdet - INFO - Epoch [90][3750/3992] lr: 1.000e-06, eta: 2 days, 12:32:29, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0273, loss_cls: 0.1457, acc: 94.4512, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4398 2022-05-13 05:39:36,493 - mmdet - INFO - Epoch [90][3800/3992] lr: 1.000e-06, eta: 2 days, 12:32:05, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0289, loss_cls: 0.1536, acc: 94.2871, loss_bbox: 0.2570, loss_mask: 0.0000, loss: 0.4550 2022-05-13 05:40:02,098 - mmdet - INFO - Epoch [90][3850/3992] lr: 1.000e-06, eta: 2 days, 12:31:41, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0261, loss_cls: 0.1514, acc: 94.5488, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4324 2022-05-13 05:40:27,483 - mmdet - INFO - Epoch [90][3900/3992] lr: 1.000e-06, eta: 2 days, 12:31:17, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0223, loss_cls: 0.1401, acc: 94.8633, loss_bbox: 0.2230, loss_mask: 0.0000, loss: 0.4004 2022-05-13 05:40:51,634 - mmdet - INFO - Epoch [90][3950/3992] lr: 1.000e-06, eta: 2 days, 12:30:51, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1370, acc: 94.7773, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4185 2022-05-13 05:41:12,676 - mmdet - INFO - Saving checkpoint at 90 epochs 2022-05-13 05:46:50,022 - mmdet - INFO - Evaluating bbox... 2022-05-13 05:47:05,504 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.126 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.046 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.015 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 05:47:05,508 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.123 | table | 0.260 | desk | 0.096 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.018 | | garbage_bin | 0.353 | cabinet | 0.044 | drawer | 0.055 | | shelf | 0.104 | kitchen_counter | 0.170 | kitchen_cabinet | 0.198 | | cpu | 0.027 | bench | 0.167 | file_cabinet | 0.081 | | whiteboard | 0.145 | lamp | 0.177 | endtable | 0.137 | | bookshelf | 0.219 | coffee_table | 0.196 | dresser | 0.178 | | paper | 0.009 | printer | 0.209 | monitor | 0.221 | | back_pack | 0.064 | night_stand | 0.300 | door | 0.081 | | picture | 0.046 | ottoman | 0.187 | stool | 0.232 | | outlet | 0.000 | towel | 0.073 | tray | 0.013 | | bag | 0.026 | stove | 0.108 | bathtub | 0.428 | | scanner | 0.209 | cubby | 0.023 | mirror | 0.024 | | bottle | 0.003 | rack | 0.018 | cup | 0.075 | | thermos | 0.016 | island | 0.109 | counter | 0.034 | | bowl | 0.052 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.197 | | cart | 0.090 | tv_stand | 0.121 | poster | 0.001 | | soap_dispenser | 0.009 | toy | nan | chair | 0.338 | | sofa | 0.421 | plant | 0.037 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.537 | tv | 0.264 | | laptop | 0.108 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.085 | telephone | 0.028 | microwave | 0.248 | | oven | 0.015 | paper_towel_dispenser | 0.230 | sink | 0.166 | | fridge | 0.180 | book | 0.009 | clock | 0.096 | | vase | 0.043 | fire_extinguisher | 0.009 | blinds | 0.018 | | podium | 0.188 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:05,512 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.232 | table | 0.457 | desk | 0.204 | | sofa_chair | 0.675 | pillow | 0.148 | box | 0.047 | | garbage_bin | 0.613 | cabinet | 0.088 | drawer | 0.085 | | shelf | 0.216 | kitchen_counter | 0.288 | kitchen_cabinet | 0.314 | | cpu | 0.077 | bench | 0.303 | file_cabinet | 0.114 | | whiteboard | 0.227 | lamp | 0.389 | endtable | 0.250 | | bookshelf | 0.394 | coffee_table | 0.374 | dresser | 0.270 | | paper | 0.032 | printer | 0.361 | monitor | 0.531 | | back_pack | 0.133 | night_stand | 0.523 | door | 0.125 | | picture | 0.080 | ottoman | 0.274 | stool | 0.430 | | outlet | 0.000 | towel | 0.113 | tray | 0.034 | | bag | 0.035 | stove | 0.208 | bathtub | 0.679 | | scanner | 0.311 | cubby | 0.033 | mirror | 0.054 | | bottle | 0.005 | rack | 0.027 | cup | 0.187 | | thermos | 0.152 | island | 0.150 | counter | 0.041 | | bowl | 0.087 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.300 | | cart | 0.153 | tv_stand | 0.230 | poster | 0.003 | | soap_dispenser | 0.017 | toy | nan | chair | 0.687 | | sofa | 0.612 | plant | 0.093 | bed | 0.877 | | dining_table | 0.009 | toilet | 0.854 | tv | 0.450 | | laptop | 0.233 | mouse | 0.105 | basket | 0.000 | | keyboard | 0.249 | telephone | 0.075 | microwave | 0.477 | | oven | 0.028 | paper_towel_dispenser | 0.392 | sink | 0.479 | | fridge | 0.317 | book | 0.024 | clock | 0.152 | | vase | 0.081 | fire_extinguisher | 0.075 | blinds | 0.047 | | podium | 0.262 | others | 0.091 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:05,516 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.129 | table | 0.266 | desk | 0.085 | | sofa_chair | 0.562 | pillow | 0.032 | box | 0.010 | | garbage_bin | 0.378 | cabinet | 0.039 | drawer | 0.055 | | shelf | 0.091 | kitchen_counter | 0.165 | kitchen_cabinet | 0.226 | | cpu | 0.006 | bench | 0.150 | file_cabinet | 0.112 | | whiteboard | 0.152 | lamp | 0.140 | endtable | 0.128 | | bookshelf | 0.217 | coffee_table | 0.149 | dresser | 0.211 | | paper | 0.005 | printer | 0.163 | monitor | 0.144 | | back_pack | 0.055 | night_stand | 0.312 | door | 0.112 | | picture | 0.046 | ottoman | 0.230 | stool | 0.248 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.032 | stove | 0.097 | bathtub | 0.480 | | scanner | 0.202 | cubby | 0.027 | mirror | 0.012 | | bottle | 0.004 | rack | 0.024 | cup | 0.044 | | thermos | 0.000 | island | 0.126 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.068 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.004 | toy | nan | chair | 0.301 | | sofa | 0.470 | plant | 0.037 | bed | 0.696 | | dining_table | 0.002 | toilet | 0.546 | tv | 0.302 | | laptop | 0.088 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.011 | microwave | 0.232 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.231 | book | 0.006 | clock | 0.137 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.014 | | podium | 0.233 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:05,516 - mmdet - INFO - Evaluating segm... 2022-05-13 05:47:23,229 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 05:47:23,234 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:23,237 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:23,241 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 05:47:23,550 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 05:47:23,551 - mmdet - INFO - Epoch(val) [90][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1260, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0460, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.225 0.126 0.004 0.046 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 05:47:50,391 - mmdet - INFO - Epoch [91][50/3992] lr: 1.000e-06, eta: 2 days, 12:29:43, time: 0.537, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0265, loss_cls: 0.1539, acc: 94.2129, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4377 2022-05-13 05:48:16,041 - mmdet - INFO - Epoch [91][100/3992] lr: 1.000e-06, eta: 2 days, 12:29:19, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0230, loss_cls: 0.1424, acc: 94.6133, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4180 2022-05-13 05:48:40,902 - mmdet - INFO - Epoch [91][150/3992] lr: 1.000e-06, eta: 2 days, 12:28:54, time: 0.497, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0292, loss_cls: 0.1512, acc: 94.4961, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4422 2022-05-13 05:49:06,765 - mmdet - INFO - Epoch [91][200/3992] lr: 1.000e-06, eta: 2 days, 12:28:31, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0243, loss_cls: 0.1461, acc: 94.7266, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4249 2022-05-13 05:49:32,772 - mmdet - INFO - Epoch [91][250/3992] lr: 1.000e-06, eta: 2 days, 12:28:07, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0245, loss_cls: 0.1338, acc: 94.9902, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.3992 2022-05-13 05:49:57,154 - mmdet - INFO - Epoch [91][300/3992] lr: 1.000e-06, eta: 2 days, 12:27:42, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0264, loss_cls: 0.1483, acc: 94.4727, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4414 2022-05-13 05:50:22,503 - mmdet - INFO - Epoch [91][350/3992] lr: 1.000e-06, eta: 2 days, 12:27:18, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0268, loss_cls: 0.1502, acc: 94.5039, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4373 2022-05-13 05:50:48,266 - mmdet - INFO - Epoch [91][400/3992] lr: 1.000e-06, eta: 2 days, 12:26:54, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0226, loss_cls: 0.1426, acc: 94.7695, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4212 2022-05-13 05:51:13,625 - mmdet - INFO - Epoch [91][450/3992] lr: 1.000e-06, eta: 2 days, 12:26:30, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0244, loss_cls: 0.1440, acc: 94.6992, loss_bbox: 0.2305, loss_mask: 0.0000, loss: 0.4166 2022-05-13 05:51:39,544 - mmdet - INFO - Epoch [91][500/3992] lr: 1.000e-06, eta: 2 days, 12:26:07, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0259, loss_cls: 0.1477, acc: 94.6172, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4308 2022-05-13 05:52:04,571 - mmdet - INFO - Epoch [91][550/3992] lr: 1.000e-06, eta: 2 days, 12:25:42, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0238, loss_cls: 0.1482, acc: 94.4355, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4217 2022-05-13 05:52:30,009 - mmdet - INFO - Epoch [91][600/3992] lr: 1.000e-06, eta: 2 days, 12:25:18, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0270, loss_cls: 0.1485, acc: 94.2832, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4441 2022-05-13 05:52:54,440 - mmdet - INFO - Epoch [91][650/3992] lr: 1.000e-06, eta: 2 days, 12:24:53, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0270, loss_cls: 0.1460, acc: 94.6641, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4257 2022-05-13 05:53:18,970 - mmdet - INFO - Epoch [91][700/3992] lr: 1.000e-06, eta: 2 days, 12:24:28, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0273, loss_cls: 0.1466, acc: 94.4336, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4525 2022-05-13 05:53:43,586 - mmdet - INFO - Epoch [91][750/3992] lr: 1.000e-06, eta: 2 days, 12:24:03, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0261, loss_cls: 0.1456, acc: 94.6562, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4322 2022-05-13 05:54:08,908 - mmdet - INFO - Epoch [91][800/3992] lr: 1.000e-06, eta: 2 days, 12:23:38, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0269, loss_cls: 0.1489, acc: 94.4688, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4474 2022-05-13 05:54:33,794 - mmdet - INFO - Epoch [91][850/3992] lr: 1.000e-06, eta: 2 days, 12:23:14, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0276, loss_cls: 0.1487, acc: 94.4258, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4467 2022-05-13 05:54:58,649 - mmdet - INFO - Epoch [91][900/3992] lr: 1.000e-06, eta: 2 days, 12:22:49, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0275, loss_cls: 0.1453, acc: 94.5781, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4313 2022-05-13 05:55:22,986 - mmdet - INFO - Epoch [91][950/3992] lr: 1.000e-06, eta: 2 days, 12:22:24, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0266, loss_cls: 0.1461, acc: 94.5195, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4313 2022-05-13 05:55:48,223 - mmdet - INFO - Epoch [91][1000/3992] lr: 1.000e-06, eta: 2 days, 12:21:59, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0225, loss_cls: 0.1218, acc: 95.4707, loss_bbox: 0.2079, loss_mask: 0.0000, loss: 0.3631 2022-05-13 05:56:12,268 - mmdet - INFO - Epoch [91][1050/3992] lr: 1.000e-06, eta: 2 days, 12:21:34, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0264, loss_cls: 0.1433, acc: 94.5605, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4337 2022-05-13 05:56:37,576 - mmdet - INFO - Epoch [91][1100/3992] lr: 1.000e-06, eta: 2 days, 12:21:09, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0282, loss_cls: 0.1336, acc: 95.1035, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4119 2022-05-13 05:57:03,199 - mmdet - INFO - Epoch [91][1150/3992] lr: 1.000e-06, eta: 2 days, 12:20:46, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0247, loss_cls: 0.1545, acc: 94.3477, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4353 2022-05-13 05:57:28,031 - mmdet - INFO - Epoch [91][1200/3992] lr: 1.000e-06, eta: 2 days, 12:20:21, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0211, loss_cls: 0.1315, acc: 95.1738, loss_bbox: 0.2122, loss_mask: 0.0000, loss: 0.3759 2022-05-13 05:57:53,172 - mmdet - INFO - Epoch [91][1250/3992] lr: 1.000e-06, eta: 2 days, 12:19:57, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0307, loss_cls: 0.1619, acc: 94.0059, loss_bbox: 0.2638, loss_mask: 0.0000, loss: 0.4701 2022-05-13 05:58:18,263 - mmdet - INFO - Epoch [91][1300/3992] lr: 1.000e-06, eta: 2 days, 12:19:32, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0276, loss_cls: 0.1519, acc: 94.4668, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4487 2022-05-13 05:58:42,345 - mmdet - INFO - Epoch [91][1350/3992] lr: 1.000e-06, eta: 2 days, 12:19:06, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0263, loss_cls: 0.1425, acc: 94.7188, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4174 2022-05-13 05:59:06,808 - mmdet - INFO - Epoch [91][1400/3992] lr: 1.000e-06, eta: 2 days, 12:18:41, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0249, loss_cls: 0.1436, acc: 94.7910, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4174 2022-05-13 05:59:31,811 - mmdet - INFO - Epoch [91][1450/3992] lr: 1.000e-06, eta: 2 days, 12:18:17, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0242, loss_cls: 0.1429, acc: 94.8457, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4213 2022-05-13 05:59:56,156 - mmdet - INFO - Epoch [91][1500/3992] lr: 1.000e-06, eta: 2 days, 12:17:51, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0237, loss_cls: 0.1256, acc: 95.3184, loss_bbox: 0.2128, loss_mask: 0.0000, loss: 0.3747 2022-05-13 06:00:20,406 - mmdet - INFO - Epoch [91][1550/3992] lr: 1.000e-06, eta: 2 days, 12:17:26, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0210, loss_cls: 0.1278, acc: 95.3008, loss_bbox: 0.2113, loss_mask: 0.0000, loss: 0.3699 2022-05-13 06:00:44,999 - mmdet - INFO - Epoch [91][1600/3992] lr: 1.000e-06, eta: 2 days, 12:17:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0196, loss_cls: 0.1213, acc: 95.4707, loss_bbox: 0.2139, loss_mask: 0.0000, loss: 0.3665 2022-05-13 06:01:09,435 - mmdet - INFO - Epoch [91][1650/3992] lr: 1.000e-06, eta: 2 days, 12:16:36, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0234, loss_cls: 0.1307, acc: 95.2129, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.3948 2022-05-13 06:01:35,331 - mmdet - INFO - Epoch [91][1700/3992] lr: 1.000e-06, eta: 2 days, 12:16:12, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0244, loss_cls: 0.1466, acc: 94.6035, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4298 2022-05-13 06:02:00,195 - mmdet - INFO - Epoch [91][1750/3992] lr: 1.000e-06, eta: 2 days, 12:15:47, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0235, loss_rpn_bbox: 0.0270, loss_cls: 0.1658, acc: 93.9668, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4625 2022-05-13 06:02:25,934 - mmdet - INFO - Epoch [91][1800/3992] lr: 1.000e-06, eta: 2 days, 12:15:24, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0254, loss_cls: 0.1399, acc: 94.8848, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4207 2022-05-13 06:02:50,439 - mmdet - INFO - Epoch [91][1850/3992] lr: 1.000e-06, eta: 2 days, 12:14:58, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0247, loss_cls: 0.1316, acc: 95.2129, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4104 2022-05-13 06:03:15,044 - mmdet - INFO - Epoch [91][1900/3992] lr: 1.000e-06, eta: 2 days, 12:14:33, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0230, loss_cls: 0.1389, acc: 94.7930, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4021 2022-05-13 06:03:40,193 - mmdet - INFO - Epoch [91][1950/3992] lr: 1.000e-06, eta: 2 days, 12:14:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0302, loss_cls: 0.1570, acc: 94.2539, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4655 2022-05-13 06:04:05,646 - mmdet - INFO - Epoch [91][2000/3992] lr: 1.000e-06, eta: 2 days, 12:13:45, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0263, loss_cls: 0.1604, acc: 94.0117, loss_bbox: 0.2722, loss_mask: 0.0000, loss: 0.4708 2022-05-13 06:04:30,850 - mmdet - INFO - Epoch [91][2050/3992] lr: 1.000e-06, eta: 2 days, 12:13:21, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0264, loss_cls: 0.1498, acc: 94.4434, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4343 2022-05-13 06:04:55,729 - mmdet - INFO - Epoch [91][2100/3992] lr: 1.000e-06, eta: 2 days, 12:12:56, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0249, loss_cls: 0.1303, acc: 95.0293, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4005 2022-05-13 06:05:21,335 - mmdet - INFO - Epoch [91][2150/3992] lr: 1.000e-06, eta: 2 days, 12:12:32, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0300, loss_cls: 0.1623, acc: 94.0859, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4744 2022-05-13 06:05:46,128 - mmdet - INFO - Epoch [91][2200/3992] lr: 1.000e-06, eta: 2 days, 12:12:07, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0315, loss_cls: 0.1607, acc: 93.9629, loss_bbox: 0.2699, loss_mask: 0.0000, loss: 0.4774 2022-05-13 06:06:11,468 - mmdet - INFO - Epoch [91][2250/3992] lr: 1.000e-06, eta: 2 days, 12:11:43, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0243, loss_cls: 0.1398, acc: 94.8438, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4234 2022-05-13 06:06:37,434 - mmdet - INFO - Epoch [91][2300/3992] lr: 1.000e-06, eta: 2 days, 12:11:20, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0235, loss_cls: 0.1457, acc: 94.6875, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4200 2022-05-13 06:07:02,751 - mmdet - INFO - Epoch [91][2350/3992] lr: 1.000e-06, eta: 2 days, 12:10:56, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0280, loss_cls: 0.1642, acc: 94.1152, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4688 2022-05-13 06:07:27,943 - mmdet - INFO - Epoch [91][2400/3992] lr: 1.000e-06, eta: 2 days, 12:10:31, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0254, loss_cls: 0.1365, acc: 94.7754, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4086 2022-05-13 06:07:52,390 - mmdet - INFO - Epoch [91][2450/3992] lr: 1.000e-06, eta: 2 days, 12:10:06, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0216, loss_cls: 0.1315, acc: 95.0879, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.3883 2022-05-13 06:08:18,269 - mmdet - INFO - Epoch [91][2500/3992] lr: 1.000e-06, eta: 2 days, 12:09:43, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0247, loss_cls: 0.1561, acc: 94.2305, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4373 2022-05-13 06:08:43,826 - mmdet - INFO - Epoch [91][2550/3992] lr: 1.000e-06, eta: 2 days, 12:09:19, time: 0.511, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0302, loss_cls: 0.1640, acc: 93.7812, loss_bbox: 0.2650, loss_mask: 0.0000, loss: 0.4731 2022-05-13 06:09:09,363 - mmdet - INFO - Epoch [91][2600/3992] lr: 1.000e-06, eta: 2 days, 12:08:55, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0279, loss_cls: 0.1491, acc: 94.8965, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4261 2022-05-13 06:09:34,188 - mmdet - INFO - Epoch [91][2650/3992] lr: 1.000e-06, eta: 2 days, 12:08:30, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0251, loss_cls: 0.1424, acc: 94.4160, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4171 2022-05-13 06:09:59,000 - mmdet - INFO - Epoch [91][2700/3992] lr: 1.000e-06, eta: 2 days, 12:08:05, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0226, loss_cls: 0.1393, acc: 94.7383, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4109 2022-05-13 06:10:23,891 - mmdet - INFO - Epoch [91][2750/3992] lr: 1.000e-06, eta: 2 days, 12:07:41, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0249, loss_cls: 0.1471, acc: 94.3027, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4486 2022-05-13 06:10:49,587 - mmdet - INFO - Epoch [91][2800/3992] lr: 1.000e-06, eta: 2 days, 12:07:17, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0291, loss_cls: 0.1519, acc: 94.2852, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4471 2022-05-13 06:11:13,877 - mmdet - INFO - Epoch [91][2850/3992] lr: 1.000e-06, eta: 2 days, 12:06:51, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0233, loss_cls: 0.1474, acc: 94.5840, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4264 2022-05-13 06:11:38,976 - mmdet - INFO - Epoch [91][2900/3992] lr: 1.000e-06, eta: 2 days, 12:06:27, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0210, loss_cls: 0.1303, acc: 95.0254, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3890 2022-05-13 06:12:03,935 - mmdet - INFO - Epoch [91][2950/3992] lr: 1.000e-06, eta: 2 days, 12:06:02, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0271, loss_cls: 0.1327, acc: 95.0117, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4112 2022-05-13 06:12:28,894 - mmdet - INFO - Epoch [91][3000/3992] lr: 1.000e-06, eta: 2 days, 12:05:38, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0241, loss_cls: 0.1454, acc: 94.4746, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4308 2022-05-13 06:12:54,095 - mmdet - INFO - Epoch [91][3050/3992] lr: 1.000e-06, eta: 2 days, 12:05:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0239, loss_cls: 0.1420, acc: 94.8027, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4156 2022-05-13 06:13:18,532 - mmdet - INFO - Epoch [91][3100/3992] lr: 1.000e-06, eta: 2 days, 12:04:48, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0236, loss_cls: 0.1388, acc: 95.0977, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3979 2022-05-13 06:13:42,957 - mmdet - INFO - Epoch [91][3150/3992] lr: 1.000e-06, eta: 2 days, 12:04:23, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0213, loss_cls: 0.1429, acc: 94.9238, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4203 2022-05-13 06:14:06,983 - mmdet - INFO - Epoch [91][3200/3992] lr: 1.000e-06, eta: 2 days, 12:03:57, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0251, loss_cls: 0.1400, acc: 94.8730, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4136 2022-05-13 06:14:32,258 - mmdet - INFO - Epoch [91][3250/3992] lr: 1.000e-06, eta: 2 days, 12:03:33, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0240, loss_cls: 0.1332, acc: 94.8945, loss_bbox: 0.2155, loss_mask: 0.0000, loss: 0.3905 2022-05-13 06:14:57,373 - mmdet - INFO - Epoch [91][3300/3992] lr: 1.000e-06, eta: 2 days, 12:03:08, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0216, loss_cls: 0.1356, acc: 94.7441, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4071 2022-05-13 06:15:22,884 - mmdet - INFO - Epoch [91][3350/3992] lr: 1.000e-06, eta: 2 days, 12:02:45, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0294, loss_cls: 0.1569, acc: 94.1230, loss_bbox: 0.2722, loss_mask: 0.0000, loss: 0.4748 2022-05-13 06:15:47,282 - mmdet - INFO - Epoch [91][3400/3992] lr: 1.000e-06, eta: 2 days, 12:02:19, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0273, loss_cls: 0.1566, acc: 94.2422, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4401 2022-05-13 06:16:12,406 - mmdet - INFO - Epoch [91][3450/3992] lr: 1.000e-06, eta: 2 days, 12:01:55, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0234, loss_cls: 0.1455, acc: 94.8047, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4181 2022-05-13 06:16:37,928 - mmdet - INFO - Epoch [91][3500/3992] lr: 1.000e-06, eta: 2 days, 12:01:31, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0320, loss_cls: 0.1658, acc: 93.9648, loss_bbox: 0.2739, loss_mask: 0.0000, loss: 0.4885 2022-05-13 06:17:03,132 - mmdet - INFO - Epoch [91][3550/3992] lr: 1.000e-06, eta: 2 days, 12:01:07, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0243, loss_cls: 0.1419, acc: 94.8242, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4131 2022-05-13 06:17:27,921 - mmdet - INFO - Epoch [91][3600/3992] lr: 1.000e-06, eta: 2 days, 12:00:42, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0260, loss_cls: 0.1320, acc: 94.9707, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4059 2022-05-13 06:17:52,825 - mmdet - INFO - Epoch [91][3650/3992] lr: 1.000e-06, eta: 2 days, 12:00:17, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0257, loss_cls: 0.1483, acc: 94.7051, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4245 2022-05-13 06:18:18,402 - mmdet - INFO - Epoch [91][3700/3992] lr: 1.000e-06, eta: 2 days, 11:59:53, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0264, loss_cls: 0.1548, acc: 94.6855, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4340 2022-05-13 06:18:44,530 - mmdet - INFO - Epoch [91][3750/3992] lr: 1.000e-06, eta: 2 days, 11:59:30, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0238, loss_cls: 0.1411, acc: 95.0918, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4203 2022-05-13 06:19:09,832 - mmdet - INFO - Epoch [91][3800/3992] lr: 1.000e-06, eta: 2 days, 11:59:06, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0256, loss_cls: 0.1439, acc: 94.7070, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4158 2022-05-13 06:19:35,659 - mmdet - INFO - Epoch [91][3850/3992] lr: 1.000e-06, eta: 2 days, 11:58:42, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0243, loss_cls: 0.1402, acc: 94.7383, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4198 2022-05-13 06:20:01,952 - mmdet - INFO - Epoch [91][3900/3992] lr: 1.000e-06, eta: 2 days, 11:58:19, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0265, loss_cls: 0.1570, acc: 94.2852, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4510 2022-05-13 06:20:27,064 - mmdet - INFO - Epoch [91][3950/3992] lr: 1.000e-06, eta: 2 days, 11:57:55, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0283, loss_cls: 0.1552, acc: 94.4395, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4517 2022-05-13 06:20:47,600 - mmdet - INFO - Saving checkpoint at 91 epochs 2022-05-13 06:26:24,289 - mmdet - INFO - Evaluating bbox... 2022-05-13 06:26:40,370 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-13 06:26:40,374 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.260 | desk | 0.097 | | sofa_chair | 0.482 | pillow | 0.058 | box | 0.018 | | garbage_bin | 0.350 | cabinet | 0.044 | drawer | 0.057 | | shelf | 0.107 | kitchen_counter | 0.169 | kitchen_cabinet | 0.197 | | cpu | 0.027 | bench | 0.158 | file_cabinet | 0.087 | | whiteboard | 0.145 | lamp | 0.177 | endtable | 0.132 | | bookshelf | 0.226 | coffee_table | 0.199 | dresser | 0.174 | | paper | 0.009 | printer | 0.208 | monitor | 0.225 | | back_pack | 0.064 | night_stand | 0.303 | door | 0.085 | | picture | 0.045 | ottoman | 0.185 | stool | 0.222 | | outlet | 0.000 | towel | 0.074 | tray | 0.010 | | bag | 0.017 | stove | 0.107 | bathtub | 0.432 | | scanner | 0.215 | cubby | 0.023 | mirror | 0.024 | | bottle | 0.004 | rack | 0.019 | cup | 0.079 | | thermos | 0.001 | island | 0.101 | counter | 0.032 | | bowl | 0.053 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.199 | | cart | 0.087 | tv_stand | 0.128 | poster | 0.002 | | soap_dispenser | 0.012 | toy | nan | chair | 0.338 | | sofa | 0.421 | plant | 0.037 | bed | 0.608 | | dining_table | 0.005 | toilet | 0.531 | tv | 0.263 | | laptop | 0.114 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.027 | microwave | 0.237 | | oven | 0.014 | paper_towel_dispenser | 0.230 | sink | 0.169 | | fridge | 0.177 | book | 0.009 | clock | 0.071 | | vase | 0.040 | fire_extinguisher | 0.010 | blinds | 0.020 | | podium | 0.193 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:40,377 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.221 | table | 0.459 | desk | 0.201 | | sofa_chair | 0.675 | pillow | 0.146 | box | 0.046 | | garbage_bin | 0.613 | cabinet | 0.089 | drawer | 0.089 | | shelf | 0.215 | kitchen_counter | 0.281 | kitchen_cabinet | 0.326 | | cpu | 0.077 | bench | 0.294 | file_cabinet | 0.120 | | whiteboard | 0.230 | lamp | 0.383 | endtable | 0.244 | | bookshelf | 0.397 | coffee_table | 0.369 | dresser | 0.267 | | paper | 0.026 | printer | 0.354 | monitor | 0.529 | | back_pack | 0.133 | night_stand | 0.528 | door | 0.125 | | picture | 0.079 | ottoman | 0.273 | stool | 0.423 | | outlet | 0.000 | towel | 0.113 | tray | 0.029 | | bag | 0.024 | stove | 0.208 | bathtub | 0.687 | | scanner | 0.308 | cubby | 0.031 | mirror | 0.055 | | bottle | 0.007 | rack | 0.028 | cup | 0.190 | | thermos | 0.002 | island | 0.135 | counter | 0.036 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.302 | | cart | 0.151 | tv_stand | 0.232 | poster | 0.006 | | soap_dispenser | 0.023 | toy | nan | chair | 0.685 | | sofa | 0.609 | plant | 0.092 | bed | 0.882 | | dining_table | 0.010 | toilet | 0.851 | tv | 0.450 | | laptop | 0.227 | mouse | 0.093 | basket | 0.000 | | keyboard | 0.258 | telephone | 0.072 | microwave | 0.471 | | oven | 0.027 | paper_towel_dispenser | 0.392 | sink | 0.493 | | fridge | 0.328 | book | 0.025 | clock | 0.125 | | vase | 0.078 | fire_extinguisher | 0.080 | blinds | 0.050 | | podium | 0.268 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:40,380 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.122 | table | 0.263 | desk | 0.085 | | sofa_chair | 0.562 | pillow | 0.035 | box | 0.010 | | garbage_bin | 0.374 | cabinet | 0.038 | drawer | 0.056 | | shelf | 0.092 | kitchen_counter | 0.169 | kitchen_cabinet | 0.223 | | cpu | 0.007 | bench | 0.139 | file_cabinet | 0.118 | | whiteboard | 0.158 | lamp | 0.143 | endtable | 0.111 | | bookshelf | 0.227 | coffee_table | 0.145 | dresser | 0.195 | | paper | 0.005 | printer | 0.212 | monitor | 0.143 | | back_pack | 0.039 | night_stand | 0.313 | door | 0.111 | | picture | 0.046 | ottoman | 0.224 | stool | 0.237 | | outlet | 0.000 | towel | 0.085 | tray | 0.009 | | bag | 0.023 | stove | 0.079 | bathtub | 0.490 | | scanner | 0.200 | cubby | 0.028 | mirror | 0.011 | | bottle | 0.006 | rack | 0.024 | cup | 0.055 | | thermos | 0.000 | island | 0.110 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.171 | | cart | 0.071 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.006 | toy | nan | chair | 0.299 | | sofa | 0.472 | plant | 0.022 | bed | 0.697 | | dining_table | 0.002 | toilet | 0.560 | tv | 0.278 | | laptop | 0.086 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.226 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.074 | | fridge | 0.145 | book | 0.006 | clock | 0.089 | | vase | 0.043 | fire_extinguisher | 0.000 | blinds | 0.017 | | podium | 0.219 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:40,380 - mmdet - INFO - Evaluating segm... 2022-05-13 06:26:58,471 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 06:26:58,476 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:58,479 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:58,482 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 06:26:58,788 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 06:26:58,788 - mmdet - INFO - Epoch(val) [91][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.222 0.123 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 06:27:24,666 - mmdet - INFO - Epoch [92][50/3992] lr: 1.000e-06, eta: 2 days, 11:56:45, time: 0.517, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0251, loss_cls: 0.1355, acc: 94.8516, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4110 2022-05-13 06:27:49,461 - mmdet - INFO - Epoch [92][100/3992] lr: 1.000e-06, eta: 2 days, 11:56:21, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0223, loss_cls: 0.1322, acc: 95.0723, loss_bbox: 0.2178, loss_mask: 0.0000, loss: 0.3844 2022-05-13 06:28:15,307 - mmdet - INFO - Epoch [92][150/3992] lr: 1.000e-06, eta: 2 days, 11:55:57, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0250, loss_cls: 0.1290, acc: 94.9473, loss_bbox: 0.2191, loss_mask: 0.0000, loss: 0.3853 2022-05-13 06:28:38,801 - mmdet - INFO - Epoch [92][200/3992] lr: 1.000e-06, eta: 2 days, 11:55:31, time: 0.470, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0234, loss_cls: 0.1501, acc: 94.5039, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4259 2022-05-13 06:29:05,098 - mmdet - INFO - Epoch [92][250/3992] lr: 1.000e-06, eta: 2 days, 11:55:08, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0233, loss_cls: 0.1280, acc: 95.2246, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.3843 2022-05-13 06:29:30,476 - mmdet - INFO - Epoch [92][300/3992] lr: 1.000e-06, eta: 2 days, 11:54:44, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0282, loss_cls: 0.1394, acc: 94.8887, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.4102 2022-05-13 06:29:55,035 - mmdet - INFO - Epoch [92][350/3992] lr: 1.000e-06, eta: 2 days, 11:54:18, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0257, loss_cls: 0.1345, acc: 94.8945, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4112 2022-05-13 06:30:20,025 - mmdet - INFO - Epoch [92][400/3992] lr: 1.000e-06, eta: 2 days, 11:53:54, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0233, loss_cls: 0.1383, acc: 94.7422, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4129 2022-05-13 06:30:45,305 - mmdet - INFO - Epoch [92][450/3992] lr: 1.000e-06, eta: 2 days, 11:53:30, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0227, loss_cls: 0.1270, acc: 95.1445, loss_bbox: 0.2116, loss_mask: 0.0000, loss: 0.3710 2022-05-13 06:31:10,082 - mmdet - INFO - Epoch [92][500/3992] lr: 1.000e-06, eta: 2 days, 11:53:05, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0261, loss_cls: 0.1354, acc: 94.9531, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.4109 2022-05-13 06:31:34,175 - mmdet - INFO - Epoch [92][550/3992] lr: 1.000e-06, eta: 2 days, 11:52:39, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0261, loss_cls: 0.1442, acc: 94.5117, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4268 2022-05-13 06:31:57,915 - mmdet - INFO - Epoch [92][600/3992] lr: 1.000e-06, eta: 2 days, 11:52:13, time: 0.475, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0228, loss_cls: 0.1339, acc: 95.0762, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.3946 2022-05-13 06:32:23,504 - mmdet - INFO - Epoch [92][650/3992] lr: 1.000e-06, eta: 2 days, 11:51:49, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0214, loss_cls: 0.1304, acc: 94.8477, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.3876 2022-05-13 06:32:49,087 - mmdet - INFO - Epoch [92][700/3992] lr: 1.000e-06, eta: 2 days, 11:51:25, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1472, acc: 94.3398, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4361 2022-05-13 06:33:14,089 - mmdet - INFO - Epoch [92][750/3992] lr: 1.000e-06, eta: 2 days, 11:51:01, time: 0.500, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0281, loss_cls: 0.1656, acc: 94.1289, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4765 2022-05-13 06:33:40,479 - mmdet - INFO - Epoch [92][800/3992] lr: 1.000e-06, eta: 2 days, 11:50:38, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0255, loss_cls: 0.1379, acc: 94.7988, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4120 2022-05-13 06:34:06,931 - mmdet - INFO - Epoch [92][850/3992] lr: 1.000e-06, eta: 2 days, 11:50:15, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0252, loss_cls: 0.1557, acc: 94.2012, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4502 2022-05-13 06:34:32,052 - mmdet - INFO - Epoch [92][900/3992] lr: 1.000e-06, eta: 2 days, 11:49:51, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0323, loss_cls: 0.1469, acc: 94.4199, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4499 2022-05-13 06:34:57,376 - mmdet - INFO - Epoch [92][950/3992] lr: 1.000e-06, eta: 2 days, 11:49:27, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0293, loss_cls: 0.1574, acc: 94.2109, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4593 2022-05-13 06:35:22,626 - mmdet - INFO - Epoch [92][1000/3992] lr: 1.000e-06, eta: 2 days, 11:49:02, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0230, loss_cls: 0.1380, acc: 94.6328, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4170 2022-05-13 06:35:48,113 - mmdet - INFO - Epoch [92][1050/3992] lr: 1.000e-06, eta: 2 days, 11:48:38, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0239, loss_cls: 0.1431, acc: 94.7930, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4093 2022-05-13 06:36:13,628 - mmdet - INFO - Epoch [92][1100/3992] lr: 1.000e-06, eta: 2 days, 11:48:14, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0294, loss_cls: 0.1664, acc: 93.5098, loss_bbox: 0.2917, loss_mask: 0.0000, loss: 0.5024 2022-05-13 06:36:38,360 - mmdet - INFO - Epoch [92][1150/3992] lr: 1.000e-06, eta: 2 days, 11:47:49, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0272, loss_cls: 0.1396, acc: 94.6074, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4306 2022-05-13 06:37:02,383 - mmdet - INFO - Epoch [92][1200/3992] lr: 1.000e-06, eta: 2 days, 11:47:24, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0254, loss_cls: 0.1328, acc: 94.9668, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.3983 2022-05-13 06:37:27,473 - mmdet - INFO - Epoch [92][1250/3992] lr: 1.000e-06, eta: 2 days, 11:46:59, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0219, loss_rpn_bbox: 0.0254, loss_cls: 0.1434, acc: 94.8555, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.4240 2022-05-13 06:37:51,799 - mmdet - INFO - Epoch [92][1300/3992] lr: 1.000e-06, eta: 2 days, 11:46:34, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0252, loss_cls: 0.1441, acc: 94.6309, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4364 2022-05-13 06:38:17,710 - mmdet - INFO - Epoch [92][1350/3992] lr: 1.000e-06, eta: 2 days, 11:46:10, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0312, loss_cls: 0.1462, acc: 94.5762, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4422 2022-05-13 06:38:42,839 - mmdet - INFO - Epoch [92][1400/3992] lr: 1.000e-06, eta: 2 days, 11:45:46, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0314, loss_cls: 0.1446, acc: 94.5000, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4310 2022-05-13 06:39:08,392 - mmdet - INFO - Epoch [92][1450/3992] lr: 1.000e-06, eta: 2 days, 11:45:22, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0245, loss_cls: 0.1399, acc: 94.7500, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4228 2022-05-13 06:39:34,010 - mmdet - INFO - Epoch [92][1500/3992] lr: 1.000e-06, eta: 2 days, 11:44:58, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0252, loss_cls: 0.1470, acc: 94.5254, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4480 2022-05-13 06:39:59,266 - mmdet - INFO - Epoch [92][1550/3992] lr: 1.000e-06, eta: 2 days, 11:44:34, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0272, loss_cls: 0.1467, acc: 94.5645, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4336 2022-05-13 06:40:25,171 - mmdet - INFO - Epoch [92][1600/3992] lr: 1.000e-06, eta: 2 days, 11:44:10, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0256, loss_cls: 0.1448, acc: 94.3828, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4285 2022-05-13 06:40:50,740 - mmdet - INFO - Epoch [92][1650/3992] lr: 1.000e-06, eta: 2 days, 11:43:47, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0316, loss_cls: 0.1695, acc: 93.9941, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4776 2022-05-13 06:41:15,596 - mmdet - INFO - Epoch [92][1700/3992] lr: 1.000e-06, eta: 2 days, 11:43:22, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0249, loss_cls: 0.1305, acc: 95.2793, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3950 2022-05-13 06:41:40,551 - mmdet - INFO - Epoch [92][1750/3992] lr: 1.000e-06, eta: 2 days, 11:42:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0255, loss_cls: 0.1393, acc: 94.8496, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4203 2022-05-13 06:42:06,634 - mmdet - INFO - Epoch [92][1800/3992] lr: 1.000e-06, eta: 2 days, 11:42:34, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0259, loss_cls: 0.1438, acc: 94.5352, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4402 2022-05-13 06:42:30,878 - mmdet - INFO - Epoch [92][1850/3992] lr: 1.000e-06, eta: 2 days, 11:42:08, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0283, loss_cls: 0.1443, acc: 94.6699, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4388 2022-05-13 06:42:56,021 - mmdet - INFO - Epoch [92][1900/3992] lr: 1.000e-06, eta: 2 days, 11:41:44, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0278, loss_cls: 0.1604, acc: 94.0996, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4662 2022-05-13 06:43:20,617 - mmdet - INFO - Epoch [92][1950/3992] lr: 1.000e-06, eta: 2 days, 11:41:19, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0263, loss_cls: 0.1502, acc: 94.3340, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4420 2022-05-13 06:43:44,932 - mmdet - INFO - Epoch [92][2000/3992] lr: 1.000e-06, eta: 2 days, 11:40:54, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0270, loss_cls: 0.1440, acc: 94.6094, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4228 2022-05-13 06:44:09,151 - mmdet - INFO - Epoch [92][2050/3992] lr: 1.000e-06, eta: 2 days, 11:40:28, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0228, loss_cls: 0.1380, acc: 95.0527, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.3983 2022-05-13 06:44:33,962 - mmdet - INFO - Epoch [92][2100/3992] lr: 1.000e-06, eta: 2 days, 11:40:03, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0259, loss_cls: 0.1483, acc: 94.5117, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4324 2022-05-13 06:44:58,839 - mmdet - INFO - Epoch [92][2150/3992] lr: 1.000e-06, eta: 2 days, 11:39:39, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0215, loss_cls: 0.1262, acc: 95.2109, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3827 2022-05-13 06:45:24,087 - mmdet - INFO - Epoch [92][2200/3992] lr: 1.000e-06, eta: 2 days, 11:39:14, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0309, loss_cls: 0.1487, acc: 94.8418, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4315 2022-05-13 06:45:50,314 - mmdet - INFO - Epoch [92][2250/3992] lr: 1.000e-06, eta: 2 days, 11:38:51, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0258, loss_cls: 0.1502, acc: 94.4316, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4307 2022-05-13 06:46:16,065 - mmdet - INFO - Epoch [92][2300/3992] lr: 1.000e-06, eta: 2 days, 11:38:28, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0279, loss_cls: 0.1451, acc: 94.6035, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4431 2022-05-13 06:46:41,988 - mmdet - INFO - Epoch [92][2350/3992] lr: 1.000e-06, eta: 2 days, 11:38:04, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0238, loss_cls: 0.1393, acc: 95.0391, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.4014 2022-05-13 06:47:08,197 - mmdet - INFO - Epoch [92][2400/3992] lr: 1.000e-06, eta: 2 days, 11:37:41, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0233, loss_cls: 0.1417, acc: 94.8574, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4261 2022-05-13 06:47:33,373 - mmdet - INFO - Epoch [92][2450/3992] lr: 1.000e-06, eta: 2 days, 11:37:17, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0290, loss_cls: 0.1503, acc: 94.4453, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4379 2022-05-13 06:47:58,489 - mmdet - INFO - Epoch [92][2500/3992] lr: 1.000e-06, eta: 2 days, 11:36:52, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0206, loss_cls: 0.1221, acc: 95.4316, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3762 2022-05-13 06:48:23,487 - mmdet - INFO - Epoch [92][2550/3992] lr: 1.000e-06, eta: 2 days, 11:36:28, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0251, loss_cls: 0.1484, acc: 94.3223, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4319 2022-05-13 06:48:47,640 - mmdet - INFO - Epoch [92][2600/3992] lr: 1.000e-06, eta: 2 days, 11:36:02, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0224, loss_cls: 0.1432, acc: 94.6289, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4234 2022-05-13 06:49:12,911 - mmdet - INFO - Epoch [92][2650/3992] lr: 1.000e-06, eta: 2 days, 11:35:38, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0287, loss_cls: 0.1522, acc: 94.1992, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4559 2022-05-13 06:49:37,653 - mmdet - INFO - Epoch [92][2700/3992] lr: 1.000e-06, eta: 2 days, 11:35:13, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0251, loss_cls: 0.1462, acc: 94.5488, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4251 2022-05-13 06:50:02,372 - mmdet - INFO - Epoch [92][2750/3992] lr: 1.000e-06, eta: 2 days, 11:34:48, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0235, loss_cls: 0.1423, acc: 94.7148, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4209 2022-05-13 06:50:27,089 - mmdet - INFO - Epoch [92][2800/3992] lr: 1.000e-06, eta: 2 days, 11:34:23, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1398, acc: 94.6602, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4187 2022-05-13 06:50:52,370 - mmdet - INFO - Epoch [92][2850/3992] lr: 1.000e-06, eta: 2 days, 11:33:59, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0272, loss_cls: 0.1419, acc: 94.7559, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4285 2022-05-13 06:51:18,064 - mmdet - INFO - Epoch [92][2900/3992] lr: 1.000e-06, eta: 2 days, 11:33:35, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0253, loss_cls: 0.1471, acc: 94.4180, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4275 2022-05-13 06:51:43,415 - mmdet - INFO - Epoch [92][2950/3992] lr: 1.000e-06, eta: 2 days, 11:33:11, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0228, loss_cls: 0.1294, acc: 95.0117, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.3993 2022-05-13 06:52:08,927 - mmdet - INFO - Epoch [92][3000/3992] lr: 1.000e-06, eta: 2 days, 11:32:47, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0231, loss_cls: 0.1347, acc: 95.0508, loss_bbox: 0.2145, loss_mask: 0.0000, loss: 0.3825 2022-05-13 06:52:34,210 - mmdet - INFO - Epoch [92][3050/3992] lr: 1.000e-06, eta: 2 days, 11:32:23, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0283, loss_cls: 0.1559, acc: 94.4043, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4483 2022-05-13 06:52:59,391 - mmdet - INFO - Epoch [92][3100/3992] lr: 1.000e-06, eta: 2 days, 11:31:58, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0289, loss_cls: 0.1431, acc: 94.5898, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4281 2022-05-13 06:53:24,956 - mmdet - INFO - Epoch [92][3150/3992] lr: 1.000e-06, eta: 2 days, 11:31:34, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0223, loss_cls: 0.1310, acc: 94.9824, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.3936 2022-05-13 06:53:49,426 - mmdet - INFO - Epoch [92][3200/3992] lr: 1.000e-06, eta: 2 days, 11:31:09, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0253, loss_cls: 0.1452, acc: 94.5039, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4270 2022-05-13 06:54:14,911 - mmdet - INFO - Epoch [92][3250/3992] lr: 1.000e-06, eta: 2 days, 11:30:45, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0238, loss_cls: 0.1302, acc: 95.2285, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3903 2022-05-13 06:54:40,468 - mmdet - INFO - Epoch [92][3300/3992] lr: 1.000e-06, eta: 2 days, 11:30:21, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0231, loss_cls: 0.1406, acc: 94.8613, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4118 2022-05-13 06:55:05,223 - mmdet - INFO - Epoch [92][3350/3992] lr: 1.000e-06, eta: 2 days, 11:29:56, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0259, loss_cls: 0.1428, acc: 94.8027, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4225 2022-05-13 06:55:31,471 - mmdet - INFO - Epoch [92][3400/3992] lr: 1.000e-06, eta: 2 days, 11:29:33, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0231, loss_cls: 0.1275, acc: 95.2695, loss_bbox: 0.2213, loss_mask: 0.0000, loss: 0.3914 2022-05-13 06:55:56,927 - mmdet - INFO - Epoch [92][3450/3992] lr: 1.000e-06, eta: 2 days, 11:29:09, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0265, loss_cls: 0.1400, acc: 94.7676, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4157 2022-05-13 06:56:22,376 - mmdet - INFO - Epoch [92][3500/3992] lr: 1.000e-06, eta: 2 days, 11:28:45, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1549, acc: 94.2520, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4499 2022-05-13 06:56:47,291 - mmdet - INFO - Epoch [92][3550/3992] lr: 1.000e-06, eta: 2 days, 11:28:21, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0221, loss_cls: 0.1312, acc: 95.1016, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3806 2022-05-13 06:57:12,715 - mmdet - INFO - Epoch [92][3600/3992] lr: 1.000e-06, eta: 2 days, 11:27:57, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0275, loss_cls: 0.1491, acc: 94.4883, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4273 2022-05-13 06:57:37,962 - mmdet - INFO - Epoch [92][3650/3992] lr: 1.000e-06, eta: 2 days, 11:27:32, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0232, loss_cls: 0.1301, acc: 95.0879, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.3953 2022-05-13 06:58:02,322 - mmdet - INFO - Epoch [92][3700/3992] lr: 1.000e-06, eta: 2 days, 11:27:07, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0236, loss_cls: 0.1370, acc: 94.8633, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4036 2022-05-13 06:58:27,681 - mmdet - INFO - Epoch [92][3750/3992] lr: 1.000e-06, eta: 2 days, 11:26:43, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0249, loss_cls: 0.1355, acc: 95.0449, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.4043 2022-05-13 06:58:53,102 - mmdet - INFO - Epoch [92][3800/3992] lr: 1.000e-06, eta: 2 days, 11:26:19, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0252, loss_cls: 0.1340, acc: 95.1719, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3894 2022-05-13 06:59:18,978 - mmdet - INFO - Epoch [92][3850/3992] lr: 1.000e-06, eta: 2 days, 11:25:55, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0239, loss_cls: 0.1586, acc: 94.0176, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4461 2022-05-13 06:59:44,298 - mmdet - INFO - Epoch [92][3900/3992] lr: 1.000e-06, eta: 2 days, 11:25:31, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0260, loss_cls: 0.1435, acc: 94.7324, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4122 2022-05-13 07:00:09,152 - mmdet - INFO - Epoch [92][3950/3992] lr: 1.000e-06, eta: 2 days, 11:25:06, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0285, loss_cls: 0.1472, acc: 94.4473, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4499 2022-05-13 07:00:31,527 - mmdet - INFO - Saving checkpoint at 92 epochs 2022-05-13 07:06:07,325 - mmdet - INFO - Evaluating bbox... 2022-05-13 07:06:23,140 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.106 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 07:06:23,144 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.258 | desk | 0.097 | | sofa_chair | 0.484 | pillow | 0.058 | box | 0.020 | | garbage_bin | 0.350 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.108 | kitchen_counter | 0.164 | kitchen_cabinet | 0.207 | | cpu | 0.029 | bench | 0.157 | file_cabinet | 0.090 | | whiteboard | 0.146 | lamp | 0.173 | endtable | 0.133 | | bookshelf | 0.230 | coffee_table | 0.194 | dresser | 0.172 | | paper | 0.008 | printer | 0.212 | monitor | 0.223 | | back_pack | 0.064 | night_stand | 0.299 | door | 0.079 | | picture | 0.045 | ottoman | 0.185 | stool | 0.227 | | outlet | 0.000 | towel | 0.072 | tray | 0.014 | | bag | 0.015 | stove | 0.116 | bathtub | 0.426 | | scanner | 0.213 | cubby | 0.020 | mirror | 0.026 | | bottle | 0.004 | rack | 0.016 | cup | 0.080 | | thermos | 0.001 | island | 0.091 | counter | 0.029 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.189 | | cart | 0.101 | tv_stand | 0.117 | poster | 0.002 | | soap_dispenser | 0.011 | toy | nan | chair | 0.338 | | sofa | 0.418 | plant | 0.038 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.532 | tv | 0.265 | | laptop | 0.107 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.086 | telephone | 0.027 | microwave | 0.245 | | oven | 0.018 | paper_towel_dispenser | 0.230 | sink | 0.168 | | fridge | 0.190 | book | 0.009 | clock | 0.073 | | vase | 0.043 | fire_extinguisher | 0.011 | blinds | 0.017 | | podium | 0.190 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:23,148 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.220 | table | 0.458 | desk | 0.203 | | sofa_chair | 0.675 | pillow | 0.147 | box | 0.050 | | garbage_bin | 0.603 | cabinet | 0.086 | drawer | 0.088 | | shelf | 0.220 | kitchen_counter | 0.276 | kitchen_cabinet | 0.337 | | cpu | 0.082 | bench | 0.292 | file_cabinet | 0.119 | | whiteboard | 0.230 | lamp | 0.379 | endtable | 0.259 | | bookshelf | 0.400 | coffee_table | 0.368 | dresser | 0.264 | | paper | 0.026 | printer | 0.363 | monitor | 0.534 | | back_pack | 0.135 | night_stand | 0.525 | door | 0.122 | | picture | 0.078 | ottoman | 0.273 | stool | 0.422 | | outlet | 0.000 | towel | 0.109 | tray | 0.034 | | bag | 0.021 | stove | 0.208 | bathtub | 0.685 | | scanner | 0.300 | cubby | 0.032 | mirror | 0.059 | | bottle | 0.006 | rack | 0.025 | cup | 0.196 | | thermos | 0.002 | island | 0.130 | counter | 0.034 | | bowl | 0.092 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.286 | | cart | 0.161 | tv_stand | 0.218 | poster | 0.006 | | soap_dispenser | 0.018 | toy | nan | chair | 0.685 | | sofa | 0.607 | plant | 0.092 | bed | 0.877 | | dining_table | 0.009 | toilet | 0.859 | tv | 0.450 | | laptop | 0.228 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.257 | telephone | 0.073 | microwave | 0.467 | | oven | 0.037 | paper_towel_dispenser | 0.392 | sink | 0.482 | | fridge | 0.329 | book | 0.025 | clock | 0.126 | | vase | 0.082 | fire_extinguisher | 0.086 | blinds | 0.039 | | podium | 0.271 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:23,151 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.269 | desk | 0.086 | | sofa_chair | 0.567 | pillow | 0.036 | box | 0.009 | | garbage_bin | 0.374 | cabinet | 0.034 | drawer | 0.055 | | shelf | 0.093 | kitchen_counter | 0.161 | kitchen_cabinet | 0.220 | | cpu | 0.007 | bench | 0.140 | file_cabinet | 0.117 | | whiteboard | 0.157 | lamp | 0.139 | endtable | 0.106 | | bookshelf | 0.235 | coffee_table | 0.149 | dresser | 0.193 | | paper | 0.002 | printer | 0.193 | monitor | 0.142 | | back_pack | 0.041 | night_stand | 0.307 | door | 0.110 | | picture | 0.045 | ottoman | 0.231 | stool | 0.237 | | outlet | 0.000 | towel | 0.085 | tray | 0.014 | | bag | 0.018 | stove | 0.109 | bathtub | 0.478 | | scanner | 0.211 | cubby | 0.024 | mirror | 0.012 | | bottle | 0.005 | rack | 0.019 | cup | 0.054 | | thermos | 0.000 | island | 0.098 | counter | 0.031 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.099 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.296 | | sofa | 0.472 | plant | 0.026 | bed | 0.702 | | dining_table | 0.002 | toilet | 0.548 | tv | 0.284 | | laptop | 0.086 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.011 | microwave | 0.231 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.072 | | fridge | 0.200 | book | 0.007 | clock | 0.089 | | vase | 0.045 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.221 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:23,152 - mmdet - INFO - Evaluating segm... 2022-05-13 07:06:41,016 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 07:06:41,021 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:41,024 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:41,027 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:06:41,346 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 07:06:41,346 - mmdet - INFO - Epoch(val) [92][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.223 0.124 0.005 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 07:07:07,818 - mmdet - INFO - Epoch [93][50/3992] lr: 1.000e-06, eta: 2 days, 11:23:58, time: 0.529, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0260, loss_cls: 0.1486, acc: 94.6055, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4234 2022-05-13 07:07:32,302 - mmdet - INFO - Epoch [93][100/3992] lr: 1.000e-06, eta: 2 days, 11:23:33, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0219, loss_cls: 0.1301, acc: 94.9492, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3892 2022-05-13 07:07:56,515 - mmdet - INFO - Epoch [93][150/3992] lr: 1.000e-06, eta: 2 days, 11:23:07, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0256, loss_cls: 0.1278, acc: 95.2012, loss_bbox: 0.2177, loss_mask: 0.0000, loss: 0.3817 2022-05-13 07:08:21,343 - mmdet - INFO - Epoch [93][200/3992] lr: 1.000e-06, eta: 2 days, 11:22:43, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0289, loss_cls: 0.1625, acc: 94.0840, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4735 2022-05-13 07:08:47,212 - mmdet - INFO - Epoch [93][250/3992] lr: 1.000e-06, eta: 2 days, 11:22:19, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0249, loss_cls: 0.1319, acc: 95.0645, loss_bbox: 0.2274, loss_mask: 0.0000, loss: 0.3941 2022-05-13 07:09:11,363 - mmdet - INFO - Epoch [93][300/3992] lr: 1.000e-06, eta: 2 days, 11:21:53, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0224, loss_cls: 0.1381, acc: 94.7363, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4069 2022-05-13 07:09:36,225 - mmdet - INFO - Epoch [93][350/3992] lr: 1.000e-06, eta: 2 days, 11:21:29, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0270, loss_cls: 0.1543, acc: 94.3555, loss_bbox: 0.2643, loss_mask: 0.0000, loss: 0.4641 2022-05-13 07:10:01,840 - mmdet - INFO - Epoch [93][400/3992] lr: 1.000e-06, eta: 2 days, 11:21:05, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0288, loss_cls: 0.1566, acc: 93.9551, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.4740 2022-05-13 07:10:26,324 - mmdet - INFO - Epoch [93][450/3992] lr: 1.000e-06, eta: 2 days, 11:20:40, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0274, loss_cls: 0.1418, acc: 94.5410, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4300 2022-05-13 07:10:50,947 - mmdet - INFO - Epoch [93][500/3992] lr: 1.000e-06, eta: 2 days, 11:20:15, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0254, loss_cls: 0.1407, acc: 94.5879, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4219 2022-05-13 07:11:15,200 - mmdet - INFO - Epoch [93][550/3992] lr: 1.000e-06, eta: 2 days, 11:19:49, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0239, loss_cls: 0.1296, acc: 95.2656, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3823 2022-05-13 07:11:40,996 - mmdet - INFO - Epoch [93][600/3992] lr: 1.000e-06, eta: 2 days, 11:19:26, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0220, loss_rpn_bbox: 0.0269, loss_cls: 0.1418, acc: 94.7363, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4300 2022-05-13 07:12:05,961 - mmdet - INFO - Epoch [93][650/3992] lr: 1.000e-06, eta: 2 days, 11:19:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0315, loss_cls: 0.1490, acc: 94.6719, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4413 2022-05-13 07:12:31,297 - mmdet - INFO - Epoch [93][700/3992] lr: 1.000e-06, eta: 2 days, 11:18:37, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0273, loss_cls: 0.1574, acc: 94.1309, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4509 2022-05-13 07:12:56,299 - mmdet - INFO - Epoch [93][750/3992] lr: 1.000e-06, eta: 2 days, 11:18:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0276, loss_cls: 0.1583, acc: 94.1289, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4632 2022-05-13 07:13:20,050 - mmdet - INFO - Epoch [93][800/3992] lr: 1.000e-06, eta: 2 days, 11:17:46, time: 0.475, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0258, loss_cls: 0.1383, acc: 94.7168, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4284 2022-05-13 07:13:44,844 - mmdet - INFO - Epoch [93][850/3992] lr: 1.000e-06, eta: 2 days, 11:17:21, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0235, loss_cls: 0.1388, acc: 94.9883, loss_bbox: 0.2215, loss_mask: 0.0000, loss: 0.3943 2022-05-13 07:14:09,832 - mmdet - INFO - Epoch [93][900/3992] lr: 1.000e-06, eta: 2 days, 11:16:57, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0235, loss_cls: 0.1341, acc: 94.8965, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4052 2022-05-13 07:14:34,729 - mmdet - INFO - Epoch [93][950/3992] lr: 1.000e-06, eta: 2 days, 11:16:32, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0219, loss_cls: 0.1204, acc: 95.5312, loss_bbox: 0.1996, loss_mask: 0.0000, loss: 0.3538 2022-05-13 07:14:59,549 - mmdet - INFO - Epoch [93][1000/3992] lr: 1.000e-06, eta: 2 days, 11:16:07, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0285, loss_cls: 0.1399, acc: 94.8828, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4330 2022-05-13 07:15:23,992 - mmdet - INFO - Epoch [93][1050/3992] lr: 1.000e-06, eta: 2 days, 11:15:42, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0248, loss_cls: 0.1362, acc: 94.9531, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4049 2022-05-13 07:15:48,712 - mmdet - INFO - Epoch [93][1100/3992] lr: 1.000e-06, eta: 2 days, 11:15:17, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0222, loss_cls: 0.1238, acc: 95.4434, loss_bbox: 0.2150, loss_mask: 0.0000, loss: 0.3728 2022-05-13 07:16:13,799 - mmdet - INFO - Epoch [93][1150/3992] lr: 1.000e-06, eta: 2 days, 11:14:53, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0291, loss_cls: 0.1580, acc: 94.1270, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4537 2022-05-13 07:16:39,067 - mmdet - INFO - Epoch [93][1200/3992] lr: 1.000e-06, eta: 2 days, 11:14:28, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0271, loss_cls: 0.1415, acc: 94.7461, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4272 2022-05-13 07:17:04,118 - mmdet - INFO - Epoch [93][1250/3992] lr: 1.000e-06, eta: 2 days, 11:14:04, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0285, loss_cls: 0.1637, acc: 93.8633, loss_bbox: 0.2769, loss_mask: 0.0000, loss: 0.4851 2022-05-13 07:17:28,766 - mmdet - INFO - Epoch [93][1300/3992] lr: 1.000e-06, eta: 2 days, 11:13:39, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0240, loss_cls: 0.1458, acc: 94.7754, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4099 2022-05-13 07:17:54,503 - mmdet - INFO - Epoch [93][1350/3992] lr: 1.000e-06, eta: 2 days, 11:13:15, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0278, loss_cls: 0.1534, acc: 94.1699, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4546 2022-05-13 07:18:19,875 - mmdet - INFO - Epoch [93][1400/3992] lr: 1.000e-06, eta: 2 days, 11:12:51, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0303, loss_cls: 0.1526, acc: 94.3945, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4417 2022-05-13 07:18:45,320 - mmdet - INFO - Epoch [93][1450/3992] lr: 1.000e-06, eta: 2 days, 11:12:27, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0274, loss_cls: 0.1482, acc: 94.5352, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4385 2022-05-13 07:19:10,662 - mmdet - INFO - Epoch [93][1500/3992] lr: 1.000e-06, eta: 2 days, 11:12:03, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0209, loss_cls: 0.1257, acc: 95.1660, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.3773 2022-05-13 07:19:35,438 - mmdet - INFO - Epoch [93][1550/3992] lr: 1.000e-06, eta: 2 days, 11:11:38, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0266, loss_cls: 0.1467, acc: 94.7402, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4201 2022-05-13 07:19:59,701 - mmdet - INFO - Epoch [93][1600/3992] lr: 1.000e-06, eta: 2 days, 11:11:13, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0260, loss_cls: 0.1383, acc: 94.8008, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4256 2022-05-13 07:20:25,484 - mmdet - INFO - Epoch [93][1650/3992] lr: 1.000e-06, eta: 2 days, 11:10:49, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0282, loss_cls: 0.1373, acc: 94.9180, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4164 2022-05-13 07:20:50,161 - mmdet - INFO - Epoch [93][1700/3992] lr: 1.000e-06, eta: 2 days, 11:10:24, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0210, loss_cls: 0.1243, acc: 95.1836, loss_bbox: 0.2083, loss_mask: 0.0000, loss: 0.3641 2022-05-13 07:21:14,921 - mmdet - INFO - Epoch [93][1750/3992] lr: 1.000e-06, eta: 2 days, 11:09:59, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0272, loss_cls: 0.1531, acc: 94.3867, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4462 2022-05-13 07:21:40,337 - mmdet - INFO - Epoch [93][1800/3992] lr: 1.000e-06, eta: 2 days, 11:09:35, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0259, loss_cls: 0.1275, acc: 95.1094, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.3965 2022-05-13 07:22:05,198 - mmdet - INFO - Epoch [93][1850/3992] lr: 1.000e-06, eta: 2 days, 11:09:10, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0290, loss_cls: 0.1577, acc: 94.1523, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4733 2022-05-13 07:22:30,461 - mmdet - INFO - Epoch [93][1900/3992] lr: 1.000e-06, eta: 2 days, 11:08:46, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0267, loss_cls: 0.1301, acc: 95.1074, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4053 2022-05-13 07:22:55,746 - mmdet - INFO - Epoch [93][1950/3992] lr: 1.000e-06, eta: 2 days, 11:08:22, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0241, loss_cls: 0.1249, acc: 95.5371, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3792 2022-05-13 07:23:19,806 - mmdet - INFO - Epoch [93][2000/3992] lr: 1.000e-06, eta: 2 days, 11:07:56, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0280, loss_cls: 0.1521, acc: 94.2773, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4427 2022-05-13 07:23:44,779 - mmdet - INFO - Epoch [93][2050/3992] lr: 1.000e-06, eta: 2 days, 11:07:32, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0289, loss_cls: 0.1623, acc: 94.2383, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4628 2022-05-13 07:24:10,107 - mmdet - INFO - Epoch [93][2100/3992] lr: 1.000e-06, eta: 2 days, 11:07:07, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0282, loss_cls: 0.1480, acc: 94.5078, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4362 2022-05-13 07:24:34,707 - mmdet - INFO - Epoch [93][2150/3992] lr: 1.000e-06, eta: 2 days, 11:06:42, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0242, loss_cls: 0.1470, acc: 94.8047, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4106 2022-05-13 07:24:59,584 - mmdet - INFO - Epoch [93][2200/3992] lr: 1.000e-06, eta: 2 days, 11:06:18, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0270, loss_cls: 0.1569, acc: 94.0254, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4636 2022-05-13 07:25:24,141 - mmdet - INFO - Epoch [93][2250/3992] lr: 1.000e-06, eta: 2 days, 11:05:53, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0208, loss_cls: 0.1290, acc: 95.1973, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3841 2022-05-13 07:25:49,155 - mmdet - INFO - Epoch [93][2300/3992] lr: 1.000e-06, eta: 2 days, 11:05:28, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0246, loss_cls: 0.1439, acc: 94.6348, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4197 2022-05-13 07:26:14,471 - mmdet - INFO - Epoch [93][2350/3992] lr: 1.000e-06, eta: 2 days, 11:05:04, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0239, loss_cls: 0.1309, acc: 94.9609, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4024 2022-05-13 07:26:40,302 - mmdet - INFO - Epoch [93][2400/3992] lr: 1.000e-06, eta: 2 days, 11:04:40, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0215, loss_cls: 0.1295, acc: 95.0820, loss_bbox: 0.2193, loss_mask: 0.0000, loss: 0.3802 2022-05-13 07:27:04,920 - mmdet - INFO - Epoch [93][2450/3992] lr: 1.000e-06, eta: 2 days, 11:04:15, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0244, loss_cls: 0.1376, acc: 94.8789, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4004 2022-05-13 07:27:30,320 - mmdet - INFO - Epoch [93][2500/3992] lr: 1.000e-06, eta: 2 days, 11:03:51, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0238, loss_cls: 0.1459, acc: 94.5801, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4272 2022-05-13 07:27:56,030 - mmdet - INFO - Epoch [93][2550/3992] lr: 1.000e-06, eta: 2 days, 11:03:27, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0229, loss_rpn_bbox: 0.0270, loss_cls: 0.1466, acc: 95.0117, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.4202 2022-05-13 07:28:19,718 - mmdet - INFO - Epoch [93][2600/3992] lr: 1.000e-06, eta: 2 days, 11:03:01, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0234, loss_cls: 0.1449, acc: 94.5918, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4249 2022-05-13 07:28:44,681 - mmdet - INFO - Epoch [93][2650/3992] lr: 1.000e-06, eta: 2 days, 11:02:37, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0236, loss_cls: 0.1488, acc: 94.5059, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4298 2022-05-13 07:29:09,751 - mmdet - INFO - Epoch [93][2700/3992] lr: 1.000e-06, eta: 2 days, 11:02:12, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0244, loss_cls: 0.1431, acc: 94.8555, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4135 2022-05-13 07:29:35,667 - mmdet - INFO - Epoch [93][2750/3992] lr: 1.000e-06, eta: 2 days, 11:01:49, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0261, loss_cls: 0.1608, acc: 94.0664, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4641 2022-05-13 07:30:00,360 - mmdet - INFO - Epoch [93][2800/3992] lr: 1.000e-06, eta: 2 days, 11:01:24, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0263, loss_cls: 0.1445, acc: 94.4727, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4380 2022-05-13 07:30:26,371 - mmdet - INFO - Epoch [93][2850/3992] lr: 1.000e-06, eta: 2 days, 11:01:00, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0259, loss_cls: 0.1422, acc: 94.7246, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4260 2022-05-13 07:30:51,429 - mmdet - INFO - Epoch [93][2900/3992] lr: 1.000e-06, eta: 2 days, 11:00:36, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0231, loss_cls: 0.1474, acc: 94.6270, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4191 2022-05-13 07:31:15,831 - mmdet - INFO - Epoch [93][2950/3992] lr: 1.000e-06, eta: 2 days, 11:00:10, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0239, loss_cls: 0.1543, acc: 94.3203, loss_bbox: 0.2535, loss_mask: 0.0000, loss: 0.4461 2022-05-13 07:31:40,919 - mmdet - INFO - Epoch [93][3000/3992] lr: 1.000e-06, eta: 2 days, 10:59:46, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0224, loss_cls: 0.1454, acc: 94.6465, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4220 2022-05-13 07:32:07,285 - mmdet - INFO - Epoch [93][3050/3992] lr: 1.000e-06, eta: 2 days, 10:59:23, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0272, loss_cls: 0.1585, acc: 94.2090, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4585 2022-05-13 07:32:32,744 - mmdet - INFO - Epoch [93][3100/3992] lr: 1.000e-06, eta: 2 days, 10:58:59, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0269, loss_cls: 0.1420, acc: 94.7793, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4160 2022-05-13 07:32:57,100 - mmdet - INFO - Epoch [93][3150/3992] lr: 1.000e-06, eta: 2 days, 10:58:34, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0225, loss_cls: 0.1230, acc: 95.4043, loss_bbox: 0.2094, loss_mask: 0.0000, loss: 0.3660 2022-05-13 07:33:22,063 - mmdet - INFO - Epoch [93][3200/3992] lr: 1.000e-06, eta: 2 days, 10:58:09, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0275, loss_cls: 0.1506, acc: 94.4648, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4407 2022-05-13 07:33:47,720 - mmdet - INFO - Epoch [93][3250/3992] lr: 1.000e-06, eta: 2 days, 10:57:45, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0243, loss_cls: 0.1203, acc: 95.5762, loss_bbox: 0.2105, loss_mask: 0.0000, loss: 0.3670 2022-05-13 07:34:13,501 - mmdet - INFO - Epoch [93][3300/3992] lr: 1.000e-06, eta: 2 days, 10:57:21, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0252, loss_cls: 0.1539, acc: 94.3750, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4389 2022-05-13 07:34:39,067 - mmdet - INFO - Epoch [93][3350/3992] lr: 1.000e-06, eta: 2 days, 10:56:58, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0259, loss_cls: 0.1420, acc: 94.7559, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4142 2022-05-13 07:35:04,016 - mmdet - INFO - Epoch [93][3400/3992] lr: 1.000e-06, eta: 2 days, 10:56:33, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0299, loss_cls: 0.1507, acc: 94.4062, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4531 2022-05-13 07:35:28,933 - mmdet - INFO - Epoch [93][3450/3992] lr: 1.000e-06, eta: 2 days, 10:56:08, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0275, loss_cls: 0.1450, acc: 94.5762, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4389 2022-05-13 07:35:55,386 - mmdet - INFO - Epoch [93][3500/3992] lr: 1.000e-06, eta: 2 days, 10:55:45, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0276, loss_cls: 0.1534, acc: 94.1641, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4546 2022-05-13 07:36:21,154 - mmdet - INFO - Epoch [93][3550/3992] lr: 1.000e-06, eta: 2 days, 10:55:22, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0300, loss_cls: 0.1641, acc: 94.0781, loss_bbox: 0.2705, loss_mask: 0.0000, loss: 0.4762 2022-05-13 07:36:46,331 - mmdet - INFO - Epoch [93][3600/3992] lr: 1.000e-06, eta: 2 days, 10:54:57, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0257, loss_cls: 0.1363, acc: 94.8047, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4126 2022-05-13 07:37:10,811 - mmdet - INFO - Epoch [93][3650/3992] lr: 1.000e-06, eta: 2 days, 10:54:32, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0208, loss_cls: 0.1265, acc: 95.2148, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3830 2022-05-13 07:37:34,899 - mmdet - INFO - Epoch [93][3700/3992] lr: 1.000e-06, eta: 2 days, 10:54:06, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0214, loss_cls: 0.1269, acc: 95.2246, loss_bbox: 0.2213, loss_mask: 0.0000, loss: 0.3804 2022-05-13 07:38:01,148 - mmdet - INFO - Epoch [93][3750/3992] lr: 1.000e-06, eta: 2 days, 10:53:43, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0205, loss_rpn_bbox: 0.0252, loss_cls: 0.1379, acc: 94.8711, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4174 2022-05-13 07:38:27,036 - mmdet - INFO - Epoch [93][3800/3992] lr: 1.000e-06, eta: 2 days, 10:53:20, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0230, loss_cls: 0.1264, acc: 95.1777, loss_bbox: 0.2197, loss_mask: 0.0000, loss: 0.3793 2022-05-13 07:38:51,150 - mmdet - INFO - Epoch [93][3850/3992] lr: 1.000e-06, eta: 2 days, 10:52:54, time: 0.482, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0247, loss_cls: 0.1395, acc: 94.9199, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4132 2022-05-13 07:39:16,371 - mmdet - INFO - Epoch [93][3900/3992] lr: 1.000e-06, eta: 2 days, 10:52:30, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1415, acc: 94.6797, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4175 2022-05-13 07:39:40,479 - mmdet - INFO - Epoch [93][3950/3992] lr: 1.000e-06, eta: 2 days, 10:52:04, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0238, loss_cls: 0.1371, acc: 94.6914, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4147 2022-05-13 07:40:01,249 - mmdet - INFO - Saving checkpoint at 93 epochs 2022-05-13 07:45:38,917 - mmdet - INFO - Evaluating bbox... 2022-05-13 07:45:54,777 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.292 2022-05-13 07:45:54,782 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.116 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.486 | pillow | 0.054 | box | 0.019 | | garbage_bin | 0.349 | cabinet | 0.045 | drawer | 0.058 | | shelf | 0.106 | kitchen_counter | 0.165 | kitchen_cabinet | 0.195 | | cpu | 0.030 | bench | 0.154 | file_cabinet | 0.091 | | whiteboard | 0.138 | lamp | 0.172 | endtable | 0.134 | | bookshelf | 0.226 | coffee_table | 0.196 | dresser | 0.171 | | paper | 0.008 | printer | 0.198 | monitor | 0.222 | | back_pack | 0.066 | night_stand | 0.302 | door | 0.079 | | picture | 0.043 | ottoman | 0.188 | stool | 0.224 | | outlet | 0.000 | towel | 0.072 | tray | 0.016 | | bag | 0.015 | stove | 0.115 | bathtub | 0.430 | | scanner | 0.208 | cubby | 0.019 | mirror | 0.024 | | bottle | 0.004 | rack | 0.018 | cup | 0.079 | | thermos | 0.016 | island | 0.088 | counter | 0.030 | | bowl | 0.052 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.195 | | cart | 0.107 | tv_stand | 0.125 | poster | 0.002 | | soap_dispenser | 0.014 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.035 | bed | 0.603 | | dining_table | 0.005 | toilet | 0.530 | tv | 0.267 | | laptop | 0.111 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.088 | telephone | 0.026 | microwave | 0.251 | | oven | 0.020 | paper_towel_dispenser | 0.230 | sink | 0.171 | | fridge | 0.177 | book | 0.009 | clock | 0.080 | | vase | 0.043 | fire_extinguisher | 0.013 | blinds | 0.020 | | podium | 0.200 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:45:54,785 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.227 | table | 0.455 | desk | 0.198 | | sofa_chair | 0.675 | pillow | 0.140 | box | 0.048 | | garbage_bin | 0.608 | cabinet | 0.088 | drawer | 0.089 | | shelf | 0.216 | kitchen_counter | 0.281 | kitchen_cabinet | 0.326 | | cpu | 0.081 | bench | 0.292 | file_cabinet | 0.122 | | whiteboard | 0.221 | lamp | 0.377 | endtable | 0.252 | | bookshelf | 0.412 | coffee_table | 0.367 | dresser | 0.264 | | paper | 0.026 | printer | 0.349 | monitor | 0.533 | | back_pack | 0.138 | night_stand | 0.524 | door | 0.123 | | picture | 0.077 | ottoman | 0.273 | stool | 0.424 | | outlet | 0.000 | towel | 0.113 | tray | 0.042 | | bag | 0.022 | stove | 0.206 | bathtub | 0.680 | | scanner | 0.313 | cubby | 0.032 | mirror | 0.049 | | bottle | 0.007 | rack | 0.027 | cup | 0.183 | | thermos | 0.152 | island | 0.125 | counter | 0.034 | | bowl | 0.087 | plate | 0.001 | organizer | 0.000 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.290 | | cart | 0.177 | tv_stand | 0.235 | poster | 0.006 | | soap_dispenser | 0.025 | toy | nan | chair | 0.684 | | sofa | 0.616 | plant | 0.090 | bed | 0.876 | | dining_table | 0.008 | toilet | 0.849 | tv | 0.463 | | laptop | 0.233 | mouse | 0.094 | basket | 0.000 | | keyboard | 0.264 | telephone | 0.073 | microwave | 0.472 | | oven | 0.042 | paper_towel_dispenser | 0.392 | sink | 0.504 | | fridge | 0.283 | book | 0.024 | clock | 0.136 | | vase | 0.082 | fire_extinguisher | 0.103 | blinds | 0.060 | | podium | 0.277 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:45:54,788 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.119 | table | 0.259 | desk | 0.086 | | sofa_chair | 0.567 | pillow | 0.030 | box | 0.009 | | garbage_bin | 0.383 | cabinet | 0.041 | drawer | 0.064 | | shelf | 0.090 | kitchen_counter | 0.162 | kitchen_cabinet | 0.209 | | cpu | 0.005 | bench | 0.142 | file_cabinet | 0.119 | | whiteboard | 0.143 | lamp | 0.139 | endtable | 0.114 | | bookshelf | 0.227 | coffee_table | 0.152 | dresser | 0.202 | | paper | 0.003 | printer | 0.157 | monitor | 0.142 | | back_pack | 0.059 | night_stand | 0.311 | door | 0.107 | | picture | 0.049 | ottoman | 0.231 | stool | 0.236 | | outlet | 0.000 | towel | 0.071 | tray | 0.021 | | bag | 0.019 | stove | 0.109 | bathtub | 0.482 | | scanner | 0.204 | cubby | 0.021 | mirror | 0.014 | | bottle | 0.005 | rack | 0.023 | cup | 0.044 | | thermos | 0.000 | island | 0.106 | counter | 0.033 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.099 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.007 | toy | nan | chair | 0.297 | | sofa | 0.462 | plant | 0.016 | bed | 0.692 | | dining_table | 0.002 | toilet | 0.572 | tv | 0.284 | | laptop | 0.099 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.010 | microwave | 0.227 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.076 | | fridge | 0.193 | book | 0.006 | clock | 0.119 | | vase | 0.046 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.255 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:45:54,788 - mmdet - INFO - Evaluating segm... 2022-05-13 07:46:12,437 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 07:46:12,442 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:46:12,445 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:46:12,448 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 07:46:12,748 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 07:46:12,748 - mmdet - INFO - Epoch(val) [93][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.225 0.124 0.005 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 07:46:38,081 - mmdet - INFO - Epoch [94][50/3992] lr: 1.000e-06, eta: 2 days, 10:50:55, time: 0.506, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0218, loss_cls: 0.1392, acc: 94.7031, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4161 2022-05-13 07:47:02,849 - mmdet - INFO - Epoch [94][100/3992] lr: 1.000e-06, eta: 2 days, 10:50:30, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0270, loss_cls: 0.1414, acc: 94.6250, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4208 2022-05-13 07:47:28,282 - mmdet - INFO - Epoch [94][150/3992] lr: 1.000e-06, eta: 2 days, 10:50:06, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0265, loss_cls: 0.1422, acc: 94.6367, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4337 2022-05-13 07:47:53,809 - mmdet - INFO - Epoch [94][200/3992] lr: 1.000e-06, eta: 2 days, 10:49:42, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0277, loss_cls: 0.1398, acc: 94.8828, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4098 2022-05-13 07:48:20,011 - mmdet - INFO - Epoch [94][250/3992] lr: 1.000e-06, eta: 2 days, 10:49:19, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0217, loss_cls: 0.1294, acc: 95.0527, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3856 2022-05-13 07:48:44,379 - mmdet - INFO - Epoch [94][300/3992] lr: 1.000e-06, eta: 2 days, 10:48:54, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0237, loss_cls: 0.1463, acc: 94.6777, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4237 2022-05-13 07:49:09,722 - mmdet - INFO - Epoch [94][350/3992] lr: 1.000e-06, eta: 2 days, 10:48:30, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0273, loss_cls: 0.1456, acc: 94.5352, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4389 2022-05-13 07:49:34,886 - mmdet - INFO - Epoch [94][400/3992] lr: 1.000e-06, eta: 2 days, 10:48:05, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0220, loss_cls: 0.1253, acc: 95.2754, loss_bbox: 0.2208, loss_mask: 0.0000, loss: 0.3788 2022-05-13 07:49:59,271 - mmdet - INFO - Epoch [94][450/3992] lr: 1.000e-06, eta: 2 days, 10:47:40, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0250, loss_cls: 0.1382, acc: 94.8652, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4184 2022-05-13 07:50:24,316 - mmdet - INFO - Epoch [94][500/3992] lr: 1.000e-06, eta: 2 days, 10:47:15, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0291, loss_cls: 0.1396, acc: 94.7168, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4263 2022-05-13 07:50:49,754 - mmdet - INFO - Epoch [94][550/3992] lr: 1.000e-06, eta: 2 days, 10:46:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0267, loss_cls: 0.1475, acc: 94.5176, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4381 2022-05-13 07:51:14,653 - mmdet - INFO - Epoch [94][600/3992] lr: 1.000e-06, eta: 2 days, 10:46:27, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0257, loss_cls: 0.1468, acc: 94.3945, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4364 2022-05-13 07:51:39,066 - mmdet - INFO - Epoch [94][650/3992] lr: 1.000e-06, eta: 2 days, 10:46:01, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0259, loss_cls: 0.1550, acc: 94.3242, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4531 2022-05-13 07:52:04,103 - mmdet - INFO - Epoch [94][700/3992] lr: 1.000e-06, eta: 2 days, 10:45:37, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0284, loss_cls: 0.1661, acc: 93.8691, loss_bbox: 0.2675, loss_mask: 0.0000, loss: 0.4747 2022-05-13 07:52:28,768 - mmdet - INFO - Epoch [94][750/3992] lr: 1.000e-06, eta: 2 days, 10:45:12, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0272, loss_cls: 0.1569, acc: 94.3105, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4581 2022-05-13 07:52:54,506 - mmdet - INFO - Epoch [94][800/3992] lr: 1.000e-06, eta: 2 days, 10:44:48, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0245, loss_cls: 0.1479, acc: 94.4043, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4358 2022-05-13 07:53:18,745 - mmdet - INFO - Epoch [94][850/3992] lr: 1.000e-06, eta: 2 days, 10:44:23, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0249, loss_cls: 0.1546, acc: 94.4121, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4272 2022-05-13 07:53:43,768 - mmdet - INFO - Epoch [94][900/3992] lr: 1.000e-06, eta: 2 days, 10:43:58, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0284, loss_cls: 0.1644, acc: 93.6348, loss_bbox: 0.2731, loss_mask: 0.0000, loss: 0.4814 2022-05-13 07:54:09,245 - mmdet - INFO - Epoch [94][950/3992] lr: 1.000e-06, eta: 2 days, 10:43:34, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0276, loss_cls: 0.1373, acc: 95.0000, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4205 2022-05-13 07:54:34,411 - mmdet - INFO - Epoch [94][1000/3992] lr: 1.000e-06, eta: 2 days, 10:43:10, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0221, loss_cls: 0.1351, acc: 94.8242, loss_bbox: 0.2268, loss_mask: 0.0000, loss: 0.3943 2022-05-13 07:55:00,426 - mmdet - INFO - Epoch [94][1050/3992] lr: 1.000e-06, eta: 2 days, 10:42:46, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0244, loss_cls: 0.1327, acc: 95.1875, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3898 2022-05-13 07:55:25,608 - mmdet - INFO - Epoch [94][1100/3992] lr: 1.000e-06, eta: 2 days, 10:42:22, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0279, loss_cls: 0.1563, acc: 94.1270, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4460 2022-05-13 07:55:51,109 - mmdet - INFO - Epoch [94][1150/3992] lr: 1.000e-06, eta: 2 days, 10:41:58, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0285, loss_cls: 0.1479, acc: 94.5273, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4393 2022-05-13 07:56:16,228 - mmdet - INFO - Epoch [94][1200/3992] lr: 1.000e-06, eta: 2 days, 10:41:34, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0256, loss_cls: 0.1383, acc: 94.6816, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4116 2022-05-13 07:56:41,599 - mmdet - INFO - Epoch [94][1250/3992] lr: 1.000e-06, eta: 2 days, 10:41:09, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0251, loss_cls: 0.1347, acc: 94.8965, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4049 2022-05-13 07:57:05,461 - mmdet - INFO - Epoch [94][1300/3992] lr: 1.000e-06, eta: 2 days, 10:40:44, time: 0.477, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0227, loss_cls: 0.1328, acc: 95.2617, loss_bbox: 0.2173, loss_mask: 0.0000, loss: 0.3833 2022-05-13 07:57:29,467 - mmdet - INFO - Epoch [94][1350/3992] lr: 1.000e-06, eta: 2 days, 10:40:18, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0246, loss_cls: 0.1455, acc: 94.5488, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4219 2022-05-13 07:57:54,408 - mmdet - INFO - Epoch [94][1400/3992] lr: 1.000e-06, eta: 2 days, 10:39:53, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0240, loss_cls: 0.1472, acc: 94.8242, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4160 2022-05-13 07:58:19,329 - mmdet - INFO - Epoch [94][1450/3992] lr: 1.000e-06, eta: 2 days, 10:39:29, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0298, loss_cls: 0.1639, acc: 94.1895, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4540 2022-05-13 07:58:44,379 - mmdet - INFO - Epoch [94][1500/3992] lr: 1.000e-06, eta: 2 days, 10:39:04, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0270, loss_cls: 0.1448, acc: 94.4375, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4414 2022-05-13 07:59:09,423 - mmdet - INFO - Epoch [94][1550/3992] lr: 1.000e-06, eta: 2 days, 10:38:39, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0272, loss_cls: 0.1655, acc: 93.6621, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4695 2022-05-13 07:59:35,257 - mmdet - INFO - Epoch [94][1600/3992] lr: 1.000e-06, eta: 2 days, 10:38:16, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0292, loss_cls: 0.1599, acc: 94.2461, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4601 2022-05-13 07:59:59,879 - mmdet - INFO - Epoch [94][1650/3992] lr: 1.000e-06, eta: 2 days, 10:37:51, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0247, loss_cls: 0.1401, acc: 94.7734, loss_bbox: 0.2356, loss_mask: 0.0000, loss: 0.4104 2022-05-13 08:00:24,776 - mmdet - INFO - Epoch [94][1700/3992] lr: 1.000e-06, eta: 2 days, 10:37:26, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0243, loss_cls: 0.1467, acc: 94.3633, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4414 2022-05-13 08:00:49,818 - mmdet - INFO - Epoch [94][1750/3992] lr: 1.000e-06, eta: 2 days, 10:37:02, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0245, loss_cls: 0.1350, acc: 95.0352, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4061 2022-05-13 08:01:14,683 - mmdet - INFO - Epoch [94][1800/3992] lr: 1.000e-06, eta: 2 days, 10:36:37, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0240, loss_cls: 0.1519, acc: 94.3359, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4407 2022-05-13 08:01:40,417 - mmdet - INFO - Epoch [94][1850/3992] lr: 1.000e-06, eta: 2 days, 10:36:13, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0223, loss_cls: 0.1362, acc: 94.9219, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.3977 2022-05-13 08:02:05,455 - mmdet - INFO - Epoch [94][1900/3992] lr: 1.000e-06, eta: 2 days, 10:35:49, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0272, loss_cls: 0.1469, acc: 94.4648, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4333 2022-05-13 08:02:30,607 - mmdet - INFO - Epoch [94][1950/3992] lr: 1.000e-06, eta: 2 days, 10:35:24, time: 0.503, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0220, loss_cls: 0.1333, acc: 95.0625, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3878 2022-05-13 08:02:55,826 - mmdet - INFO - Epoch [94][2000/3992] lr: 1.000e-06, eta: 2 days, 10:35:00, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0281, loss_cls: 0.1579, acc: 94.0762, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4594 2022-05-13 08:03:20,882 - mmdet - INFO - Epoch [94][2050/3992] lr: 1.000e-06, eta: 2 days, 10:34:35, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0236, loss_cls: 0.1338, acc: 95.0566, loss_bbox: 0.2234, loss_mask: 0.0000, loss: 0.3928 2022-05-13 08:03:45,942 - mmdet - INFO - Epoch [94][2100/3992] lr: 1.000e-06, eta: 2 days, 10:34:11, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0289, loss_cls: 0.1498, acc: 94.5742, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4439 2022-05-13 08:04:11,430 - mmdet - INFO - Epoch [94][2150/3992] lr: 1.000e-06, eta: 2 days, 10:33:47, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0234, loss_cls: 0.1397, acc: 94.7656, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4030 2022-05-13 08:04:36,765 - mmdet - INFO - Epoch [94][2200/3992] lr: 1.000e-06, eta: 2 days, 10:33:23, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0239, loss_cls: 0.1412, acc: 94.8164, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4200 2022-05-13 08:05:01,512 - mmdet - INFO - Epoch [94][2250/3992] lr: 1.000e-06, eta: 2 days, 10:32:58, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0266, loss_cls: 0.1399, acc: 94.5430, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4219 2022-05-13 08:05:26,702 - mmdet - INFO - Epoch [94][2300/3992] lr: 1.000e-06, eta: 2 days, 10:32:33, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0216, loss_cls: 0.1382, acc: 94.6719, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4055 2022-05-13 08:05:51,731 - mmdet - INFO - Epoch [94][2350/3992] lr: 1.000e-06, eta: 2 days, 10:32:09, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0268, loss_cls: 0.1402, acc: 94.8828, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4157 2022-05-13 08:06:16,336 - mmdet - INFO - Epoch [94][2400/3992] lr: 1.000e-06, eta: 2 days, 10:31:44, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0242, loss_cls: 0.1441, acc: 94.6719, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4110 2022-05-13 08:06:41,838 - mmdet - INFO - Epoch [94][2450/3992] lr: 1.000e-06, eta: 2 days, 10:31:20, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0256, loss_cls: 0.1468, acc: 94.6367, loss_bbox: 0.2441, loss_mask: 0.0000, loss: 0.4293 2022-05-13 08:07:06,241 - mmdet - INFO - Epoch [94][2500/3992] lr: 1.000e-06, eta: 2 days, 10:30:55, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0249, loss_cls: 0.1533, acc: 94.3906, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4384 2022-05-13 08:07:32,195 - mmdet - INFO - Epoch [94][2550/3992] lr: 1.000e-06, eta: 2 days, 10:30:31, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0261, loss_cls: 0.1467, acc: 94.4902, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4284 2022-05-13 08:07:57,394 - mmdet - INFO - Epoch [94][2600/3992] lr: 1.000e-06, eta: 2 days, 10:30:07, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0251, loss_cls: 0.1615, acc: 94.2461, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4564 2022-05-13 08:08:22,911 - mmdet - INFO - Epoch [94][2650/3992] lr: 1.000e-06, eta: 2 days, 10:29:43, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0250, loss_cls: 0.1487, acc: 94.5391, loss_bbox: 0.2491, loss_mask: 0.0000, loss: 0.4382 2022-05-13 08:08:49,692 - mmdet - INFO - Epoch [94][2700/3992] lr: 1.000e-06, eta: 2 days, 10:29:20, time: 0.536, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0267, loss_cls: 0.1422, acc: 94.5059, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4187 2022-05-13 08:09:13,135 - mmdet - INFO - Epoch [94][2750/3992] lr: 1.000e-06, eta: 2 days, 10:28:54, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0260, loss_cls: 0.1249, acc: 95.4199, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3851 2022-05-13 08:09:38,616 - mmdet - INFO - Epoch [94][2800/3992] lr: 1.000e-06, eta: 2 days, 10:28:30, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0276, loss_cls: 0.1433, acc: 94.7246, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4186 2022-05-13 08:10:04,390 - mmdet - INFO - Epoch [94][2850/3992] lr: 1.000e-06, eta: 2 days, 10:28:06, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0244, loss_cls: 0.1375, acc: 94.8926, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4155 2022-05-13 08:10:30,444 - mmdet - INFO - Epoch [94][2900/3992] lr: 1.000e-06, eta: 2 days, 10:27:43, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0254, loss_cls: 0.1511, acc: 94.8125, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4302 2022-05-13 08:10:56,521 - mmdet - INFO - Epoch [94][2950/3992] lr: 1.000e-06, eta: 2 days, 10:27:19, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0268, loss_cls: 0.1497, acc: 94.4512, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4295 2022-05-13 08:11:21,888 - mmdet - INFO - Epoch [94][3000/3992] lr: 1.000e-06, eta: 2 days, 10:26:55, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0227, loss_cls: 0.1400, acc: 94.8574, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4060 2022-05-13 08:11:48,650 - mmdet - INFO - Epoch [94][3050/3992] lr: 1.000e-06, eta: 2 days, 10:26:33, time: 0.535, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0274, loss_cls: 0.1409, acc: 94.7324, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4168 2022-05-13 08:12:14,209 - mmdet - INFO - Epoch [94][3100/3992] lr: 1.000e-06, eta: 2 days, 10:26:09, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0206, loss_cls: 0.1283, acc: 95.2500, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3834 2022-05-13 08:12:39,712 - mmdet - INFO - Epoch [94][3150/3992] lr: 1.000e-06, eta: 2 days, 10:25:45, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0248, loss_cls: 0.1397, acc: 94.7559, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4143 2022-05-13 08:13:04,810 - mmdet - INFO - Epoch [94][3200/3992] lr: 1.000e-06, eta: 2 days, 10:25:20, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0280, loss_cls: 0.1480, acc: 94.3867, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4525 2022-05-13 08:13:29,953 - mmdet - INFO - Epoch [94][3250/3992] lr: 1.000e-06, eta: 2 days, 10:24:56, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0269, loss_cls: 0.1512, acc: 94.2461, loss_bbox: 0.2609, loss_mask: 0.0000, loss: 0.4531 2022-05-13 08:13:55,407 - mmdet - INFO - Epoch [94][3300/3992] lr: 1.000e-06, eta: 2 days, 10:24:32, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0258, loss_cls: 0.1388, acc: 94.9727, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4162 2022-05-13 08:14:20,057 - mmdet - INFO - Epoch [94][3350/3992] lr: 1.000e-06, eta: 2 days, 10:24:07, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0208, loss_rpn_bbox: 0.0258, loss_cls: 0.1477, acc: 94.5352, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4467 2022-05-13 08:14:44,813 - mmdet - INFO - Epoch [94][3400/3992] lr: 1.000e-06, eta: 2 days, 10:23:42, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0247, loss_cls: 0.1426, acc: 94.6855, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4239 2022-05-13 08:15:08,511 - mmdet - INFO - Epoch [94][3450/3992] lr: 1.000e-06, eta: 2 days, 10:23:16, time: 0.474, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0238, loss_rpn_bbox: 0.0250, loss_cls: 0.1432, acc: 94.7402, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4310 2022-05-13 08:15:32,868 - mmdet - INFO - Epoch [94][3500/3992] lr: 1.000e-06, eta: 2 days, 10:22:50, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0242, loss_cls: 0.1458, acc: 94.7188, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4261 2022-05-13 08:15:58,106 - mmdet - INFO - Epoch [94][3550/3992] lr: 1.000e-06, eta: 2 days, 10:22:26, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0250, loss_cls: 0.1404, acc: 94.7832, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4113 2022-05-13 08:16:22,940 - mmdet - INFO - Epoch [94][3600/3992] lr: 1.000e-06, eta: 2 days, 10:22:01, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0253, loss_cls: 0.1404, acc: 94.8672, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.4028 2022-05-13 08:16:47,880 - mmdet - INFO - Epoch [94][3650/3992] lr: 1.000e-06, eta: 2 days, 10:21:37, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0270, loss_cls: 0.1495, acc: 94.5449, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4400 2022-05-13 08:17:13,657 - mmdet - INFO - Epoch [94][3700/3992] lr: 1.000e-06, eta: 2 days, 10:21:13, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0226, loss_cls: 0.1337, acc: 94.8145, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4104 2022-05-13 08:17:38,023 - mmdet - INFO - Epoch [94][3750/3992] lr: 1.000e-06, eta: 2 days, 10:20:48, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0230, loss_cls: 0.1284, acc: 95.2305, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.3838 2022-05-13 08:18:02,842 - mmdet - INFO - Epoch [94][3800/3992] lr: 1.000e-06, eta: 2 days, 10:20:23, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0240, loss_cls: 0.1301, acc: 95.0352, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3940 2022-05-13 08:18:28,474 - mmdet - INFO - Epoch [94][3850/3992] lr: 1.000e-06, eta: 2 days, 10:19:59, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0285, loss_cls: 0.1548, acc: 94.3926, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4519 2022-05-13 08:18:54,464 - mmdet - INFO - Epoch [94][3900/3992] lr: 1.000e-06, eta: 2 days, 10:19:35, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0234, loss_cls: 0.1258, acc: 95.4180, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.3924 2022-05-13 08:19:19,541 - mmdet - INFO - Epoch [94][3950/3992] lr: 1.000e-06, eta: 2 days, 10:19:11, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0234, loss_cls: 0.1359, acc: 95.0469, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.4024 2022-05-13 08:19:40,207 - mmdet - INFO - Saving checkpoint at 94 epochs 2022-05-13 08:25:18,418 - mmdet - INFO - Evaluating bbox... 2022-05-13 08:25:34,375 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 08:25:34,380 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.258 | desk | 0.098 | | sofa_chair | 0.482 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.348 | cabinet | 0.045 | drawer | 0.058 | | shelf | 0.104 | kitchen_counter | 0.164 | kitchen_cabinet | 0.197 | | cpu | 0.027 | bench | 0.154 | file_cabinet | 0.085 | | whiteboard | 0.150 | lamp | 0.171 | endtable | 0.135 | | bookshelf | 0.228 | coffee_table | 0.191 | dresser | 0.174 | | paper | 0.008 | printer | 0.205 | monitor | 0.221 | | back_pack | 0.065 | night_stand | 0.299 | door | 0.083 | | picture | 0.043 | ottoman | 0.185 | stool | 0.223 | | outlet | 0.000 | towel | 0.074 | tray | 0.014 | | bag | 0.016 | stove | 0.107 | bathtub | 0.431 | | scanner | 0.210 | cubby | 0.022 | mirror | 0.023 | | bottle | 0.004 | rack | 0.020 | cup | 0.075 | | thermos | 0.002 | island | 0.088 | counter | 0.030 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.203 | | cart | 0.104 | tv_stand | 0.120 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.419 | plant | 0.036 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.536 | tv | 0.267 | | laptop | 0.107 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.087 | telephone | 0.026 | microwave | 0.253 | | oven | 0.017 | paper_towel_dispenser | 0.230 | sink | 0.168 | | fridge | 0.178 | book | 0.009 | clock | 0.083 | | vase | 0.043 | fire_extinguisher | 0.011 | blinds | 0.019 | | podium | 0.207 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:34,383 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.223 | table | 0.457 | desk | 0.201 | | sofa_chair | 0.676 | pillow | 0.141 | box | 0.050 | | garbage_bin | 0.604 | cabinet | 0.089 | drawer | 0.087 | | shelf | 0.212 | kitchen_counter | 0.277 | kitchen_cabinet | 0.332 | | cpu | 0.078 | bench | 0.289 | file_cabinet | 0.114 | | whiteboard | 0.231 | lamp | 0.374 | endtable | 0.253 | | bookshelf | 0.401 | coffee_table | 0.366 | dresser | 0.269 | | paper | 0.026 | printer | 0.361 | monitor | 0.528 | | back_pack | 0.137 | night_stand | 0.520 | door | 0.123 | | picture | 0.076 | ottoman | 0.266 | stool | 0.420 | | outlet | 0.000 | towel | 0.116 | tray | 0.037 | | bag | 0.022 | stove | 0.202 | bathtub | 0.683 | | scanner | 0.313 | cubby | 0.031 | mirror | 0.050 | | bottle | 0.007 | rack | 0.031 | cup | 0.176 | | thermos | 0.002 | island | 0.126 | counter | 0.033 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.308 | | cart | 0.171 | tv_stand | 0.185 | poster | 0.004 | | soap_dispenser | 0.018 | toy | nan | chair | 0.686 | | sofa | 0.612 | plant | 0.091 | bed | 0.876 | | dining_table | 0.008 | toilet | 0.851 | tv | 0.459 | | laptop | 0.234 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.261 | telephone | 0.066 | microwave | 0.471 | | oven | 0.032 | paper_towel_dispenser | 0.392 | sink | 0.486 | | fridge | 0.317 | book | 0.024 | clock | 0.136 | | vase | 0.085 | fire_extinguisher | 0.075 | blinds | 0.054 | | podium | 0.278 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:34,387 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.265 | desk | 0.087 | | sofa_chair | 0.557 | pillow | 0.034 | box | 0.010 | | garbage_bin | 0.383 | cabinet | 0.040 | drawer | 0.063 | | shelf | 0.093 | kitchen_counter | 0.152 | kitchen_cabinet | 0.218 | | cpu | 0.006 | bench | 0.141 | file_cabinet | 0.111 | | whiteboard | 0.161 | lamp | 0.133 | endtable | 0.118 | | bookshelf | 0.231 | coffee_table | 0.155 | dresser | 0.196 | | paper | 0.003 | printer | 0.176 | monitor | 0.145 | | back_pack | 0.035 | night_stand | 0.314 | door | 0.112 | | picture | 0.046 | ottoman | 0.229 | stool | 0.247 | | outlet | 0.000 | towel | 0.086 | tray | 0.014 | | bag | 0.020 | stove | 0.082 | bathtub | 0.457 | | scanner | 0.203 | cubby | 0.027 | mirror | 0.015 | | bottle | 0.005 | rack | 0.026 | cup | 0.043 | | thermos | 0.002 | island | 0.106 | counter | 0.033 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.175 | | cart | 0.077 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.295 | | sofa | 0.474 | plant | 0.019 | bed | 0.700 | | dining_table | 0.002 | toilet | 0.561 | tv | 0.284 | | laptop | 0.087 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.009 | microwave | 0.229 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.069 | | fridge | 0.187 | book | 0.005 | clock | 0.121 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.008 | | podium | 0.248 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:34,387 - mmdet - INFO - Evaluating segm... 2022-05-13 08:25:52,616 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 08:25:52,621 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:52,624 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:52,627 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 08:25:52,938 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 08:25:52,938 - mmdet - INFO - Epoch(val) [94][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2220, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.222 0.124 0.006 0.045 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 08:26:19,009 - mmdet - INFO - Epoch [95][50/3992] lr: 1.000e-06, eta: 2 days, 10:18:03, time: 0.521, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0228, loss_cls: 0.1366, acc: 95.0859, loss_bbox: 0.2200, loss_mask: 0.0000, loss: 0.3914 2022-05-13 08:26:43,237 - mmdet - INFO - Epoch [95][100/3992] lr: 1.000e-06, eta: 2 days, 10:17:38, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0285, loss_cls: 0.1422, acc: 94.6816, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4260 2022-05-13 08:27:09,355 - mmdet - INFO - Epoch [95][150/3992] lr: 1.000e-06, eta: 2 days, 10:17:14, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0259, loss_cls: 0.1370, acc: 94.9355, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4170 2022-05-13 08:27:34,078 - mmdet - INFO - Epoch [95][200/3992] lr: 1.000e-06, eta: 2 days, 10:16:50, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0253, loss_cls: 0.1284, acc: 95.3730, loss_bbox: 0.2141, loss_mask: 0.0000, loss: 0.3840 2022-05-13 08:27:59,839 - mmdet - INFO - Epoch [95][250/3992] lr: 1.000e-06, eta: 2 days, 10:16:26, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0266, loss_cls: 0.1572, acc: 94.0605, loss_bbox: 0.2674, loss_mask: 0.0000, loss: 0.4647 2022-05-13 08:28:24,415 - mmdet - INFO - Epoch [95][300/3992] lr: 1.000e-06, eta: 2 days, 10:16:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0228, loss_cls: 0.1399, acc: 95.0391, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4060 2022-05-13 08:28:50,829 - mmdet - INFO - Epoch [95][350/3992] lr: 1.000e-06, eta: 2 days, 10:15:38, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0263, loss_cls: 0.1418, acc: 94.6270, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4253 2022-05-13 08:29:16,131 - mmdet - INFO - Epoch [95][400/3992] lr: 1.000e-06, eta: 2 days, 10:15:14, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0275, loss_cls: 0.1453, acc: 94.4805, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4427 2022-05-13 08:29:41,155 - mmdet - INFO - Epoch [95][450/3992] lr: 1.000e-06, eta: 2 days, 10:14:49, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0208, loss_cls: 0.1298, acc: 95.3047, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3839 2022-05-13 08:30:06,273 - mmdet - INFO - Epoch [95][500/3992] lr: 1.000e-06, eta: 2 days, 10:14:25, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0268, loss_cls: 0.1407, acc: 94.7520, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4137 2022-05-13 08:30:30,928 - mmdet - INFO - Epoch [95][550/3992] lr: 1.000e-06, eta: 2 days, 10:14:00, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0232, loss_cls: 0.1314, acc: 95.0352, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4043 2022-05-13 08:30:55,998 - mmdet - INFO - Epoch [95][600/3992] lr: 1.000e-06, eta: 2 days, 10:13:35, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0285, loss_cls: 0.1457, acc: 94.5742, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4187 2022-05-13 08:31:21,738 - mmdet - INFO - Epoch [95][650/3992] lr: 1.000e-06, eta: 2 days, 10:13:11, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0213, loss_cls: 0.1331, acc: 95.1621, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.3933 2022-05-13 08:31:46,716 - mmdet - INFO - Epoch [95][700/3992] lr: 1.000e-06, eta: 2 days, 10:12:47, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0251, loss_cls: 0.1427, acc: 94.7148, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4256 2022-05-13 08:32:12,254 - mmdet - INFO - Epoch [95][750/3992] lr: 1.000e-06, eta: 2 days, 10:12:23, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0273, loss_cls: 0.1475, acc: 94.4785, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4451 2022-05-13 08:32:36,828 - mmdet - INFO - Epoch [95][800/3992] lr: 1.000e-06, eta: 2 days, 10:11:58, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0223, loss_cls: 0.1387, acc: 94.9746, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4028 2022-05-13 08:33:01,541 - mmdet - INFO - Epoch [95][850/3992] lr: 1.000e-06, eta: 2 days, 10:11:33, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0268, loss_cls: 0.1437, acc: 94.6914, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4225 2022-05-13 08:33:26,416 - mmdet - INFO - Epoch [95][900/3992] lr: 1.000e-06, eta: 2 days, 10:11:08, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0230, loss_cls: 0.1456, acc: 94.7363, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4141 2022-05-13 08:33:50,664 - mmdet - INFO - Epoch [95][950/3992] lr: 1.000e-06, eta: 2 days, 10:10:43, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0241, loss_cls: 0.1323, acc: 95.0137, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3924 2022-05-13 08:34:15,943 - mmdet - INFO - Epoch [95][1000/3992] lr: 1.000e-06, eta: 2 days, 10:10:18, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0226, loss_cls: 0.1275, acc: 95.1758, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.3908 2022-05-13 08:34:40,568 - mmdet - INFO - Epoch [95][1050/3992] lr: 1.000e-06, eta: 2 days, 10:09:53, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0260, loss_cls: 0.1574, acc: 94.4238, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4368 2022-05-13 08:35:05,109 - mmdet - INFO - Epoch [95][1100/3992] lr: 1.000e-06, eta: 2 days, 10:09:28, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0262, loss_cls: 0.1392, acc: 94.7793, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4090 2022-05-13 08:35:30,335 - mmdet - INFO - Epoch [95][1150/3992] lr: 1.000e-06, eta: 2 days, 10:09:04, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0243, loss_cls: 0.1363, acc: 94.6367, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4149 2022-05-13 08:35:55,938 - mmdet - INFO - Epoch [95][1200/3992] lr: 1.000e-06, eta: 2 days, 10:08:40, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0273, loss_cls: 0.1370, acc: 94.7754, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4144 2022-05-13 08:36:21,596 - mmdet - INFO - Epoch [95][1250/3992] lr: 1.000e-06, eta: 2 days, 10:08:16, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0248, loss_cls: 0.1358, acc: 94.8887, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4084 2022-05-13 08:36:47,415 - mmdet - INFO - Epoch [95][1300/3992] lr: 1.000e-06, eta: 2 days, 10:07:53, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0253, loss_cls: 0.1335, acc: 94.9941, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4202 2022-05-13 08:37:12,877 - mmdet - INFO - Epoch [95][1350/3992] lr: 1.000e-06, eta: 2 days, 10:07:28, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0237, loss_cls: 0.1533, acc: 94.7266, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4361 2022-05-13 08:37:39,643 - mmdet - INFO - Epoch [95][1400/3992] lr: 1.000e-06, eta: 2 days, 10:07:06, time: 0.535, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0257, loss_cls: 0.1482, acc: 94.3438, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4353 2022-05-13 08:38:04,537 - mmdet - INFO - Epoch [95][1450/3992] lr: 1.000e-06, eta: 2 days, 10:06:41, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0226, loss_cls: 0.1260, acc: 95.1934, loss_bbox: 0.2176, loss_mask: 0.0000, loss: 0.3749 2022-05-13 08:38:29,628 - mmdet - INFO - Epoch [95][1500/3992] lr: 1.000e-06, eta: 2 days, 10:06:17, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0250, loss_cls: 0.1430, acc: 94.5820, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4266 2022-05-13 08:38:55,165 - mmdet - INFO - Epoch [95][1550/3992] lr: 1.000e-06, eta: 2 days, 10:05:53, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0263, loss_cls: 0.1381, acc: 94.5898, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4360 2022-05-13 08:39:20,505 - mmdet - INFO - Epoch [95][1600/3992] lr: 1.000e-06, eta: 2 days, 10:05:28, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0282, loss_cls: 0.1569, acc: 94.0684, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4617 2022-05-13 08:39:46,461 - mmdet - INFO - Epoch [95][1650/3992] lr: 1.000e-06, eta: 2 days, 10:05:05, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0262, loss_cls: 0.1360, acc: 94.8789, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.4064 2022-05-13 08:40:11,649 - mmdet - INFO - Epoch [95][1700/3992] lr: 1.000e-06, eta: 2 days, 10:04:41, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0260, loss_cls: 0.1572, acc: 94.2090, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4465 2022-05-13 08:40:36,852 - mmdet - INFO - Epoch [95][1750/3992] lr: 1.000e-06, eta: 2 days, 10:04:16, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0286, loss_cls: 0.1635, acc: 93.9141, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4653 2022-05-13 08:41:01,844 - mmdet - INFO - Epoch [95][1800/3992] lr: 1.000e-06, eta: 2 days, 10:03:52, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0251, loss_cls: 0.1530, acc: 94.3652, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4399 2022-05-13 08:41:26,706 - mmdet - INFO - Epoch [95][1850/3992] lr: 1.000e-06, eta: 2 days, 10:03:27, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0286, loss_cls: 0.1496, acc: 94.4980, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4405 2022-05-13 08:41:51,662 - mmdet - INFO - Epoch [95][1900/3992] lr: 1.000e-06, eta: 2 days, 10:03:02, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0260, loss_cls: 0.1506, acc: 94.5859, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4294 2022-05-13 08:42:16,480 - mmdet - INFO - Epoch [95][1950/3992] lr: 1.000e-06, eta: 2 days, 10:02:37, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0298, loss_cls: 0.1561, acc: 94.1641, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4627 2022-05-13 08:42:41,787 - mmdet - INFO - Epoch [95][2000/3992] lr: 1.000e-06, eta: 2 days, 10:02:13, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0256, loss_cls: 0.1644, acc: 94.1895, loss_bbox: 0.2659, loss_mask: 0.0000, loss: 0.4692 2022-05-13 08:43:07,527 - mmdet - INFO - Epoch [95][2050/3992] lr: 1.000e-06, eta: 2 days, 10:01:49, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0273, loss_cls: 0.1315, acc: 95.0879, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4022 2022-05-13 08:43:33,867 - mmdet - INFO - Epoch [95][2100/3992] lr: 1.000e-06, eta: 2 days, 10:01:26, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0259, loss_cls: 0.1325, acc: 94.9277, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4114 2022-05-13 08:43:59,558 - mmdet - INFO - Epoch [95][2150/3992] lr: 1.000e-06, eta: 2 days, 10:01:03, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0263, loss_cls: 0.1465, acc: 94.6152, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4321 2022-05-13 08:44:24,949 - mmdet - INFO - Epoch [95][2200/3992] lr: 1.000e-06, eta: 2 days, 10:00:38, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0266, loss_cls: 0.1352, acc: 94.9258, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4107 2022-05-13 08:44:50,070 - mmdet - INFO - Epoch [95][2250/3992] lr: 1.000e-06, eta: 2 days, 10:00:14, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0265, loss_cls: 0.1356, acc: 94.9746, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.4014 2022-05-13 08:45:14,626 - mmdet - INFO - Epoch [95][2300/3992] lr: 1.000e-06, eta: 2 days, 9:59:49, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0211, loss_cls: 0.1398, acc: 94.7930, loss_bbox: 0.2206, loss_mask: 0.0000, loss: 0.3919 2022-05-13 08:45:39,537 - mmdet - INFO - Epoch [95][2350/3992] lr: 1.000e-06, eta: 2 days, 9:59:24, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1319, acc: 95.0898, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4064 2022-05-13 08:46:04,590 - mmdet - INFO - Epoch [95][2400/3992] lr: 1.000e-06, eta: 2 days, 9:59:00, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0285, loss_cls: 0.1597, acc: 94.2148, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4676 2022-05-13 08:46:29,652 - mmdet - INFO - Epoch [95][2450/3992] lr: 1.000e-06, eta: 2 days, 9:58:35, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0258, loss_cls: 0.1474, acc: 94.7969, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4175 2022-05-13 08:46:54,140 - mmdet - INFO - Epoch [95][2500/3992] lr: 1.000e-06, eta: 2 days, 9:58:10, time: 0.490, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0224, loss_cls: 0.1286, acc: 95.3027, loss_bbox: 0.2145, loss_mask: 0.0000, loss: 0.3782 2022-05-13 08:47:20,540 - mmdet - INFO - Epoch [95][2550/3992] lr: 1.000e-06, eta: 2 days, 9:57:47, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0256, loss_cls: 0.1353, acc: 94.8086, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4183 2022-05-13 08:47:44,900 - mmdet - INFO - Epoch [95][2600/3992] lr: 1.000e-06, eta: 2 days, 9:57:22, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0237, loss_cls: 0.1369, acc: 94.8730, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4191 2022-05-13 08:48:10,615 - mmdet - INFO - Epoch [95][2650/3992] lr: 1.000e-06, eta: 2 days, 9:56:58, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0255, loss_cls: 0.1431, acc: 94.6699, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4138 2022-05-13 08:48:34,132 - mmdet - INFO - Epoch [95][2700/3992] lr: 1.000e-06, eta: 2 days, 9:56:32, time: 0.470, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0266, loss_cls: 0.1525, acc: 94.3848, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4488 2022-05-13 08:48:59,697 - mmdet - INFO - Epoch [95][2750/3992] lr: 1.000e-06, eta: 2 days, 9:56:08, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0315, loss_cls: 0.1430, acc: 94.5879, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4327 2022-05-13 08:49:24,313 - mmdet - INFO - Epoch [95][2800/3992] lr: 1.000e-06, eta: 2 days, 9:55:43, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0253, loss_cls: 0.1584, acc: 94.2695, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4576 2022-05-13 08:49:50,027 - mmdet - INFO - Epoch [95][2850/3992] lr: 1.000e-06, eta: 2 days, 9:55:19, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0263, loss_cls: 0.1403, acc: 94.6914, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4178 2022-05-13 08:50:15,671 - mmdet - INFO - Epoch [95][2900/3992] lr: 1.000e-06, eta: 2 days, 9:54:55, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0241, loss_cls: 0.1388, acc: 95.0059, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4054 2022-05-13 08:50:41,325 - mmdet - INFO - Epoch [95][2950/3992] lr: 1.000e-06, eta: 2 days, 9:54:31, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0260, loss_cls: 0.1455, acc: 94.6172, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4263 2022-05-13 08:51:05,274 - mmdet - INFO - Epoch [95][3000/3992] lr: 1.000e-06, eta: 2 days, 9:54:05, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0233, loss_cls: 0.1268, acc: 95.2168, loss_bbox: 0.2171, loss_mask: 0.0000, loss: 0.3770 2022-05-13 08:51:30,925 - mmdet - INFO - Epoch [95][3050/3992] lr: 1.000e-06, eta: 2 days, 9:53:41, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0268, loss_cls: 0.1635, acc: 94.1445, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4594 2022-05-13 08:51:55,419 - mmdet - INFO - Epoch [95][3100/3992] lr: 1.000e-06, eta: 2 days, 9:53:16, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0221, loss_cls: 0.1264, acc: 95.2656, loss_bbox: 0.2064, loss_mask: 0.0000, loss: 0.3693 2022-05-13 08:52:20,373 - mmdet - INFO - Epoch [95][3150/3992] lr: 1.000e-06, eta: 2 days, 9:52:52, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0264, loss_cls: 0.1579, acc: 94.2617, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4463 2022-05-13 08:52:46,152 - mmdet - INFO - Epoch [95][3200/3992] lr: 1.000e-06, eta: 2 days, 9:52:28, time: 0.516, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0303, loss_cls: 0.1512, acc: 94.1309, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4554 2022-05-13 08:53:12,000 - mmdet - INFO - Epoch [95][3250/3992] lr: 1.000e-06, eta: 2 days, 9:52:04, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0234, loss_rpn_bbox: 0.0258, loss_cls: 0.1473, acc: 94.7773, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4324 2022-05-13 08:53:36,824 - mmdet - INFO - Epoch [95][3300/3992] lr: 1.000e-06, eta: 2 days, 9:51:39, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0238, loss_cls: 0.1414, acc: 94.5938, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4203 2022-05-13 08:54:02,171 - mmdet - INFO - Epoch [95][3350/3992] lr: 1.000e-06, eta: 2 days, 9:51:15, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0258, loss_cls: 0.1448, acc: 94.4844, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4376 2022-05-13 08:54:27,714 - mmdet - INFO - Epoch [95][3400/3992] lr: 1.000e-06, eta: 2 days, 9:50:51, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0265, loss_cls: 0.1438, acc: 94.5215, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4292 2022-05-13 08:54:53,010 - mmdet - INFO - Epoch [95][3450/3992] lr: 1.000e-06, eta: 2 days, 9:50:27, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0240, loss_cls: 0.1491, acc: 94.6289, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4209 2022-05-13 08:55:17,230 - mmdet - INFO - Epoch [95][3500/3992] lr: 1.000e-06, eta: 2 days, 9:50:02, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0232, loss_cls: 0.1399, acc: 94.9473, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4067 2022-05-13 08:55:41,909 - mmdet - INFO - Epoch [95][3550/3992] lr: 1.000e-06, eta: 2 days, 9:49:37, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0269, loss_cls: 0.1459, acc: 94.5645, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4318 2022-05-13 08:56:06,959 - mmdet - INFO - Epoch [95][3600/3992] lr: 1.000e-06, eta: 2 days, 9:49:12, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0238, loss_cls: 0.1365, acc: 94.9316, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4083 2022-05-13 08:56:32,303 - mmdet - INFO - Epoch [95][3650/3992] lr: 1.000e-06, eta: 2 days, 9:48:48, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0259, loss_cls: 0.1440, acc: 94.5820, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4276 2022-05-13 08:56:57,241 - mmdet - INFO - Epoch [95][3700/3992] lr: 1.000e-06, eta: 2 days, 9:48:23, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0285, loss_cls: 0.1582, acc: 94.1992, loss_bbox: 0.2556, loss_mask: 0.0000, loss: 0.4603 2022-05-13 08:57:22,291 - mmdet - INFO - Epoch [95][3750/3992] lr: 1.000e-06, eta: 2 days, 9:47:59, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0249, loss_cls: 0.1536, acc: 94.2930, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4414 2022-05-13 08:57:48,226 - mmdet - INFO - Epoch [95][3800/3992] lr: 1.000e-06, eta: 2 days, 9:47:35, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0282, loss_cls: 0.1504, acc: 94.2754, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4412 2022-05-13 08:58:12,839 - mmdet - INFO - Epoch [95][3850/3992] lr: 1.000e-06, eta: 2 days, 9:47:10, time: 0.492, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0231, loss_cls: 0.1376, acc: 94.7969, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4154 2022-05-13 08:58:38,904 - mmdet - INFO - Epoch [95][3900/3992] lr: 1.000e-06, eta: 2 days, 9:46:47, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0202, loss_cls: 0.1154, acc: 95.4531, loss_bbox: 0.2120, loss_mask: 0.0000, loss: 0.3556 2022-05-13 08:59:03,514 - mmdet - INFO - Epoch [95][3950/3992] lr: 1.000e-06, eta: 2 days, 9:46:22, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0262, loss_cls: 0.1515, acc: 94.5840, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4482 2022-05-13 08:59:25,170 - mmdet - INFO - Saving checkpoint at 95 epochs 2022-05-13 09:05:01,876 - mmdet - INFO - Evaluating bbox... 2022-05-13 09:05:17,803 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.007 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 09:05:17,808 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.257 | desk | 0.095 | | sofa_chair | 0.482 | pillow | 0.057 | box | 0.017 | | garbage_bin | 0.350 | cabinet | 0.046 | drawer | 0.057 | | shelf | 0.106 | kitchen_counter | 0.166 | kitchen_cabinet | 0.196 | | cpu | 0.032 | bench | 0.158 | file_cabinet | 0.090 | | whiteboard | 0.139 | lamp | 0.172 | endtable | 0.131 | | bookshelf | 0.230 | coffee_table | 0.193 | dresser | 0.177 | | paper | 0.009 | printer | 0.208 | monitor | 0.222 | | back_pack | 0.066 | night_stand | 0.299 | door | 0.088 | | picture | 0.045 | ottoman | 0.184 | stool | 0.224 | | outlet | 0.000 | towel | 0.074 | tray | 0.010 | | bag | 0.017 | stove | 0.109 | bathtub | 0.422 | | scanner | 0.203 | cubby | 0.020 | mirror | 0.024 | | bottle | 0.003 | rack | 0.021 | cup | 0.077 | | thermos | 0.016 | island | 0.096 | counter | 0.033 | | bowl | 0.050 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.199 | | cart | 0.101 | tv_stand | 0.121 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.037 | bed | 0.610 | | dining_table | 0.005 | toilet | 0.541 | tv | 0.261 | | laptop | 0.103 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.084 | telephone | 0.026 | microwave | 0.254 | | oven | 0.017 | paper_towel_dispenser | 0.230 | sink | 0.167 | | fridge | 0.178 | book | 0.008 | clock | 0.082 | | vase | 0.044 | fire_extinguisher | 0.004 | blinds | 0.019 | | podium | 0.191 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:17,811 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.220 | table | 0.456 | desk | 0.195 | | sofa_chair | 0.674 | pillow | 0.142 | box | 0.044 | | garbage_bin | 0.619 | cabinet | 0.088 | drawer | 0.087 | | shelf | 0.220 | kitchen_counter | 0.280 | kitchen_cabinet | 0.331 | | cpu | 0.085 | bench | 0.304 | file_cabinet | 0.120 | | whiteboard | 0.218 | lamp | 0.378 | endtable | 0.248 | | bookshelf | 0.413 | coffee_table | 0.366 | dresser | 0.270 | | paper | 0.028 | printer | 0.355 | monitor | 0.530 | | back_pack | 0.140 | night_stand | 0.520 | door | 0.126 | | picture | 0.078 | ottoman | 0.271 | stool | 0.410 | | outlet | 0.000 | towel | 0.116 | tray | 0.032 | | bag | 0.025 | stove | 0.195 | bathtub | 0.670 | | scanner | 0.314 | cubby | 0.029 | mirror | 0.054 | | bottle | 0.006 | rack | 0.030 | cup | 0.180 | | thermos | 0.152 | island | 0.134 | counter | 0.038 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.302 | | cart | 0.163 | tv_stand | 0.225 | poster | 0.004 | | soap_dispenser | 0.020 | toy | nan | chair | 0.685 | | sofa | 0.614 | plant | 0.093 | bed | 0.877 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.454 | | laptop | 0.228 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.248 | telephone | 0.074 | microwave | 0.468 | | oven | 0.030 | paper_towel_dispenser | 0.392 | sink | 0.482 | | fridge | 0.325 | book | 0.022 | clock | 0.136 | | vase | 0.087 | fire_extinguisher | 0.021 | blinds | 0.053 | | podium | 0.268 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:17,815 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.125 | table | 0.267 | desk | 0.084 | | sofa_chair | 0.552 | pillow | 0.036 | box | 0.009 | | garbage_bin | 0.370 | cabinet | 0.041 | drawer | 0.056 | | shelf | 0.089 | kitchen_counter | 0.164 | kitchen_cabinet | 0.196 | | cpu | 0.007 | bench | 0.140 | file_cabinet | 0.117 | | whiteboard | 0.150 | lamp | 0.133 | endtable | 0.103 | | bookshelf | 0.224 | coffee_table | 0.154 | dresser | 0.199 | | paper | 0.006 | printer | 0.202 | monitor | 0.151 | | back_pack | 0.036 | night_stand | 0.315 | door | 0.116 | | picture | 0.050 | ottoman | 0.222 | stool | 0.251 | | outlet | 0.000 | towel | 0.085 | tray | 0.010 | | bag | 0.022 | stove | 0.097 | bathtub | 0.476 | | scanner | 0.185 | cubby | 0.024 | mirror | 0.011 | | bottle | 0.004 | rack | 0.025 | cup | 0.050 | | thermos | 0.002 | island | 0.113 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.171 | | cart | 0.076 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.020 | toy | nan | chair | 0.296 | | sofa | 0.463 | plant | 0.019 | bed | 0.708 | | dining_table | 0.002 | toilet | 0.569 | tv | 0.281 | | laptop | 0.083 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.010 | microwave | 0.229 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.079 | | fridge | 0.186 | book | 0.004 | clock | 0.119 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.247 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:17,815 - mmdet - INFO - Evaluating segm... 2022-05-13 09:05:35,804 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 09:05:35,809 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:35,812 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:35,816 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:05:36,126 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 09:05:36,126 - mmdet - INFO - Epoch(val) [95][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0070, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.225 0.124 0.007 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 09:06:02,542 - mmdet - INFO - Epoch [96][50/3992] lr: 1.000e-06, eta: 2 days, 9:45:15, time: 0.528, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0280, loss_cls: 0.1488, acc: 94.5625, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4517 2022-05-13 09:06:26,291 - mmdet - INFO - Epoch [96][100/3992] lr: 1.000e-06, eta: 2 days, 9:44:49, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0229, loss_cls: 0.1291, acc: 95.0840, loss_bbox: 0.2252, loss_mask: 0.0000, loss: 0.3889 2022-05-13 09:06:51,055 - mmdet - INFO - Epoch [96][150/3992] lr: 1.000e-06, eta: 2 days, 9:44:24, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0262, loss_cls: 0.1446, acc: 94.6719, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4256 2022-05-13 09:07:17,570 - mmdet - INFO - Epoch [96][200/3992] lr: 1.000e-06, eta: 2 days, 9:44:01, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0247, loss_cls: 0.1419, acc: 94.5293, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4248 2022-05-13 09:07:43,347 - mmdet - INFO - Epoch [96][250/3992] lr: 1.000e-06, eta: 2 days, 9:43:37, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0243, loss_cls: 0.1527, acc: 94.3398, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4450 2022-05-13 09:08:09,461 - mmdet - INFO - Epoch [96][300/3992] lr: 1.000e-06, eta: 2 days, 9:43:14, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0247, loss_cls: 0.1391, acc: 94.7559, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4101 2022-05-13 09:08:35,714 - mmdet - INFO - Epoch [96][350/3992] lr: 1.000e-06, eta: 2 days, 9:42:51, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0262, loss_cls: 0.1462, acc: 94.5000, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4343 2022-05-13 09:09:01,159 - mmdet - INFO - Epoch [96][400/3992] lr: 1.000e-06, eta: 2 days, 9:42:27, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0237, loss_cls: 0.1342, acc: 95.0000, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4021 2022-05-13 09:09:26,218 - mmdet - INFO - Epoch [96][450/3992] lr: 1.000e-06, eta: 2 days, 9:42:02, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0246, loss_cls: 0.1383, acc: 94.9648, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3974 2022-05-13 09:09:50,701 - mmdet - INFO - Epoch [96][500/3992] lr: 1.000e-06, eta: 2 days, 9:41:37, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0257, loss_cls: 0.1432, acc: 94.6074, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4305 2022-05-13 09:10:16,077 - mmdet - INFO - Epoch [96][550/3992] lr: 1.000e-06, eta: 2 days, 9:41:13, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0235, loss_cls: 0.1348, acc: 94.9590, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4052 2022-05-13 09:10:41,615 - mmdet - INFO - Epoch [96][600/3992] lr: 1.000e-06, eta: 2 days, 9:40:49, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0264, loss_cls: 0.1345, acc: 94.8418, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4147 2022-05-13 09:11:06,532 - mmdet - INFO - Epoch [96][650/3992] lr: 1.000e-06, eta: 2 days, 9:40:24, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0304, loss_cls: 0.1596, acc: 94.2207, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4697 2022-05-13 09:11:31,180 - mmdet - INFO - Epoch [96][700/3992] lr: 1.000e-06, eta: 2 days, 9:39:59, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0258, loss_cls: 0.1496, acc: 94.4473, loss_bbox: 0.2549, loss_mask: 0.0000, loss: 0.4441 2022-05-13 09:11:55,512 - mmdet - INFO - Epoch [96][750/3992] lr: 1.000e-06, eta: 2 days, 9:39:34, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0248, loss_cls: 0.1446, acc: 94.5586, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4173 2022-05-13 09:12:20,678 - mmdet - INFO - Epoch [96][800/3992] lr: 1.000e-06, eta: 2 days, 9:39:09, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0243, loss_cls: 0.1329, acc: 95.2734, loss_bbox: 0.2114, loss_mask: 0.0000, loss: 0.3806 2022-05-13 09:12:45,588 - mmdet - INFO - Epoch [96][850/3992] lr: 1.000e-06, eta: 2 days, 9:38:45, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0216, loss_cls: 0.1301, acc: 95.1211, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.3975 2022-05-13 09:13:11,419 - mmdet - INFO - Epoch [96][900/3992] lr: 1.000e-06, eta: 2 days, 9:38:21, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0209, loss_cls: 0.1385, acc: 94.9355, loss_bbox: 0.2288, loss_mask: 0.0000, loss: 0.3993 2022-05-13 09:13:36,304 - mmdet - INFO - Epoch [96][950/3992] lr: 1.000e-06, eta: 2 days, 9:37:56, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0282, loss_cls: 0.1491, acc: 94.5957, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4333 2022-05-13 09:14:01,182 - mmdet - INFO - Epoch [96][1000/3992] lr: 1.000e-06, eta: 2 days, 9:37:32, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0258, loss_cls: 0.1524, acc: 94.4883, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4437 2022-05-13 09:14:26,034 - mmdet - INFO - Epoch [96][1050/3992] lr: 1.000e-06, eta: 2 days, 9:37:07, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0260, loss_cls: 0.1443, acc: 94.6543, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4187 2022-05-13 09:14:50,556 - mmdet - INFO - Epoch [96][1100/3992] lr: 1.000e-06, eta: 2 days, 9:36:42, time: 0.490, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0267, loss_cls: 0.1334, acc: 95.0039, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.4050 2022-05-13 09:15:14,884 - mmdet - INFO - Epoch [96][1150/3992] lr: 1.000e-06, eta: 2 days, 9:36:16, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0252, loss_cls: 0.1385, acc: 94.9082, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.4008 2022-05-13 09:15:39,363 - mmdet - INFO - Epoch [96][1200/3992] lr: 1.000e-06, eta: 2 days, 9:35:51, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0292, loss_cls: 0.1492, acc: 94.3926, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4510 2022-05-13 09:16:05,440 - mmdet - INFO - Epoch [96][1250/3992] lr: 1.000e-06, eta: 2 days, 9:35:28, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0262, loss_cls: 0.1465, acc: 94.4219, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4298 2022-05-13 09:16:29,857 - mmdet - INFO - Epoch [96][1300/3992] lr: 1.000e-06, eta: 2 days, 9:35:03, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0236, loss_cls: 0.1416, acc: 94.7051, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4110 2022-05-13 09:16:54,485 - mmdet - INFO - Epoch [96][1350/3992] lr: 1.000e-06, eta: 2 days, 9:34:38, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0219, loss_cls: 0.1249, acc: 95.3965, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3712 2022-05-13 09:17:19,578 - mmdet - INFO - Epoch [96][1400/3992] lr: 1.000e-06, eta: 2 days, 9:34:13, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0253, loss_cls: 0.1446, acc: 94.5059, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4320 2022-05-13 09:17:44,073 - mmdet - INFO - Epoch [96][1450/3992] lr: 1.000e-06, eta: 2 days, 9:33:48, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0271, loss_cls: 0.1641, acc: 93.9258, loss_bbox: 0.2694, loss_mask: 0.0000, loss: 0.4806 2022-05-13 09:18:09,428 - mmdet - INFO - Epoch [96][1500/3992] lr: 1.000e-06, eta: 2 days, 9:33:24, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0208, loss_cls: 0.1195, acc: 95.4141, loss_bbox: 0.2147, loss_mask: 0.0000, loss: 0.3634 2022-05-13 09:18:35,568 - mmdet - INFO - Epoch [96][1550/3992] lr: 1.000e-06, eta: 2 days, 9:33:00, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0294, loss_cls: 0.1441, acc: 94.6328, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4374 2022-05-13 09:19:01,445 - mmdet - INFO - Epoch [96][1600/3992] lr: 1.000e-06, eta: 2 days, 9:32:37, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0285, loss_cls: 0.1586, acc: 94.0527, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4597 2022-05-13 09:19:26,312 - mmdet - INFO - Epoch [96][1650/3992] lr: 1.000e-06, eta: 2 days, 9:32:12, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0219, loss_cls: 0.1371, acc: 94.8750, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4007 2022-05-13 09:19:50,859 - mmdet - INFO - Epoch [96][1700/3992] lr: 1.000e-06, eta: 2 days, 9:31:47, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0261, loss_cls: 0.1472, acc: 94.8320, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4351 2022-05-13 09:20:16,577 - mmdet - INFO - Epoch [96][1750/3992] lr: 1.000e-06, eta: 2 days, 9:31:23, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0256, loss_cls: 0.1492, acc: 94.3984, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4323 2022-05-13 09:20:41,588 - mmdet - INFO - Epoch [96][1800/3992] lr: 1.000e-06, eta: 2 days, 9:30:58, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0221, loss_cls: 0.1272, acc: 95.3594, loss_bbox: 0.2153, loss_mask: 0.0000, loss: 0.3740 2022-05-13 09:21:06,860 - mmdet - INFO - Epoch [96][1850/3992] lr: 1.000e-06, eta: 2 days, 9:30:34, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0295, loss_cls: 0.1419, acc: 94.4648, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4327 2022-05-13 09:21:31,642 - mmdet - INFO - Epoch [96][1900/3992] lr: 1.000e-06, eta: 2 days, 9:30:09, time: 0.496, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0217, loss_cls: 0.1338, acc: 95.0352, loss_bbox: 0.2197, loss_mask: 0.0000, loss: 0.3911 2022-05-13 09:21:57,289 - mmdet - INFO - Epoch [96][1950/3992] lr: 1.000e-06, eta: 2 days, 9:29:45, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0272, loss_cls: 0.1397, acc: 94.7793, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4139 2022-05-13 09:22:22,356 - mmdet - INFO - Epoch [96][2000/3992] lr: 1.000e-06, eta: 2 days, 9:29:21, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0254, loss_cls: 0.1299, acc: 94.9707, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4093 2022-05-13 09:22:47,535 - mmdet - INFO - Epoch [96][2050/3992] lr: 1.000e-06, eta: 2 days, 9:28:57, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0288, loss_cls: 0.1564, acc: 94.4824, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4534 2022-05-13 09:23:12,813 - mmdet - INFO - Epoch [96][2100/3992] lr: 1.000e-06, eta: 2 days, 9:28:32, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0249, loss_cls: 0.1407, acc: 95.0137, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4257 2022-05-13 09:23:38,123 - mmdet - INFO - Epoch [96][2150/3992] lr: 1.000e-06, eta: 2 days, 9:28:08, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0271, loss_cls: 0.1531, acc: 94.3691, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4508 2022-05-13 09:24:02,645 - mmdet - INFO - Epoch [96][2200/3992] lr: 1.000e-06, eta: 2 days, 9:27:43, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0226, loss_cls: 0.1447, acc: 94.5391, loss_bbox: 0.2310, loss_mask: 0.0000, loss: 0.4162 2022-05-13 09:24:27,864 - mmdet - INFO - Epoch [96][2250/3992] lr: 1.000e-06, eta: 2 days, 9:27:19, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0275, loss_cls: 0.1392, acc: 94.7148, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4332 2022-05-13 09:24:51,524 - mmdet - INFO - Epoch [96][2300/3992] lr: 1.000e-06, eta: 2 days, 9:26:52, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0263, loss_cls: 0.1413, acc: 94.7598, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4172 2022-05-13 09:25:16,227 - mmdet - INFO - Epoch [96][2350/3992] lr: 1.000e-06, eta: 2 days, 9:26:28, time: 0.494, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0218, loss_cls: 0.1294, acc: 95.3848, loss_bbox: 0.2151, loss_mask: 0.0000, loss: 0.3806 2022-05-13 09:25:41,710 - mmdet - INFO - Epoch [96][2400/3992] lr: 1.000e-06, eta: 2 days, 9:26:03, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0293, loss_cls: 0.1583, acc: 94.1074, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4653 2022-05-13 09:26:06,523 - mmdet - INFO - Epoch [96][2450/3992] lr: 1.000e-06, eta: 2 days, 9:25:39, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0214, loss_cls: 0.1328, acc: 95.2031, loss_bbox: 0.2104, loss_mask: 0.0000, loss: 0.3746 2022-05-13 09:26:31,249 - mmdet - INFO - Epoch [96][2500/3992] lr: 1.000e-06, eta: 2 days, 9:25:14, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0281, loss_cls: 0.1509, acc: 94.5352, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4421 2022-05-13 09:26:56,481 - mmdet - INFO - Epoch [96][2550/3992] lr: 1.000e-06, eta: 2 days, 9:24:49, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0226, loss_cls: 0.1314, acc: 95.2109, loss_bbox: 0.2155, loss_mask: 0.0000, loss: 0.3830 2022-05-13 09:27:22,208 - mmdet - INFO - Epoch [96][2600/3992] lr: 1.000e-06, eta: 2 days, 9:24:26, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0276, loss_cls: 0.1435, acc: 94.6621, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4302 2022-05-13 09:27:47,917 - mmdet - INFO - Epoch [96][2650/3992] lr: 1.000e-06, eta: 2 days, 9:24:02, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1513, acc: 94.4160, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4394 2022-05-13 09:28:13,771 - mmdet - INFO - Epoch [96][2700/3992] lr: 1.000e-06, eta: 2 days, 9:23:38, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0251, loss_cls: 0.1538, acc: 94.1641, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4514 2022-05-13 09:28:38,445 - mmdet - INFO - Epoch [96][2750/3992] lr: 1.000e-06, eta: 2 days, 9:23:13, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0306, loss_cls: 0.1597, acc: 94.2402, loss_bbox: 0.2574, loss_mask: 0.0000, loss: 0.4669 2022-05-13 09:29:02,717 - mmdet - INFO - Epoch [96][2800/3992] lr: 1.000e-06, eta: 2 days, 9:22:48, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0206, loss_cls: 0.1249, acc: 95.2324, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3824 2022-05-13 09:29:29,214 - mmdet - INFO - Epoch [96][2850/3992] lr: 1.000e-06, eta: 2 days, 9:22:25, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0235, loss_cls: 0.1458, acc: 94.4766, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4337 2022-05-13 09:29:54,478 - mmdet - INFO - Epoch [96][2900/3992] lr: 1.000e-06, eta: 2 days, 9:22:01, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0285, loss_cls: 0.1471, acc: 94.3672, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4494 2022-05-13 09:30:19,624 - mmdet - INFO - Epoch [96][2950/3992] lr: 1.000e-06, eta: 2 days, 9:21:36, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0272, loss_cls: 0.1494, acc: 94.3789, loss_bbox: 0.2539, loss_mask: 0.0000, loss: 0.4426 2022-05-13 09:30:44,763 - mmdet - INFO - Epoch [96][3000/3992] lr: 1.000e-06, eta: 2 days, 9:21:12, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0300, loss_cls: 0.1469, acc: 94.4102, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4425 2022-05-13 09:31:09,376 - mmdet - INFO - Epoch [96][3050/3992] lr: 1.000e-06, eta: 2 days, 9:20:47, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0260, loss_cls: 0.1498, acc: 94.4629, loss_bbox: 0.2446, loss_mask: 0.0000, loss: 0.4344 2022-05-13 09:31:33,827 - mmdet - INFO - Epoch [96][3100/3992] lr: 1.000e-06, eta: 2 days, 9:20:21, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0216, loss_cls: 0.1322, acc: 95.1660, loss_bbox: 0.2218, loss_mask: 0.0000, loss: 0.3897 2022-05-13 09:31:59,600 - mmdet - INFO - Epoch [96][3150/3992] lr: 1.000e-06, eta: 2 days, 9:19:58, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0297, loss_cls: 0.1659, acc: 94.2656, loss_bbox: 0.2580, loss_mask: 0.0000, loss: 0.4716 2022-05-13 09:32:24,497 - mmdet - INFO - Epoch [96][3200/3992] lr: 1.000e-06, eta: 2 days, 9:19:33, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0247, loss_cls: 0.1284, acc: 95.3145, loss_bbox: 0.2190, loss_mask: 0.0000, loss: 0.3830 2022-05-13 09:32:50,071 - mmdet - INFO - Epoch [96][3250/3992] lr: 1.000e-06, eta: 2 days, 9:19:09, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0301, loss_cls: 0.1501, acc: 94.4277, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4416 2022-05-13 09:33:14,817 - mmdet - INFO - Epoch [96][3300/3992] lr: 1.000e-06, eta: 2 days, 9:18:44, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0212, loss_cls: 0.1324, acc: 95.1406, loss_bbox: 0.2189, loss_mask: 0.0000, loss: 0.3825 2022-05-13 09:33:39,968 - mmdet - INFO - Epoch [96][3350/3992] lr: 1.000e-06, eta: 2 days, 9:18:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0225, loss_cls: 0.1293, acc: 95.0020, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3891 2022-05-13 09:34:04,796 - mmdet - INFO - Epoch [96][3400/3992] lr: 1.000e-06, eta: 2 days, 9:17:55, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0234, loss_cls: 0.1375, acc: 94.5781, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4091 2022-05-13 09:34:30,591 - mmdet - INFO - Epoch [96][3450/3992] lr: 1.000e-06, eta: 2 days, 9:17:31, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0225, loss_cls: 0.1347, acc: 94.9473, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4100 2022-05-13 09:34:56,223 - mmdet - INFO - Epoch [96][3500/3992] lr: 1.000e-06, eta: 2 days, 9:17:07, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0275, loss_cls: 0.1537, acc: 94.3262, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4453 2022-05-13 09:35:21,108 - mmdet - INFO - Epoch [96][3550/3992] lr: 1.000e-06, eta: 2 days, 9:16:43, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0237, loss_cls: 0.1287, acc: 95.1543, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3886 2022-05-13 09:35:45,978 - mmdet - INFO - Epoch [96][3600/3992] lr: 1.000e-06, eta: 2 days, 9:16:18, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0259, loss_cls: 0.1379, acc: 94.7051, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4230 2022-05-13 09:36:10,668 - mmdet - INFO - Epoch [96][3650/3992] lr: 1.000e-06, eta: 2 days, 9:15:53, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0242, loss_cls: 0.1403, acc: 94.8008, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4182 2022-05-13 09:36:35,150 - mmdet - INFO - Epoch [96][3700/3992] lr: 1.000e-06, eta: 2 days, 9:15:28, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0235, loss_cls: 0.1564, acc: 94.2715, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4523 2022-05-13 09:37:01,412 - mmdet - INFO - Epoch [96][3750/3992] lr: 1.000e-06, eta: 2 days, 9:15:04, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0234, loss_cls: 0.1431, acc: 94.7500, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4191 2022-05-13 09:37:25,792 - mmdet - INFO - Epoch [96][3800/3992] lr: 1.000e-06, eta: 2 days, 9:14:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0227, loss_cls: 0.1323, acc: 95.1426, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.3957 2022-05-13 09:37:51,100 - mmdet - INFO - Epoch [96][3850/3992] lr: 1.000e-06, eta: 2 days, 9:14:15, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0253, loss_cls: 0.1487, acc: 94.5410, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4225 2022-05-13 09:38:16,543 - mmdet - INFO - Epoch [96][3900/3992] lr: 1.000e-06, eta: 2 days, 9:13:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0269, loss_cls: 0.1347, acc: 94.8594, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4100 2022-05-13 09:38:41,404 - mmdet - INFO - Epoch [96][3950/3992] lr: 1.000e-06, eta: 2 days, 9:13:26, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0226, loss_cls: 0.1345, acc: 94.9844, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3959 2022-05-13 09:39:01,883 - mmdet - INFO - Saving checkpoint at 96 epochs 2022-05-13 09:44:36,493 - mmdet - INFO - Evaluating bbox... 2022-05-13 09:44:51,674 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.157 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.100 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.292 2022-05-13 09:44:51,678 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.120 | table | 0.256 | desk | 0.097 | | sofa_chair | 0.484 | pillow | 0.056 | box | 0.020 | | garbage_bin | 0.351 | cabinet | 0.045 | drawer | 0.058 | | shelf | 0.100 | kitchen_counter | 0.163 | kitchen_cabinet | 0.201 | | cpu | 0.029 | bench | 0.156 | file_cabinet | 0.089 | | whiteboard | 0.142 | lamp | 0.170 | endtable | 0.133 | | bookshelf | 0.225 | coffee_table | 0.196 | dresser | 0.174 | | paper | 0.009 | printer | 0.211 | monitor | 0.223 | | back_pack | 0.062 | night_stand | 0.295 | door | 0.081 | | picture | 0.043 | ottoman | 0.183 | stool | 0.228 | | outlet | 0.000 | towel | 0.076 | tray | 0.011 | | bag | 0.014 | stove | 0.105 | bathtub | 0.424 | | scanner | 0.173 | cubby | 0.020 | mirror | 0.024 | | bottle | 0.003 | rack | 0.017 | cup | 0.074 | | thermos | 0.001 | island | 0.098 | counter | 0.032 | | bowl | 0.050 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.189 | | cart | 0.108 | tv_stand | 0.115 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.338 | | sofa | 0.415 | plant | 0.035 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.535 | tv | 0.263 | | laptop | 0.103 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.081 | telephone | 0.028 | microwave | 0.257 | | oven | 0.015 | paper_towel_dispenser | 0.236 | sink | 0.168 | | fridge | 0.175 | book | 0.008 | clock | 0.075 | | vase | 0.039 | fire_extinguisher | 0.003 | blinds | 0.019 | | podium | 0.198 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:44:51,682 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.231 | table | 0.459 | desk | 0.206 | | sofa_chair | 0.678 | pillow | 0.142 | box | 0.050 | | garbage_bin | 0.617 | cabinet | 0.090 | drawer | 0.087 | | shelf | 0.210 | kitchen_counter | 0.279 | kitchen_cabinet | 0.333 | | cpu | 0.084 | bench | 0.292 | file_cabinet | 0.119 | | whiteboard | 0.222 | lamp | 0.372 | endtable | 0.248 | | bookshelf | 0.407 | coffee_table | 0.366 | dresser | 0.264 | | paper | 0.028 | printer | 0.360 | monitor | 0.524 | | back_pack | 0.133 | night_stand | 0.513 | door | 0.125 | | picture | 0.075 | ottoman | 0.271 | stool | 0.426 | | outlet | 0.000 | towel | 0.117 | tray | 0.031 | | bag | 0.020 | stove | 0.202 | bathtub | 0.672 | | scanner | 0.303 | cubby | 0.028 | mirror | 0.050 | | bottle | 0.006 | rack | 0.026 | cup | 0.176 | | thermos | 0.002 | island | 0.143 | counter | 0.037 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.305 | | cart | 0.176 | tv_stand | 0.208 | poster | 0.004 | | soap_dispenser | 0.022 | toy | nan | chair | 0.684 | | sofa | 0.612 | plant | 0.090 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.863 | tv | 0.447 | | laptop | 0.229 | mouse | 0.102 | basket | 0.000 | | keyboard | 0.242 | telephone | 0.073 | microwave | 0.465 | | oven | 0.030 | paper_towel_dispenser | 0.392 | sink | 0.478 | | fridge | 0.326 | book | 0.023 | clock | 0.126 | | vase | 0.079 | fire_extinguisher | 0.016 | blinds | 0.048 | | podium | 0.270 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:44:51,686 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.124 | table | 0.261 | desk | 0.084 | | sofa_chair | 0.563 | pillow | 0.034 | box | 0.009 | | garbage_bin | 0.378 | cabinet | 0.041 | drawer | 0.065 | | shelf | 0.086 | kitchen_counter | 0.148 | kitchen_cabinet | 0.216 | | cpu | 0.007 | bench | 0.142 | file_cabinet | 0.116 | | whiteboard | 0.149 | lamp | 0.132 | endtable | 0.113 | | bookshelf | 0.220 | coffee_table | 0.155 | dresser | 0.197 | | paper | 0.003 | printer | 0.219 | monitor | 0.156 | | back_pack | 0.033 | night_stand | 0.304 | door | 0.110 | | picture | 0.046 | ottoman | 0.226 | stool | 0.242 | | outlet | 0.000 | towel | 0.079 | tray | 0.011 | | bag | 0.017 | stove | 0.080 | bathtub | 0.450 | | scanner | 0.176 | cubby | 0.025 | mirror | 0.014 | | bottle | 0.005 | rack | 0.021 | cup | 0.044 | | thermos | 0.000 | island | 0.119 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.111 | tv_stand | 0.122 | poster | 0.000 | | soap_dispenser | 0.022 | toy | nan | chair | 0.296 | | sofa | 0.457 | plant | 0.018 | bed | 0.681 | | dining_table | 0.002 | toilet | 0.569 | tv | 0.296 | | laptop | 0.086 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.009 | microwave | 0.232 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.080 | | fridge | 0.136 | book | 0.004 | clock | 0.109 | | vase | 0.021 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.270 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:44:51,686 - mmdet - INFO - Evaluating segm... 2022-05-13 09:45:09,165 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 09:45:09,169 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:45:09,172 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:45:09,175 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 09:45:09,468 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 09:45:09,469 - mmdet - INFO - Epoch(val) [96][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1570, bbox_mAP_copypaste: 0.125 0.223 0.123 0.004 0.044 0.157, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 09:45:35,453 - mmdet - INFO - Epoch [97][50/3992] lr: 1.000e-06, eta: 2 days, 9:12:19, time: 0.520, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0224, loss_cls: 0.1303, acc: 95.2285, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3865 2022-05-13 09:45:59,789 - mmdet - INFO - Epoch [97][100/3992] lr: 1.000e-06, eta: 2 days, 9:11:54, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0233, loss_cls: 0.1285, acc: 95.3066, loss_bbox: 0.2101, loss_mask: 0.0000, loss: 0.3779 2022-05-13 09:46:25,685 - mmdet - INFO - Epoch [97][150/3992] lr: 1.000e-06, eta: 2 days, 9:11:30, time: 0.518, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0304, loss_cls: 0.1508, acc: 94.4395, loss_bbox: 0.2627, loss_mask: 0.0000, loss: 0.4587 2022-05-13 09:46:51,222 - mmdet - INFO - Epoch [97][200/3992] lr: 1.000e-06, eta: 2 days, 9:11:06, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0257, loss_cls: 0.1419, acc: 94.6719, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4308 2022-05-13 09:47:16,635 - mmdet - INFO - Epoch [97][250/3992] lr: 1.000e-06, eta: 2 days, 9:10:42, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0255, loss_cls: 0.1590, acc: 94.6094, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4401 2022-05-13 09:47:41,507 - mmdet - INFO - Epoch [97][300/3992] lr: 1.000e-06, eta: 2 days, 9:10:17, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0238, loss_cls: 0.1395, acc: 94.6738, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4193 2022-05-13 09:48:07,195 - mmdet - INFO - Epoch [97][350/3992] lr: 1.000e-06, eta: 2 days, 9:09:53, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0249, loss_cls: 0.1312, acc: 95.1133, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.3943 2022-05-13 09:48:32,291 - mmdet - INFO - Epoch [97][400/3992] lr: 1.000e-06, eta: 2 days, 9:09:29, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0223, loss_cls: 0.1317, acc: 95.3184, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4012 2022-05-13 09:48:56,244 - mmdet - INFO - Epoch [97][450/3992] lr: 1.000e-06, eta: 2 days, 9:09:03, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0233, loss_cls: 0.1258, acc: 95.3711, loss_bbox: 0.2181, loss_mask: 0.0000, loss: 0.3851 2022-05-13 09:49:21,716 - mmdet - INFO - Epoch [97][500/3992] lr: 1.000e-06, eta: 2 days, 9:08:39, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0262, loss_cls: 0.1459, acc: 94.6270, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4278 2022-05-13 09:49:46,645 - mmdet - INFO - Epoch [97][550/3992] lr: 1.000e-06, eta: 2 days, 9:08:14, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0294, loss_cls: 0.1676, acc: 93.8047, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4846 2022-05-13 09:50:12,680 - mmdet - INFO - Epoch [97][600/3992] lr: 1.000e-06, eta: 2 days, 9:07:51, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0254, loss_cls: 0.1496, acc: 94.3398, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4378 2022-05-13 09:50:38,696 - mmdet - INFO - Epoch [97][650/3992] lr: 1.000e-06, eta: 2 days, 9:07:28, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0279, loss_cls: 0.1623, acc: 93.9102, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4618 2022-05-13 09:51:03,524 - mmdet - INFO - Epoch [97][700/3992] lr: 1.000e-06, eta: 2 days, 9:07:03, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0231, loss_cls: 0.1304, acc: 95.1426, loss_bbox: 0.2157, loss_mask: 0.0000, loss: 0.3817 2022-05-13 09:51:28,249 - mmdet - INFO - Epoch [97][750/3992] lr: 1.000e-06, eta: 2 days, 9:06:38, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0248, loss_cls: 0.1251, acc: 95.2812, loss_bbox: 0.2129, loss_mask: 0.0000, loss: 0.3812 2022-05-13 09:51:53,034 - mmdet - INFO - Epoch [97][800/3992] lr: 1.000e-06, eta: 2 days, 9:06:13, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0299, loss_cls: 0.1563, acc: 94.3613, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4486 2022-05-13 09:52:17,501 - mmdet - INFO - Epoch [97][850/3992] lr: 1.000e-06, eta: 2 days, 9:05:48, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0231, loss_cls: 0.1473, acc: 94.6621, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4277 2022-05-13 09:52:43,162 - mmdet - INFO - Epoch [97][900/3992] lr: 1.000e-06, eta: 2 days, 9:05:24, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0221, loss_cls: 0.1257, acc: 95.3105, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.3836 2022-05-13 09:53:08,123 - mmdet - INFO - Epoch [97][950/3992] lr: 1.000e-06, eta: 2 days, 9:04:59, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0276, loss_cls: 0.1447, acc: 94.5117, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4375 2022-05-13 09:53:31,645 - mmdet - INFO - Epoch [97][1000/3992] lr: 1.000e-06, eta: 2 days, 9:04:33, time: 0.470, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0271, loss_cls: 0.1518, acc: 94.7090, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4389 2022-05-13 09:53:57,928 - mmdet - INFO - Epoch [97][1050/3992] lr: 1.000e-06, eta: 2 days, 9:04:10, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0288, loss_cls: 0.1518, acc: 94.4531, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4426 2022-05-13 09:54:22,630 - mmdet - INFO - Epoch [97][1100/3992] lr: 1.000e-06, eta: 2 days, 9:03:45, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0272, loss_cls: 0.1419, acc: 94.6641, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4242 2022-05-13 09:54:47,430 - mmdet - INFO - Epoch [97][1150/3992] lr: 1.000e-06, eta: 2 days, 9:03:20, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0285, loss_cls: 0.1540, acc: 94.2910, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4449 2022-05-13 09:55:12,369 - mmdet - INFO - Epoch [97][1200/3992] lr: 1.000e-06, eta: 2 days, 9:02:56, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0264, loss_cls: 0.1365, acc: 94.8105, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.4012 2022-05-13 09:55:37,351 - mmdet - INFO - Epoch [97][1250/3992] lr: 1.000e-06, eta: 2 days, 9:02:31, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0235, loss_cls: 0.1251, acc: 95.3184, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.3816 2022-05-13 09:56:02,866 - mmdet - INFO - Epoch [97][1300/3992] lr: 1.000e-06, eta: 2 days, 9:02:07, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0298, loss_cls: 0.1535, acc: 94.1660, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4494 2022-05-13 09:56:28,505 - mmdet - INFO - Epoch [97][1350/3992] lr: 1.000e-06, eta: 2 days, 9:01:43, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0243, loss_cls: 0.1375, acc: 94.8008, loss_bbox: 0.2320, loss_mask: 0.0000, loss: 0.4075 2022-05-13 09:56:53,321 - mmdet - INFO - Epoch [97][1400/3992] lr: 1.000e-06, eta: 2 days, 9:01:18, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0238, loss_cls: 0.1379, acc: 94.7812, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4187 2022-05-13 09:57:18,473 - mmdet - INFO - Epoch [97][1450/3992] lr: 1.000e-06, eta: 2 days, 9:00:54, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0228, loss_cls: 0.1313, acc: 95.0645, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.3906 2022-05-13 09:57:43,267 - mmdet - INFO - Epoch [97][1500/3992] lr: 1.000e-06, eta: 2 days, 9:00:29, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0277, loss_cls: 0.1402, acc: 94.8320, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4221 2022-05-13 09:58:08,275 - mmdet - INFO - Epoch [97][1550/3992] lr: 1.000e-06, eta: 2 days, 9:00:04, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0243, loss_cls: 0.1420, acc: 94.6816, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4173 2022-05-13 09:58:33,759 - mmdet - INFO - Epoch [97][1600/3992] lr: 1.000e-06, eta: 2 days, 8:59:40, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0289, loss_cls: 0.1407, acc: 94.6816, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4298 2022-05-13 09:58:58,500 - mmdet - INFO - Epoch [97][1650/3992] lr: 1.000e-06, eta: 2 days, 8:59:15, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0219, loss_cls: 0.1330, acc: 94.9414, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3928 2022-05-13 09:59:22,292 - mmdet - INFO - Epoch [97][1700/3992] lr: 1.000e-06, eta: 2 days, 8:58:49, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0234, loss_cls: 0.1214, acc: 95.4863, loss_bbox: 0.2136, loss_mask: 0.0000, loss: 0.3709 2022-05-13 09:59:47,466 - mmdet - INFO - Epoch [97][1750/3992] lr: 1.000e-06, eta: 2 days, 8:58:25, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0290, loss_cls: 0.1519, acc: 94.3203, loss_bbox: 0.2746, loss_mask: 0.0000, loss: 0.4714 2022-05-13 10:00:12,789 - mmdet - INFO - Epoch [97][1800/3992] lr: 1.000e-06, eta: 2 days, 8:58:01, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0243, loss_cls: 0.1455, acc: 94.5605, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4343 2022-05-13 10:00:36,917 - mmdet - INFO - Epoch [97][1850/3992] lr: 1.000e-06, eta: 2 days, 8:57:35, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0210, loss_cls: 0.1221, acc: 95.4414, loss_bbox: 0.2095, loss_mask: 0.0000, loss: 0.3645 2022-05-13 10:01:01,313 - mmdet - INFO - Epoch [97][1900/3992] lr: 1.000e-06, eta: 2 days, 8:57:10, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0265, loss_cls: 0.1374, acc: 94.9199, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.4015 2022-05-13 10:01:26,527 - mmdet - INFO - Epoch [97][1950/3992] lr: 1.000e-06, eta: 2 days, 8:56:46, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0246, loss_cls: 0.1344, acc: 94.9707, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.3950 2022-05-13 10:01:51,632 - mmdet - INFO - Epoch [97][2000/3992] lr: 1.000e-06, eta: 2 days, 8:56:21, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0309, loss_cls: 0.1584, acc: 94.0742, loss_bbox: 0.2625, loss_mask: 0.0000, loss: 0.4684 2022-05-13 10:02:16,578 - mmdet - INFO - Epoch [97][2050/3992] lr: 1.000e-06, eta: 2 days, 8:55:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0282, loss_cls: 0.1412, acc: 94.7422, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4209 2022-05-13 10:02:41,331 - mmdet - INFO - Epoch [97][2100/3992] lr: 1.000e-06, eta: 2 days, 8:55:32, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0292, loss_cls: 0.1504, acc: 94.3867, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4508 2022-05-13 10:03:07,095 - mmdet - INFO - Epoch [97][2150/3992] lr: 1.000e-06, eta: 2 days, 8:55:08, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0303, loss_cls: 0.1558, acc: 94.1562, loss_bbox: 0.2781, loss_mask: 0.0000, loss: 0.4776 2022-05-13 10:03:32,376 - mmdet - INFO - Epoch [97][2200/3992] lr: 1.000e-06, eta: 2 days, 8:54:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0276, loss_cls: 0.1589, acc: 94.1562, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4576 2022-05-13 10:03:58,272 - mmdet - INFO - Epoch [97][2250/3992] lr: 1.000e-06, eta: 2 days, 8:54:20, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0262, loss_cls: 0.1493, acc: 94.4648, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4351 2022-05-13 10:04:22,955 - mmdet - INFO - Epoch [97][2300/3992] lr: 1.000e-06, eta: 2 days, 8:53:55, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0235, loss_cls: 0.1236, acc: 95.1738, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3843 2022-05-13 10:04:48,174 - mmdet - INFO - Epoch [97][2350/3992] lr: 1.000e-06, eta: 2 days, 8:53:31, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0258, loss_cls: 0.1459, acc: 94.5586, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4319 2022-05-13 10:05:13,071 - mmdet - INFO - Epoch [97][2400/3992] lr: 1.000e-06, eta: 2 days, 8:53:06, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0250, loss_cls: 0.1308, acc: 95.3027, loss_bbox: 0.2184, loss_mask: 0.0000, loss: 0.3856 2022-05-13 10:05:37,868 - mmdet - INFO - Epoch [97][2450/3992] lr: 1.000e-06, eta: 2 days, 8:52:41, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0250, loss_cls: 0.1437, acc: 94.9004, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4163 2022-05-13 10:06:02,122 - mmdet - INFO - Epoch [97][2500/3992] lr: 1.000e-06, eta: 2 days, 8:52:16, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0306, loss_cls: 0.1581, acc: 94.0410, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4641 2022-05-13 10:06:27,492 - mmdet - INFO - Epoch [97][2550/3992] lr: 1.000e-06, eta: 2 days, 8:51:51, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0223, loss_cls: 0.1338, acc: 94.9961, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3888 2022-05-13 10:06:52,801 - mmdet - INFO - Epoch [97][2600/3992] lr: 1.000e-06, eta: 2 days, 8:51:27, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0243, loss_cls: 0.1318, acc: 94.9824, loss_bbox: 0.2182, loss_mask: 0.0000, loss: 0.3860 2022-05-13 10:07:17,108 - mmdet - INFO - Epoch [97][2650/3992] lr: 1.000e-06, eta: 2 days, 8:51:02, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0302, loss_cls: 0.1539, acc: 94.3027, loss_bbox: 0.2652, loss_mask: 0.0000, loss: 0.4621 2022-05-13 10:07:42,471 - mmdet - INFO - Epoch [97][2700/3992] lr: 1.000e-06, eta: 2 days, 8:50:38, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0300, loss_cls: 0.1538, acc: 94.3242, loss_bbox: 0.2623, loss_mask: 0.0000, loss: 0.4607 2022-05-13 10:08:08,110 - mmdet - INFO - Epoch [97][2750/3992] lr: 1.000e-06, eta: 2 days, 8:50:14, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0214, loss_cls: 0.1263, acc: 95.1309, loss_bbox: 0.2161, loss_mask: 0.0000, loss: 0.3746 2022-05-13 10:08:33,112 - mmdet - INFO - Epoch [97][2800/3992] lr: 1.000e-06, eta: 2 days, 8:49:49, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0259, loss_cls: 0.1451, acc: 94.6777, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4355 2022-05-13 10:08:58,035 - mmdet - INFO - Epoch [97][2850/3992] lr: 1.000e-06, eta: 2 days, 8:49:24, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0266, loss_cls: 0.1353, acc: 94.9844, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4131 2022-05-13 10:09:23,113 - mmdet - INFO - Epoch [97][2900/3992] lr: 1.000e-06, eta: 2 days, 8:49:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0261, loss_cls: 0.1400, acc: 94.5957, loss_bbox: 0.2572, loss_mask: 0.0000, loss: 0.4359 2022-05-13 10:09:48,074 - mmdet - INFO - Epoch [97][2950/3992] lr: 1.000e-06, eta: 2 days, 8:48:35, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0295, loss_cls: 0.1422, acc: 94.7168, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4312 2022-05-13 10:10:12,939 - mmdet - INFO - Epoch [97][3000/3992] lr: 1.000e-06, eta: 2 days, 8:48:11, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0253, loss_cls: 0.1407, acc: 94.7891, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4099 2022-05-13 10:10:38,844 - mmdet - INFO - Epoch [97][3050/3992] lr: 1.000e-06, eta: 2 days, 8:47:47, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0266, loss_cls: 0.1359, acc: 94.9043, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4250 2022-05-13 10:11:04,410 - mmdet - INFO - Epoch [97][3100/3992] lr: 1.000e-06, eta: 2 days, 8:47:23, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0259, loss_cls: 0.1342, acc: 94.8281, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4045 2022-05-13 10:11:29,348 - mmdet - INFO - Epoch [97][3150/3992] lr: 1.000e-06, eta: 2 days, 8:46:58, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0209, loss_rpn_bbox: 0.0247, loss_cls: 0.1454, acc: 94.8359, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.4186 2022-05-13 10:11:55,113 - mmdet - INFO - Epoch [97][3200/3992] lr: 1.000e-06, eta: 2 days, 8:46:34, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0279, loss_cls: 0.1480, acc: 94.6055, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4420 2022-05-13 10:12:19,871 - mmdet - INFO - Epoch [97][3250/3992] lr: 1.000e-06, eta: 2 days, 8:46:10, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0254, loss_cls: 0.1451, acc: 94.4941, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4243 2022-05-13 10:12:44,529 - mmdet - INFO - Epoch [97][3300/3992] lr: 1.000e-06, eta: 2 days, 8:45:45, time: 0.493, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0254, loss_cls: 0.1438, acc: 94.6582, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4212 2022-05-13 10:13:08,969 - mmdet - INFO - Epoch [97][3350/3992] lr: 1.000e-06, eta: 2 days, 8:45:19, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0244, loss_cls: 0.1380, acc: 94.9648, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4159 2022-05-13 10:13:33,853 - mmdet - INFO - Epoch [97][3400/3992] lr: 1.000e-06, eta: 2 days, 8:44:55, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0269, loss_cls: 0.1559, acc: 94.2578, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4496 2022-05-13 10:13:59,452 - mmdet - INFO - Epoch [97][3450/3992] lr: 1.000e-06, eta: 2 days, 8:44:31, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0267, loss_cls: 0.1447, acc: 94.5039, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4306 2022-05-13 10:14:25,831 - mmdet - INFO - Epoch [97][3500/3992] lr: 1.000e-06, eta: 2 days, 8:44:08, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0249, loss_cls: 0.1459, acc: 94.4863, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4220 2022-05-13 10:14:49,835 - mmdet - INFO - Epoch [97][3550/3992] lr: 1.000e-06, eta: 2 days, 8:43:42, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0226, loss_cls: 0.1361, acc: 95.2207, loss_bbox: 0.2198, loss_mask: 0.0000, loss: 0.3892 2022-05-13 10:15:15,031 - mmdet - INFO - Epoch [97][3600/3992] lr: 1.000e-06, eta: 2 days, 8:43:18, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0250, loss_cls: 0.1509, acc: 94.4844, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4372 2022-05-13 10:15:40,183 - mmdet - INFO - Epoch [97][3650/3992] lr: 1.000e-06, eta: 2 days, 8:42:53, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0240, loss_cls: 0.1498, acc: 94.5059, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4379 2022-05-13 10:16:05,754 - mmdet - INFO - Epoch [97][3700/3992] lr: 1.000e-06, eta: 2 days, 8:42:29, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0234, loss_cls: 0.1274, acc: 95.0801, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3740 2022-05-13 10:16:31,488 - mmdet - INFO - Epoch [97][3750/3992] lr: 1.000e-06, eta: 2 days, 8:42:05, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0250, loss_cls: 0.1401, acc: 95.0000, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.4013 2022-05-13 10:16:56,690 - mmdet - INFO - Epoch [97][3800/3992] lr: 1.000e-06, eta: 2 days, 8:41:41, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0259, loss_cls: 0.1478, acc: 94.3477, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4395 2022-05-13 10:17:22,035 - mmdet - INFO - Epoch [97][3850/3992] lr: 1.000e-06, eta: 2 days, 8:41:17, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1428, acc: 94.6875, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4297 2022-05-13 10:17:47,568 - mmdet - INFO - Epoch [97][3900/3992] lr: 1.000e-06, eta: 2 days, 8:40:53, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0272, loss_cls: 0.1512, acc: 94.3340, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4487 2022-05-13 10:18:13,847 - mmdet - INFO - Epoch [97][3950/3992] lr: 1.000e-06, eta: 2 days, 8:40:29, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0301, loss_cls: 0.1566, acc: 94.1465, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4631 2022-05-13 10:18:35,314 - mmdet - INFO - Saving checkpoint at 97 epochs 2022-05-13 10:24:13,492 - mmdet - INFO - Evaluating bbox... 2022-05-13 10:24:29,538 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.004 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.017 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 10:24:29,542 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.113 | table | 0.256 | desk | 0.096 | | sofa_chair | 0.484 | pillow | 0.054 | box | 0.018 | | garbage_bin | 0.348 | cabinet | 0.045 | drawer | 0.057 | | shelf | 0.104 | kitchen_counter | 0.162 | kitchen_cabinet | 0.202 | | cpu | 0.026 | bench | 0.164 | file_cabinet | 0.089 | | whiteboard | 0.147 | lamp | 0.173 | endtable | 0.135 | | bookshelf | 0.229 | coffee_table | 0.193 | dresser | 0.173 | | paper | 0.009 | printer | 0.218 | monitor | 0.222 | | back_pack | 0.071 | night_stand | 0.298 | door | 0.085 | | picture | 0.044 | ottoman | 0.188 | stool | 0.223 | | outlet | 0.000 | towel | 0.076 | tray | 0.011 | | bag | 0.021 | stove | 0.109 | bathtub | 0.426 | | scanner | 0.193 | cubby | 0.022 | mirror | 0.022 | | bottle | 0.003 | rack | 0.016 | cup | 0.082 | | thermos | 0.001 | island | 0.096 | counter | 0.030 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.196 | | cart | 0.091 | tv_stand | 0.114 | poster | 0.002 | | soap_dispenser | 0.017 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.037 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.530 | tv | 0.262 | | laptop | 0.110 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.083 | telephone | 0.026 | microwave | 0.252 | | oven | 0.018 | paper_towel_dispenser | 0.230 | sink | 0.165 | | fridge | 0.178 | book | 0.009 | clock | 0.069 | | vase | 0.043 | fire_extinguisher | 0.009 | blinds | 0.022 | | podium | 0.188 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:29,546 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.227 | table | 0.456 | desk | 0.201 | | sofa_chair | 0.675 | pillow | 0.138 | box | 0.045 | | garbage_bin | 0.616 | cabinet | 0.090 | drawer | 0.089 | | shelf | 0.213 | kitchen_counter | 0.272 | kitchen_cabinet | 0.341 | | cpu | 0.075 | bench | 0.310 | file_cabinet | 0.118 | | whiteboard | 0.228 | lamp | 0.380 | endtable | 0.250 | | bookshelf | 0.415 | coffee_table | 0.366 | dresser | 0.269 | | paper | 0.028 | printer | 0.368 | monitor | 0.529 | | back_pack | 0.147 | night_stand | 0.521 | door | 0.134 | | picture | 0.078 | ottoman | 0.277 | stool | 0.415 | | outlet | 0.000 | towel | 0.114 | tray | 0.032 | | bag | 0.030 | stove | 0.203 | bathtub | 0.672 | | scanner | 0.314 | cubby | 0.029 | mirror | 0.052 | | bottle | 0.006 | rack | 0.026 | cup | 0.190 | | thermos | 0.002 | island | 0.137 | counter | 0.034 | | bowl | 0.089 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.314 | | cart | 0.158 | tv_stand | 0.182 | poster | 0.005 | | soap_dispenser | 0.021 | toy | nan | chair | 0.685 | | sofa | 0.612 | plant | 0.094 | bed | 0.877 | | dining_table | 0.008 | toilet | 0.860 | tv | 0.458 | | laptop | 0.239 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.255 | telephone | 0.066 | microwave | 0.470 | | oven | 0.037 | paper_towel_dispenser | 0.392 | sink | 0.482 | | fridge | 0.317 | book | 0.024 | clock | 0.119 | | vase | 0.087 | fire_extinguisher | 0.086 | blinds | 0.065 | | podium | 0.260 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:29,550 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.124 | table | 0.262 | desk | 0.081 | | sofa_chair | 0.568 | pillow | 0.033 | box | 0.012 | | garbage_bin | 0.358 | cabinet | 0.041 | drawer | 0.057 | | shelf | 0.092 | kitchen_counter | 0.159 | kitchen_cabinet | 0.220 | | cpu | 0.007 | bench | 0.142 | file_cabinet | 0.116 | | whiteboard | 0.154 | lamp | 0.136 | endtable | 0.113 | | bookshelf | 0.226 | coffee_table | 0.165 | dresser | 0.197 | | paper | 0.006 | printer | 0.222 | monitor | 0.148 | | back_pack | 0.060 | night_stand | 0.310 | door | 0.116 | | picture | 0.049 | ottoman | 0.233 | stool | 0.233 | | outlet | 0.000 | towel | 0.089 | tray | 0.008 | | bag | 0.026 | stove | 0.080 | bathtub | 0.482 | | scanner | 0.185 | cubby | 0.027 | mirror | 0.013 | | bottle | 0.005 | rack | 0.020 | cup | 0.055 | | thermos | 0.000 | island | 0.113 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.071 | tv_stand | 0.123 | poster | 0.000 | | soap_dispenser | 0.021 | toy | nan | chair | 0.293 | | sofa | 0.467 | plant | 0.018 | bed | 0.694 | | dining_table | 0.006 | toilet | 0.559 | tv | 0.276 | | laptop | 0.091 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.010 | microwave | 0.231 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.168 | book | 0.006 | clock | 0.103 | | vase | 0.051 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.260 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:29,550 - mmdet - INFO - Evaluating segm... 2022-05-13 10:24:46,521 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 10:24:46,525 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:46,528 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:46,531 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 10:24:46,822 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 10:24:46,822 - mmdet - INFO - Epoch(val) [97][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.225 0.125 0.004 0.044 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 10:25:14,262 - mmdet - INFO - Epoch [98][50/3992] lr: 1.000e-06, eta: 2 days, 8:39:24, time: 0.549, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0244, loss_cls: 0.1475, acc: 94.4824, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4372 2022-05-13 10:25:38,992 - mmdet - INFO - Epoch [98][100/3992] lr: 1.000e-06, eta: 2 days, 8:39:00, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0245, loss_cls: 0.1221, acc: 95.3770, loss_bbox: 0.2100, loss_mask: 0.0000, loss: 0.3666 2022-05-13 10:26:04,169 - mmdet - INFO - Epoch [98][150/3992] lr: 1.000e-06, eta: 2 days, 8:38:35, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0240, loss_cls: 0.1379, acc: 94.9492, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4113 2022-05-13 10:26:29,409 - mmdet - INFO - Epoch [98][200/3992] lr: 1.000e-06, eta: 2 days, 8:38:11, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0255, loss_cls: 0.1437, acc: 94.5879, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4215 2022-05-13 10:26:54,788 - mmdet - INFO - Epoch [98][250/3992] lr: 1.000e-06, eta: 2 days, 8:37:47, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0292, loss_cls: 0.1443, acc: 94.6543, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4326 2022-05-13 10:27:19,513 - mmdet - INFO - Epoch [98][300/3992] lr: 1.000e-06, eta: 2 days, 8:37:22, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0257, loss_cls: 0.1353, acc: 94.9277, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3937 2022-05-13 10:27:45,573 - mmdet - INFO - Epoch [98][350/3992] lr: 1.000e-06, eta: 2 days, 8:36:58, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0270, loss_cls: 0.1451, acc: 94.5820, loss_bbox: 0.2540, loss_mask: 0.0000, loss: 0.4382 2022-05-13 10:28:10,610 - mmdet - INFO - Epoch [98][400/3992] lr: 1.000e-06, eta: 2 days, 8:36:34, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0199, loss_cls: 0.1239, acc: 95.4922, loss_bbox: 0.1998, loss_mask: 0.0000, loss: 0.3579 2022-05-13 10:28:36,257 - mmdet - INFO - Epoch [98][450/3992] lr: 1.000e-06, eta: 2 days, 8:36:10, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0246, loss_cls: 0.1428, acc: 94.6172, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4325 2022-05-13 10:29:01,187 - mmdet - INFO - Epoch [98][500/3992] lr: 1.000e-06, eta: 2 days, 8:35:45, time: 0.499, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0267, loss_cls: 0.1412, acc: 94.8281, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4238 2022-05-13 10:29:26,369 - mmdet - INFO - Epoch [98][550/3992] lr: 1.000e-06, eta: 2 days, 8:35:21, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0267, loss_cls: 0.1433, acc: 94.4922, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4389 2022-05-13 10:29:50,976 - mmdet - INFO - Epoch [98][600/3992] lr: 1.000e-06, eta: 2 days, 8:34:56, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0203, loss_cls: 0.1312, acc: 95.1602, loss_bbox: 0.2172, loss_mask: 0.0000, loss: 0.3789 2022-05-13 10:30:16,826 - mmdet - INFO - Epoch [98][650/3992] lr: 1.000e-06, eta: 2 days, 8:34:32, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0273, loss_cls: 0.1510, acc: 94.4766, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4362 2022-05-13 10:30:42,341 - mmdet - INFO - Epoch [98][700/3992] lr: 1.000e-06, eta: 2 days, 8:34:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0227, loss_cls: 0.1540, acc: 94.5898, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4302 2022-05-13 10:31:08,004 - mmdet - INFO - Epoch [98][750/3992] lr: 1.000e-06, eta: 2 days, 8:33:44, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0239, loss_cls: 0.1401, acc: 94.6836, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4170 2022-05-13 10:31:32,296 - mmdet - INFO - Epoch [98][800/3992] lr: 1.000e-06, eta: 2 days, 8:33:19, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0237, loss_cls: 0.1337, acc: 95.1250, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4056 2022-05-13 10:31:58,286 - mmdet - INFO - Epoch [98][850/3992] lr: 1.000e-06, eta: 2 days, 8:32:55, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0264, loss_cls: 0.1388, acc: 94.7344, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4196 2022-05-13 10:32:24,149 - mmdet - INFO - Epoch [98][900/3992] lr: 1.000e-06, eta: 2 days, 8:32:31, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0251, loss_cls: 0.1416, acc: 94.5859, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4113 2022-05-13 10:32:48,842 - mmdet - INFO - Epoch [98][950/3992] lr: 1.000e-06, eta: 2 days, 8:32:06, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0241, loss_cls: 0.1359, acc: 94.9297, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.4021 2022-05-13 10:33:13,771 - mmdet - INFO - Epoch [98][1000/3992] lr: 1.000e-06, eta: 2 days, 8:31:42, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0231, loss_cls: 0.1253, acc: 95.0918, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3829 2022-05-13 10:33:38,570 - mmdet - INFO - Epoch [98][1050/3992] lr: 1.000e-06, eta: 2 days, 8:31:17, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0270, loss_cls: 0.1496, acc: 94.5586, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4354 2022-05-13 10:34:04,045 - mmdet - INFO - Epoch [98][1100/3992] lr: 1.000e-06, eta: 2 days, 8:30:53, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0247, loss_cls: 0.1408, acc: 95.0234, loss_bbox: 0.2305, loss_mask: 0.0000, loss: 0.4119 2022-05-13 10:34:29,188 - mmdet - INFO - Epoch [98][1150/3992] lr: 1.000e-06, eta: 2 days, 8:30:28, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0203, loss_cls: 0.1285, acc: 95.2344, loss_bbox: 0.2141, loss_mask: 0.0000, loss: 0.3737 2022-05-13 10:34:55,263 - mmdet - INFO - Epoch [98][1200/3992] lr: 1.000e-06, eta: 2 days, 8:30:05, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0269, loss_cls: 0.1434, acc: 94.6426, loss_bbox: 0.2480, loss_mask: 0.0000, loss: 0.4322 2022-05-13 10:35:19,212 - mmdet - INFO - Epoch [98][1250/3992] lr: 1.000e-06, eta: 2 days, 8:29:39, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0285, loss_cls: 0.1580, acc: 94.1230, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4570 2022-05-13 10:35:45,782 - mmdet - INFO - Epoch [98][1300/3992] lr: 1.000e-06, eta: 2 days, 8:29:16, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0304, loss_cls: 0.1550, acc: 94.0488, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4585 2022-05-13 10:36:11,522 - mmdet - INFO - Epoch [98][1350/3992] lr: 1.000e-06, eta: 2 days, 8:28:52, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0245, loss_cls: 0.1454, acc: 94.7422, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4211 2022-05-13 10:36:38,058 - mmdet - INFO - Epoch [98][1400/3992] lr: 1.000e-06, eta: 2 days, 8:28:29, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0269, loss_cls: 0.1516, acc: 94.4785, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4386 2022-05-13 10:37:02,992 - mmdet - INFO - Epoch [98][1450/3992] lr: 1.000e-06, eta: 2 days, 8:28:05, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0263, loss_cls: 0.1467, acc: 94.7754, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4246 2022-05-13 10:37:28,676 - mmdet - INFO - Epoch [98][1500/3992] lr: 1.000e-06, eta: 2 days, 8:27:41, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0261, loss_cls: 0.1605, acc: 94.1133, loss_bbox: 0.2613, loss_mask: 0.0000, loss: 0.4621 2022-05-13 10:37:54,293 - mmdet - INFO - Epoch [98][1550/3992] lr: 1.000e-06, eta: 2 days, 8:27:17, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0268, loss_cls: 0.1477, acc: 94.5488, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4267 2022-05-13 10:38:18,447 - mmdet - INFO - Epoch [98][1600/3992] lr: 1.000e-06, eta: 2 days, 8:26:51, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0242, loss_cls: 0.1426, acc: 94.7051, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4141 2022-05-13 10:38:44,031 - mmdet - INFO - Epoch [98][1650/3992] lr: 1.000e-06, eta: 2 days, 8:26:27, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0238, loss_cls: 0.1480, acc: 94.6406, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4318 2022-05-13 10:39:09,396 - mmdet - INFO - Epoch [98][1700/3992] lr: 1.000e-06, eta: 2 days, 8:26:03, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0218, loss_cls: 0.1424, acc: 94.5156, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.4089 2022-05-13 10:39:34,398 - mmdet - INFO - Epoch [98][1750/3992] lr: 1.000e-06, eta: 2 days, 8:25:39, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0272, loss_cls: 0.1480, acc: 94.5078, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4419 2022-05-13 10:39:59,369 - mmdet - INFO - Epoch [98][1800/3992] lr: 1.000e-06, eta: 2 days, 8:25:14, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0237, loss_cls: 0.1233, acc: 95.3750, loss_bbox: 0.2127, loss_mask: 0.0000, loss: 0.3720 2022-05-13 10:40:25,027 - mmdet - INFO - Epoch [98][1850/3992] lr: 1.000e-06, eta: 2 days, 8:24:50, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0251, loss_cls: 0.1398, acc: 94.8711, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4112 2022-05-13 10:40:50,900 - mmdet - INFO - Epoch [98][1900/3992] lr: 1.000e-06, eta: 2 days, 8:24:26, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0212, loss_cls: 0.1383, acc: 94.7852, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.3987 2022-05-13 10:41:15,525 - mmdet - INFO - Epoch [98][1950/3992] lr: 1.000e-06, eta: 2 days, 8:24:01, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0248, loss_cls: 0.1288, acc: 95.4121, loss_bbox: 0.2134, loss_mask: 0.0000, loss: 0.3808 2022-05-13 10:41:39,179 - mmdet - INFO - Epoch [98][2000/3992] lr: 1.000e-06, eta: 2 days, 8:23:35, time: 0.473, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0279, loss_cls: 0.1675, acc: 93.7637, loss_bbox: 0.2831, loss_mask: 0.0000, loss: 0.4930 2022-05-13 10:42:03,818 - mmdet - INFO - Epoch [98][2050/3992] lr: 1.000e-06, eta: 2 days, 8:23:10, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0253, loss_cls: 0.1373, acc: 94.9473, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.3990 2022-05-13 10:42:28,920 - mmdet - INFO - Epoch [98][2100/3992] lr: 1.000e-06, eta: 2 days, 8:22:46, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0254, loss_cls: 0.1377, acc: 94.6035, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4206 2022-05-13 10:42:54,500 - mmdet - INFO - Epoch [98][2150/3992] lr: 1.000e-06, eta: 2 days, 8:22:22, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0280, loss_cls: 0.1411, acc: 94.5957, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4295 2022-05-13 10:43:20,130 - mmdet - INFO - Epoch [98][2200/3992] lr: 1.000e-06, eta: 2 days, 8:21:58, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0268, loss_cls: 0.1538, acc: 94.3438, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4581 2022-05-13 10:43:43,795 - mmdet - INFO - Epoch [98][2250/3992] lr: 1.000e-06, eta: 2 days, 8:21:32, time: 0.473, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0235, loss_cls: 0.1350, acc: 94.9805, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4034 2022-05-13 10:44:09,460 - mmdet - INFO - Epoch [98][2300/3992] lr: 1.000e-06, eta: 2 days, 8:21:08, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0287, loss_cls: 0.1592, acc: 94.1191, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4686 2022-05-13 10:44:34,489 - mmdet - INFO - Epoch [98][2350/3992] lr: 1.000e-06, eta: 2 days, 8:20:43, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0203, loss_rpn_bbox: 0.0281, loss_cls: 0.1488, acc: 94.5684, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4423 2022-05-13 10:45:00,127 - mmdet - INFO - Epoch [98][2400/3992] lr: 1.000e-06, eta: 2 days, 8:20:20, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1417, acc: 94.7578, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4131 2022-05-13 10:45:24,740 - mmdet - INFO - Epoch [98][2450/3992] lr: 1.000e-06, eta: 2 days, 8:19:55, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0257, loss_cls: 0.1490, acc: 94.4512, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4438 2022-05-13 10:45:49,407 - mmdet - INFO - Epoch [98][2500/3992] lr: 1.000e-06, eta: 2 days, 8:19:30, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0274, loss_cls: 0.1424, acc: 94.6406, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4349 2022-05-13 10:46:14,590 - mmdet - INFO - Epoch [98][2550/3992] lr: 1.000e-06, eta: 2 days, 8:19:05, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0256, loss_cls: 0.1458, acc: 94.5762, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4445 2022-05-13 10:46:39,840 - mmdet - INFO - Epoch [98][2600/3992] lr: 1.000e-06, eta: 2 days, 8:18:41, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0257, loss_cls: 0.1388, acc: 94.8457, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4048 2022-05-13 10:47:03,840 - mmdet - INFO - Epoch [98][2650/3992] lr: 1.000e-06, eta: 2 days, 8:18:15, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0254, loss_cls: 0.1342, acc: 94.9434, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4044 2022-05-13 10:47:28,873 - mmdet - INFO - Epoch [98][2700/3992] lr: 1.000e-06, eta: 2 days, 8:17:51, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0293, loss_cls: 0.1525, acc: 94.5000, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4466 2022-05-13 10:47:53,875 - mmdet - INFO - Epoch [98][2750/3992] lr: 1.000e-06, eta: 2 days, 8:17:26, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0255, loss_cls: 0.1404, acc: 94.7207, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4181 2022-05-13 10:48:18,911 - mmdet - INFO - Epoch [98][2800/3992] lr: 1.000e-06, eta: 2 days, 8:17:01, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0280, loss_cls: 0.1564, acc: 94.0449, loss_bbox: 0.2797, loss_mask: 0.0000, loss: 0.4789 2022-05-13 10:48:44,077 - mmdet - INFO - Epoch [98][2850/3992] lr: 1.000e-06, eta: 2 days, 8:16:37, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0264, loss_cls: 0.1489, acc: 94.4277, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4336 2022-05-13 10:49:08,958 - mmdet - INFO - Epoch [98][2900/3992] lr: 1.000e-06, eta: 2 days, 8:16:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0274, loss_cls: 0.1444, acc: 94.7559, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4208 2022-05-13 10:49:33,580 - mmdet - INFO - Epoch [98][2950/3992] lr: 1.000e-06, eta: 2 days, 8:15:47, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0224, loss_cls: 0.1189, acc: 95.4531, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3712 2022-05-13 10:49:58,463 - mmdet - INFO - Epoch [98][3000/3992] lr: 1.000e-06, eta: 2 days, 8:15:22, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0185, loss_cls: 0.1145, acc: 95.6836, loss_bbox: 0.1991, loss_mask: 0.0000, loss: 0.3407 2022-05-13 10:50:23,384 - mmdet - INFO - Epoch [98][3050/3992] lr: 1.000e-06, eta: 2 days, 8:14:58, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0249, loss_cls: 0.1444, acc: 94.6484, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4224 2022-05-13 10:50:48,864 - mmdet - INFO - Epoch [98][3100/3992] lr: 1.000e-06, eta: 2 days, 8:14:34, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0273, loss_cls: 0.1356, acc: 94.9922, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4075 2022-05-13 10:51:13,728 - mmdet - INFO - Epoch [98][3150/3992] lr: 1.000e-06, eta: 2 days, 8:14:09, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0235, loss_cls: 0.1383, acc: 94.7910, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4068 2022-05-13 10:51:38,812 - mmdet - INFO - Epoch [98][3200/3992] lr: 1.000e-06, eta: 2 days, 8:13:44, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0254, loss_cls: 0.1448, acc: 94.8164, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4297 2022-05-13 10:52:04,207 - mmdet - INFO - Epoch [98][3250/3992] lr: 1.000e-06, eta: 2 days, 8:13:20, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0257, loss_cls: 0.1449, acc: 94.5098, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4263 2022-05-13 10:52:29,608 - mmdet - INFO - Epoch [98][3300/3992] lr: 1.000e-06, eta: 2 days, 8:12:56, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0315, loss_cls: 0.1570, acc: 94.3438, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4667 2022-05-13 10:52:54,364 - mmdet - INFO - Epoch [98][3350/3992] lr: 1.000e-06, eta: 2 days, 8:12:31, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0284, loss_cls: 0.1358, acc: 95.0664, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4114 2022-05-13 10:53:19,591 - mmdet - INFO - Epoch [98][3400/3992] lr: 1.000e-06, eta: 2 days, 8:12:07, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0082, loss_rpn_bbox: 0.0207, loss_cls: 0.1167, acc: 95.6855, loss_bbox: 0.2009, loss_mask: 0.0000, loss: 0.3465 2022-05-13 10:53:44,401 - mmdet - INFO - Epoch [98][3450/3992] lr: 1.000e-06, eta: 2 days, 8:11:42, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0277, loss_cls: 0.1416, acc: 94.7832, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4299 2022-05-13 10:54:08,792 - mmdet - INFO - Epoch [98][3500/3992] lr: 1.000e-06, eta: 2 days, 8:11:17, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0249, loss_cls: 0.1329, acc: 95.0391, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.3977 2022-05-13 10:54:33,968 - mmdet - INFO - Epoch [98][3550/3992] lr: 1.000e-06, eta: 2 days, 8:10:52, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0255, loss_cls: 0.1569, acc: 94.2559, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4406 2022-05-13 10:54:58,156 - mmdet - INFO - Epoch [98][3600/3992] lr: 1.000e-06, eta: 2 days, 8:10:27, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0245, loss_cls: 0.1480, acc: 94.4570, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4382 2022-05-13 10:55:23,515 - mmdet - INFO - Epoch [98][3650/3992] lr: 1.000e-06, eta: 2 days, 8:10:03, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0234, loss_cls: 0.1297, acc: 95.1094, loss_bbox: 0.2230, loss_mask: 0.0000, loss: 0.3877 2022-05-13 10:55:49,178 - mmdet - INFO - Epoch [98][3700/3992] lr: 1.000e-06, eta: 2 days, 8:09:39, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0301, loss_cls: 0.1458, acc: 94.4902, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4283 2022-05-13 10:56:14,571 - mmdet - INFO - Epoch [98][3750/3992] lr: 1.000e-06, eta: 2 days, 8:09:15, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0309, loss_cls: 0.1619, acc: 93.9922, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4650 2022-05-13 10:56:40,358 - mmdet - INFO - Epoch [98][3800/3992] lr: 1.000e-06, eta: 2 days, 8:08:51, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0303, loss_cls: 0.1513, acc: 94.2734, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4542 2022-05-13 10:57:04,752 - mmdet - INFO - Epoch [98][3850/3992] lr: 1.000e-06, eta: 2 days, 8:08:25, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0229, loss_cls: 0.1479, acc: 94.5137, loss_bbox: 0.2496, loss_mask: 0.0000, loss: 0.4367 2022-05-13 10:57:29,973 - mmdet - INFO - Epoch [98][3900/3992] lr: 1.000e-06, eta: 2 days, 8:08:01, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0309, loss_cls: 0.1728, acc: 93.8711, loss_bbox: 0.2678, loss_mask: 0.0000, loss: 0.4891 2022-05-13 10:57:55,483 - mmdet - INFO - Epoch [98][3950/3992] lr: 1.000e-06, eta: 2 days, 8:07:37, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0299, loss_cls: 0.1524, acc: 94.3262, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4568 2022-05-13 10:58:15,748 - mmdet - INFO - Saving checkpoint at 98 epochs 2022-05-13 11:03:54,106 - mmdet - INFO - Evaluating bbox... 2022-05-13 11:04:09,620 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.226 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.161 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.018 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 11:04:09,624 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.257 | desk | 0.095 | | sofa_chair | 0.480 | pillow | 0.057 | box | 0.019 | | garbage_bin | 0.351 | cabinet | 0.046 | drawer | 0.056 | | shelf | 0.106 | kitchen_counter | 0.163 | kitchen_cabinet | 0.201 | | cpu | 0.026 | bench | 0.158 | file_cabinet | 0.091 | | whiteboard | 0.146 | lamp | 0.171 | endtable | 0.137 | | bookshelf | 0.227 | coffee_table | 0.196 | dresser | 0.175 | | paper | 0.009 | printer | 0.209 | monitor | 0.221 | | back_pack | 0.066 | night_stand | 0.293 | door | 0.079 | | picture | 0.044 | ottoman | 0.186 | stool | 0.225 | | outlet | 0.000 | towel | 0.076 | tray | 0.010 | | bag | 0.016 | stove | 0.102 | bathtub | 0.425 | | scanner | 0.190 | cubby | 0.020 | mirror | 0.023 | | bottle | 0.004 | rack | 0.018 | cup | 0.083 | | thermos | 0.016 | island | 0.095 | counter | 0.032 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.193 | | cart | 0.098 | tv_stand | 0.117 | poster | 0.001 | | soap_dispenser | 0.016 | toy | nan | chair | 0.337 | | sofa | 0.422 | plant | 0.035 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.539 | tv | 0.261 | | laptop | 0.107 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.027 | microwave | 0.240 | | oven | 0.018 | paper_towel_dispenser | 0.230 | sink | 0.165 | | fridge | 0.170 | book | 0.009 | clock | 0.080 | | vase | 0.046 | fire_extinguisher | 0.011 | blinds | 0.021 | | podium | 0.196 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:09,628 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.208 | table | 0.457 | desk | 0.201 | | sofa_chair | 0.673 | pillow | 0.142 | box | 0.047 | | garbage_bin | 0.616 | cabinet | 0.089 | drawer | 0.088 | | shelf | 0.219 | kitchen_counter | 0.279 | kitchen_cabinet | 0.339 | | cpu | 0.074 | bench | 0.295 | file_cabinet | 0.121 | | whiteboard | 0.229 | lamp | 0.374 | endtable | 0.254 | | bookshelf | 0.414 | coffee_table | 0.367 | dresser | 0.269 | | paper | 0.027 | printer | 0.366 | monitor | 0.540 | | back_pack | 0.146 | night_stand | 0.514 | door | 0.121 | | picture | 0.077 | ottoman | 0.274 | stool | 0.420 | | outlet | 0.000 | towel | 0.112 | tray | 0.035 | | bag | 0.022 | stove | 0.202 | bathtub | 0.681 | | scanner | 0.314 | cubby | 0.030 | mirror | 0.051 | | bottle | 0.007 | rack | 0.028 | cup | 0.192 | | thermos | 0.153 | island | 0.131 | counter | 0.038 | | bowl | 0.089 | plate | 0.000 | organizer | 0.002 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.310 | | cart | 0.164 | tv_stand | 0.185 | poster | 0.004 | | soap_dispenser | 0.020 | toy | nan | chair | 0.682 | | sofa | 0.615 | plant | 0.086 | bed | 0.877 | | dining_table | 0.009 | toilet | 0.852 | tv | 0.456 | | laptop | 0.235 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.257 | telephone | 0.067 | microwave | 0.470 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.483 | | fridge | 0.284 | book | 0.023 | clock | 0.135 | | vase | 0.089 | fire_extinguisher | 0.086 | blinds | 0.054 | | podium | 0.261 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:09,632 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.124 | table | 0.260 | desk | 0.081 | | sofa_chair | 0.570 | pillow | 0.037 | box | 0.009 | | garbage_bin | 0.370 | cabinet | 0.039 | drawer | 0.054 | | shelf | 0.094 | kitchen_counter | 0.158 | kitchen_cabinet | 0.215 | | cpu | 0.010 | bench | 0.141 | file_cabinet | 0.119 | | whiteboard | 0.155 | lamp | 0.137 | endtable | 0.120 | | bookshelf | 0.222 | coffee_table | 0.158 | dresser | 0.199 | | paper | 0.007 | printer | 0.171 | monitor | 0.139 | | back_pack | 0.036 | night_stand | 0.303 | door | 0.110 | | picture | 0.043 | ottoman | 0.223 | stool | 0.236 | | outlet | 0.000 | towel | 0.077 | tray | 0.001 | | bag | 0.019 | stove | 0.072 | bathtub | 0.485 | | scanner | 0.185 | cubby | 0.015 | mirror | 0.012 | | bottle | 0.005 | rack | 0.021 | cup | 0.056 | | thermos | 0.000 | island | 0.108 | counter | 0.036 | | bowl | 0.059 | plate | 0.000 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.077 | tv_stand | 0.122 | poster | 0.000 | | soap_dispenser | 0.020 | toy | nan | chair | 0.297 | | sofa | 0.467 | plant | 0.019 | bed | 0.695 | | dining_table | 0.002 | toilet | 0.607 | tv | 0.272 | | laptop | 0.086 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.027 | telephone | 0.010 | microwave | 0.235 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.074 | | fridge | 0.137 | book | 0.006 | clock | 0.119 | | vase | 0.050 | fire_extinguisher | 0.000 | blinds | 0.006 | | podium | 0.261 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:09,632 - mmdet - INFO - Evaluating segm... 2022-05-13 11:04:27,350 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 11:04:27,354 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:27,357 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:27,360 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:04:27,664 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 11:04:27,666 - mmdet - INFO - Epoch(val) [98][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2260, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1610, bbox_mAP_copypaste: 0.125 0.226 0.123 0.005 0.044 0.161, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 11:04:54,064 - mmdet - INFO - Epoch [99][50/3992] lr: 1.000e-06, eta: 2 days, 8:06:31, time: 0.528, data_time: 0.065, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0274, loss_cls: 0.1393, acc: 94.7070, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4208 2022-05-13 11:05:19,110 - mmdet - INFO - Epoch [99][100/3992] lr: 1.000e-06, eta: 2 days, 8:06:07, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0313, loss_cls: 0.1505, acc: 94.3457, loss_bbox: 0.2583, loss_mask: 0.0000, loss: 0.4569 2022-05-13 11:05:44,529 - mmdet - INFO - Epoch [99][150/3992] lr: 1.000e-06, eta: 2 days, 8:05:43, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0271, loss_cls: 0.1449, acc: 94.4805, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4282 2022-05-13 11:06:09,923 - mmdet - INFO - Epoch [99][200/3992] lr: 1.000e-06, eta: 2 days, 8:05:18, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0269, loss_cls: 0.1453, acc: 94.7402, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4301 2022-05-13 11:06:33,684 - mmdet - INFO - Epoch [99][250/3992] lr: 1.000e-06, eta: 2 days, 8:04:53, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0227, loss_cls: 0.1298, acc: 95.1191, loss_bbox: 0.2313, loss_mask: 0.0000, loss: 0.3953 2022-05-13 11:06:59,355 - mmdet - INFO - Epoch [99][300/3992] lr: 1.000e-06, eta: 2 days, 8:04:29, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0232, loss_cls: 0.1363, acc: 94.7969, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4128 2022-05-13 11:07:23,390 - mmdet - INFO - Epoch [99][350/3992] lr: 1.000e-06, eta: 2 days, 8:04:03, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0250, loss_cls: 0.1420, acc: 94.6777, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4226 2022-05-13 11:07:48,201 - mmdet - INFO - Epoch [99][400/3992] lr: 1.000e-06, eta: 2 days, 8:03:38, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0278, loss_cls: 0.1447, acc: 94.5664, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4335 2022-05-13 11:08:13,012 - mmdet - INFO - Epoch [99][450/3992] lr: 1.000e-06, eta: 2 days, 8:03:13, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0253, loss_cls: 0.1430, acc: 94.6797, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4121 2022-05-13 11:08:37,646 - mmdet - INFO - Epoch [99][500/3992] lr: 1.000e-06, eta: 2 days, 8:02:48, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0255, loss_cls: 0.1601, acc: 94.3965, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4439 2022-05-13 11:09:03,504 - mmdet - INFO - Epoch [99][550/3992] lr: 1.000e-06, eta: 2 days, 8:02:25, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0237, loss_cls: 0.1447, acc: 94.4609, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4321 2022-05-13 11:09:28,977 - mmdet - INFO - Epoch [99][600/3992] lr: 1.000e-06, eta: 2 days, 8:02:01, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0253, loss_cls: 0.1408, acc: 94.9180, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4114 2022-05-13 11:09:54,747 - mmdet - INFO - Epoch [99][650/3992] lr: 1.000e-06, eta: 2 days, 8:01:37, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0301, loss_cls: 0.1561, acc: 94.1660, loss_bbox: 0.2604, loss_mask: 0.0000, loss: 0.4590 2022-05-13 11:10:20,520 - mmdet - INFO - Epoch [99][700/3992] lr: 1.000e-06, eta: 2 days, 8:01:13, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0263, loss_cls: 0.1275, acc: 95.1250, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.3936 2022-05-13 11:10:45,236 - mmdet - INFO - Epoch [99][750/3992] lr: 1.000e-06, eta: 2 days, 8:00:48, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0228, loss_cls: 0.1316, acc: 95.2070, loss_bbox: 0.2159, loss_mask: 0.0000, loss: 0.3805 2022-05-13 11:11:10,391 - mmdet - INFO - Epoch [99][800/3992] lr: 1.000e-06, eta: 2 days, 8:00:24, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0258, loss_cls: 0.1419, acc: 94.5977, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4060 2022-05-13 11:11:35,311 - mmdet - INFO - Epoch [99][850/3992] lr: 1.000e-06, eta: 2 days, 7:59:59, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0283, loss_cls: 0.1481, acc: 94.6719, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4331 2022-05-13 11:12:00,228 - mmdet - INFO - Epoch [99][900/3992] lr: 1.000e-06, eta: 2 days, 7:59:34, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0241, loss_cls: 0.1478, acc: 94.7227, loss_bbox: 0.2260, loss_mask: 0.0000, loss: 0.4101 2022-05-13 11:12:26,721 - mmdet - INFO - Epoch [99][950/3992] lr: 1.000e-06, eta: 2 days, 7:59:11, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0255, loss_cls: 0.1405, acc: 94.8809, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4193 2022-05-13 11:12:51,501 - mmdet - INFO - Epoch [99][1000/3992] lr: 1.000e-06, eta: 2 days, 7:58:46, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0275, loss_cls: 0.1709, acc: 94.0742, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4725 2022-05-13 11:13:16,652 - mmdet - INFO - Epoch [99][1050/3992] lr: 1.000e-06, eta: 2 days, 7:58:22, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0238, loss_cls: 0.1413, acc: 94.6992, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4059 2022-05-13 11:13:41,625 - mmdet - INFO - Epoch [99][1100/3992] lr: 1.000e-06, eta: 2 days, 7:57:57, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0277, loss_cls: 0.1499, acc: 94.4375, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4485 2022-05-13 11:14:06,368 - mmdet - INFO - Epoch [99][1150/3992] lr: 1.000e-06, eta: 2 days, 7:57:32, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0245, loss_cls: 0.1401, acc: 94.8477, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4083 2022-05-13 11:14:31,595 - mmdet - INFO - Epoch [99][1200/3992] lr: 1.000e-06, eta: 2 days, 7:57:08, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0235, loss_cls: 0.1337, acc: 94.9746, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3984 2022-05-13 11:14:56,118 - mmdet - INFO - Epoch [99][1250/3992] lr: 1.000e-06, eta: 2 days, 7:56:43, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0286, loss_cls: 0.1512, acc: 94.2715, loss_bbox: 0.2720, loss_mask: 0.0000, loss: 0.4672 2022-05-13 11:15:21,131 - mmdet - INFO - Epoch [99][1300/3992] lr: 1.000e-06, eta: 2 days, 7:56:18, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0250, loss_cls: 0.1388, acc: 94.7891, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4208 2022-05-13 11:15:46,828 - mmdet - INFO - Epoch [99][1350/3992] lr: 1.000e-06, eta: 2 days, 7:55:54, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0297, loss_cls: 0.1681, acc: 93.7754, loss_bbox: 0.2665, loss_mask: 0.0000, loss: 0.4775 2022-05-13 11:16:12,769 - mmdet - INFO - Epoch [99][1400/3992] lr: 1.000e-06, eta: 2 days, 7:55:31, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0298, loss_cls: 0.1655, acc: 94.0918, loss_bbox: 0.2708, loss_mask: 0.0000, loss: 0.4843 2022-05-13 11:16:37,102 - mmdet - INFO - Epoch [99][1450/3992] lr: 1.000e-06, eta: 2 days, 7:55:05, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0274, loss_cls: 0.1402, acc: 94.7715, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4194 2022-05-13 11:16:59,972 - mmdet - INFO - Epoch [99][1500/3992] lr: 1.000e-06, eta: 2 days, 7:54:39, time: 0.457, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0218, loss_cls: 0.1230, acc: 95.3457, loss_bbox: 0.2156, loss_mask: 0.0000, loss: 0.3721 2022-05-13 11:17:24,954 - mmdet - INFO - Epoch [99][1550/3992] lr: 1.000e-06, eta: 2 days, 7:54:14, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0254, loss_cls: 0.1339, acc: 94.9492, loss_bbox: 0.2247, loss_mask: 0.0000, loss: 0.3942 2022-05-13 11:17:51,208 - mmdet - INFO - Epoch [99][1600/3992] lr: 1.000e-06, eta: 2 days, 7:53:51, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0235, loss_cls: 0.1457, acc: 94.7734, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4192 2022-05-13 11:18:15,405 - mmdet - INFO - Epoch [99][1650/3992] lr: 1.000e-06, eta: 2 days, 7:53:25, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0265, loss_cls: 0.1429, acc: 94.6348, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4161 2022-05-13 11:18:40,831 - mmdet - INFO - Epoch [99][1700/3992] lr: 1.000e-06, eta: 2 days, 7:53:01, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0271, loss_cls: 0.1593, acc: 94.1523, loss_bbox: 0.2597, loss_mask: 0.0000, loss: 0.4590 2022-05-13 11:19:05,996 - mmdet - INFO - Epoch [99][1750/3992] lr: 1.000e-06, eta: 2 days, 7:52:37, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0254, loss_cls: 0.1479, acc: 94.5977, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4303 2022-05-13 11:19:30,998 - mmdet - INFO - Epoch [99][1800/3992] lr: 1.000e-06, eta: 2 days, 7:52:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0241, loss_cls: 0.1314, acc: 95.0508, loss_bbox: 0.2382, loss_mask: 0.0000, loss: 0.4049 2022-05-13 11:19:55,750 - mmdet - INFO - Epoch [99][1850/3992] lr: 1.000e-06, eta: 2 days, 7:51:47, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0270, loss_cls: 0.1472, acc: 94.5273, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4278 2022-05-13 11:20:21,099 - mmdet - INFO - Epoch [99][1900/3992] lr: 1.000e-06, eta: 2 days, 7:51:23, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0280, loss_cls: 0.1372, acc: 94.7539, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4274 2022-05-13 11:20:46,988 - mmdet - INFO - Epoch [99][1950/3992] lr: 1.000e-06, eta: 2 days, 7:50:59, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0272, loss_cls: 0.1617, acc: 94.0684, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4514 2022-05-13 11:21:12,148 - mmdet - INFO - Epoch [99][2000/3992] lr: 1.000e-06, eta: 2 days, 7:50:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0240, loss_cls: 0.1338, acc: 94.9961, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4052 2022-05-13 11:21:39,150 - mmdet - INFO - Epoch [99][2050/3992] lr: 1.000e-06, eta: 2 days, 7:50:12, time: 0.540, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0237, loss_cls: 0.1301, acc: 95.0547, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.3991 2022-05-13 11:22:04,924 - mmdet - INFO - Epoch [99][2100/3992] lr: 1.000e-06, eta: 2 days, 7:49:48, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0247, loss_cls: 0.1360, acc: 94.8359, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4154 2022-05-13 11:22:30,838 - mmdet - INFO - Epoch [99][2150/3992] lr: 1.000e-06, eta: 2 days, 7:49:25, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0292, loss_cls: 0.1557, acc: 94.2480, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4501 2022-05-13 11:22:56,796 - mmdet - INFO - Epoch [99][2200/3992] lr: 1.000e-06, eta: 2 days, 7:49:01, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0245, loss_cls: 0.1402, acc: 94.7598, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4160 2022-05-13 11:23:23,462 - mmdet - INFO - Epoch [99][2250/3992] lr: 1.000e-06, eta: 2 days, 7:48:38, time: 0.533, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0239, loss_cls: 0.1287, acc: 95.4824, loss_bbox: 0.2231, loss_mask: 0.0000, loss: 0.3885 2022-05-13 11:23:48,874 - mmdet - INFO - Epoch [99][2300/3992] lr: 1.000e-06, eta: 2 days, 7:48:14, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0306, loss_cls: 0.1481, acc: 94.3379, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4431 2022-05-13 11:24:13,813 - mmdet - INFO - Epoch [99][2350/3992] lr: 1.000e-06, eta: 2 days, 7:47:49, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0231, loss_cls: 0.1231, acc: 95.4141, loss_bbox: 0.2136, loss_mask: 0.0000, loss: 0.3707 2022-05-13 11:24:38,682 - mmdet - INFO - Epoch [99][2400/3992] lr: 1.000e-06, eta: 2 days, 7:47:25, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0253, loss_cls: 0.1480, acc: 94.7227, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4254 2022-05-13 11:25:03,883 - mmdet - INFO - Epoch [99][2450/3992] lr: 1.000e-06, eta: 2 days, 7:47:00, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0267, loss_cls: 0.1475, acc: 94.4707, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4326 2022-05-13 11:25:29,068 - mmdet - INFO - Epoch [99][2500/3992] lr: 1.000e-06, eta: 2 days, 7:46:36, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0273, loss_cls: 0.1472, acc: 94.4395, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4339 2022-05-13 11:25:53,642 - mmdet - INFO - Epoch [99][2550/3992] lr: 1.000e-06, eta: 2 days, 7:46:11, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0298, loss_cls: 0.1519, acc: 94.4023, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4433 2022-05-13 11:26:18,384 - mmdet - INFO - Epoch [99][2600/3992] lr: 1.000e-06, eta: 2 days, 7:45:46, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0281, loss_cls: 0.1487, acc: 94.5781, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4281 2022-05-13 11:26:43,911 - mmdet - INFO - Epoch [99][2650/3992] lr: 1.000e-06, eta: 2 days, 7:45:22, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0266, loss_cls: 0.1513, acc: 94.3887, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4375 2022-05-13 11:27:09,884 - mmdet - INFO - Epoch [99][2700/3992] lr: 1.000e-06, eta: 2 days, 7:44:58, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0241, loss_cls: 0.1280, acc: 95.0332, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.3957 2022-05-13 11:27:35,580 - mmdet - INFO - Epoch [99][2750/3992] lr: 1.000e-06, eta: 2 days, 7:44:34, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0253, loss_cls: 0.1316, acc: 94.8770, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4136 2022-05-13 11:28:01,098 - mmdet - INFO - Epoch [99][2800/3992] lr: 1.000e-06, eta: 2 days, 7:44:10, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0223, loss_cls: 0.1270, acc: 95.2910, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3846 2022-05-13 11:28:26,977 - mmdet - INFO - Epoch [99][2850/3992] lr: 1.000e-06, eta: 2 days, 7:43:46, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0236, loss_cls: 0.1384, acc: 94.9414, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4077 2022-05-13 11:28:51,442 - mmdet - INFO - Epoch [99][2900/3992] lr: 1.000e-06, eta: 2 days, 7:43:21, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0265, loss_cls: 0.1368, acc: 95.0820, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4129 2022-05-13 11:29:16,802 - mmdet - INFO - Epoch [99][2950/3992] lr: 1.000e-06, eta: 2 days, 7:42:57, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0229, loss_cls: 0.1353, acc: 95.0527, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3890 2022-05-13 11:29:42,196 - mmdet - INFO - Epoch [99][3000/3992] lr: 1.000e-06, eta: 2 days, 7:42:33, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0323, loss_cls: 0.1557, acc: 94.3613, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4520 2022-05-13 11:30:07,111 - mmdet - INFO - Epoch [99][3050/3992] lr: 1.000e-06, eta: 2 days, 7:42:08, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0232, loss_cls: 0.1392, acc: 95.0742, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4079 2022-05-13 11:30:32,587 - mmdet - INFO - Epoch [99][3100/3992] lr: 1.000e-06, eta: 2 days, 7:41:44, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0260, loss_cls: 0.1560, acc: 94.2344, loss_bbox: 0.2630, loss_mask: 0.0000, loss: 0.4585 2022-05-13 11:30:58,393 - mmdet - INFO - Epoch [99][3150/3992] lr: 1.000e-06, eta: 2 days, 7:41:20, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0239, loss_cls: 0.1329, acc: 94.8535, loss_bbox: 0.2436, loss_mask: 0.0000, loss: 0.4114 2022-05-13 11:31:23,917 - mmdet - INFO - Epoch [99][3200/3992] lr: 1.000e-06, eta: 2 days, 7:40:56, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0254, loss_cls: 0.1384, acc: 94.6152, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4236 2022-05-13 11:31:48,425 - mmdet - INFO - Epoch [99][3250/3992] lr: 1.000e-06, eta: 2 days, 7:40:31, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0226, loss_cls: 0.1467, acc: 94.7051, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.4069 2022-05-13 11:32:12,929 - mmdet - INFO - Epoch [99][3300/3992] lr: 1.000e-06, eta: 2 days, 7:40:06, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0224, loss_cls: 0.1261, acc: 95.3906, loss_bbox: 0.2191, loss_mask: 0.0000, loss: 0.3793 2022-05-13 11:32:38,790 - mmdet - INFO - Epoch [99][3350/3992] lr: 1.000e-06, eta: 2 days, 7:39:42, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0241, loss_cls: 0.1478, acc: 94.4863, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4313 2022-05-13 11:33:04,235 - mmdet - INFO - Epoch [99][3400/3992] lr: 1.000e-06, eta: 2 days, 7:39:18, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0252, loss_cls: 0.1474, acc: 94.8887, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4218 2022-05-13 11:33:31,002 - mmdet - INFO - Epoch [99][3450/3992] lr: 1.000e-06, eta: 2 days, 7:38:55, time: 0.535, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0275, loss_cls: 0.1617, acc: 93.9961, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4726 2022-05-13 11:33:56,232 - mmdet - INFO - Epoch [99][3500/3992] lr: 1.000e-06, eta: 2 days, 7:38:31, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0236, loss_cls: 0.1437, acc: 94.6211, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4216 2022-05-13 11:34:20,764 - mmdet - INFO - Epoch [99][3550/3992] lr: 1.000e-06, eta: 2 days, 7:38:06, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0249, loss_cls: 0.1513, acc: 94.6250, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.4164 2022-05-13 11:34:45,644 - mmdet - INFO - Epoch [99][3600/3992] lr: 1.000e-06, eta: 2 days, 7:37:41, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0240, loss_cls: 0.1439, acc: 94.6270, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4320 2022-05-13 11:35:10,479 - mmdet - INFO - Epoch [99][3650/3992] lr: 1.000e-06, eta: 2 days, 7:37:16, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0305, loss_cls: 0.1665, acc: 94.0352, loss_bbox: 0.2598, loss_mask: 0.0000, loss: 0.4735 2022-05-13 11:35:35,831 - mmdet - INFO - Epoch [99][3700/3992] lr: 1.000e-06, eta: 2 days, 7:36:52, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0254, loss_cls: 0.1550, acc: 94.2773, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4497 2022-05-13 11:36:00,338 - mmdet - INFO - Epoch [99][3750/3992] lr: 1.000e-06, eta: 2 days, 7:36:27, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0237, loss_cls: 0.1375, acc: 95.0879, loss_bbox: 0.2266, loss_mask: 0.0000, loss: 0.4012 2022-05-13 11:36:25,944 - mmdet - INFO - Epoch [99][3800/3992] lr: 1.000e-06, eta: 2 days, 7:36:03, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0217, loss_cls: 0.1393, acc: 94.6074, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4130 2022-05-13 11:36:51,162 - mmdet - INFO - Epoch [99][3850/3992] lr: 1.000e-06, eta: 2 days, 7:35:38, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0215, loss_cls: 0.1262, acc: 95.2891, loss_bbox: 0.2182, loss_mask: 0.0000, loss: 0.3768 2022-05-13 11:37:16,857 - mmdet - INFO - Epoch [99][3900/3992] lr: 1.000e-06, eta: 2 days, 7:35:15, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0280, loss_cls: 0.1529, acc: 94.3594, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4503 2022-05-13 11:37:41,951 - mmdet - INFO - Epoch [99][3950/3992] lr: 1.000e-06, eta: 2 days, 7:34:50, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0251, loss_cls: 0.1442, acc: 94.8184, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4226 2022-05-13 11:38:02,459 - mmdet - INFO - Saving checkpoint at 99 epochs 2022-05-13 11:43:38,768 - mmdet - INFO - Evaluating bbox... 2022-05-13 11:43:52,918 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.105 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 11:43:52,922 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.255 | desk | 0.098 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.018 | | garbage_bin | 0.350 | cabinet | 0.046 | drawer | 0.056 | | shelf | 0.105 | kitchen_counter | 0.167 | kitchen_cabinet | 0.198 | | cpu | 0.030 | bench | 0.162 | file_cabinet | 0.091 | | whiteboard | 0.139 | lamp | 0.171 | endtable | 0.133 | | bookshelf | 0.229 | coffee_table | 0.195 | dresser | 0.176 | | paper | 0.009 | printer | 0.210 | monitor | 0.223 | | back_pack | 0.067 | night_stand | 0.294 | door | 0.081 | | picture | 0.044 | ottoman | 0.179 | stool | 0.223 | | outlet | 0.000 | towel | 0.075 | tray | 0.011 | | bag | 0.015 | stove | 0.111 | bathtub | 0.431 | | scanner | 0.186 | cubby | 0.022 | mirror | 0.022 | | bottle | 0.003 | rack | 0.023 | cup | 0.078 | | thermos | 0.001 | island | 0.087 | counter | 0.032 | | bowl | 0.052 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.014 | coffee_maker | 0.188 | | cart | 0.096 | tv_stand | 0.115 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.337 | | sofa | 0.419 | plant | 0.040 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.258 | | laptop | 0.108 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.072 | telephone | 0.028 | microwave | 0.249 | | oven | 0.015 | paper_towel_dispenser | 0.230 | sink | 0.167 | | fridge | 0.175 | book | 0.008 | clock | 0.095 | | vase | 0.040 | fire_extinguisher | 0.010 | blinds | 0.020 | | podium | 0.198 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:43:52,925 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.230 | table | 0.458 | desk | 0.201 | | sofa_chair | 0.673 | pillow | 0.143 | box | 0.044 | | garbage_bin | 0.618 | cabinet | 0.092 | drawer | 0.088 | | shelf | 0.212 | kitchen_counter | 0.284 | kitchen_cabinet | 0.332 | | cpu | 0.081 | bench | 0.303 | file_cabinet | 0.126 | | whiteboard | 0.223 | lamp | 0.376 | endtable | 0.250 | | bookshelf | 0.412 | coffee_table | 0.369 | dresser | 0.272 | | paper | 0.026 | printer | 0.359 | monitor | 0.529 | | back_pack | 0.148 | night_stand | 0.517 | door | 0.127 | | picture | 0.077 | ottoman | 0.265 | stool | 0.424 | | outlet | 0.000 | towel | 0.112 | tray | 0.035 | | bag | 0.020 | stove | 0.200 | bathtub | 0.681 | | scanner | 0.315 | cubby | 0.031 | mirror | 0.051 | | bottle | 0.006 | rack | 0.035 | cup | 0.192 | | thermos | 0.002 | island | 0.123 | counter | 0.035 | | bowl | 0.089 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.069 | coffee_maker | 0.308 | | cart | 0.165 | tv_stand | 0.184 | poster | 0.004 | | soap_dispenser | 0.017 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.096 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.449 | | laptop | 0.236 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.248 | telephone | 0.072 | microwave | 0.466 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.485 | | fridge | 0.326 | book | 0.023 | clock | 0.154 | | vase | 0.082 | fire_extinguisher | 0.103 | blinds | 0.046 | | podium | 0.268 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:43:52,928 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.127 | table | 0.256 | desk | 0.090 | | sofa_chair | 0.562 | pillow | 0.036 | box | 0.011 | | garbage_bin | 0.376 | cabinet | 0.040 | drawer | 0.055 | | shelf | 0.092 | kitchen_counter | 0.159 | kitchen_cabinet | 0.206 | | cpu | 0.009 | bench | 0.142 | file_cabinet | 0.124 | | whiteboard | 0.145 | lamp | 0.134 | endtable | 0.108 | | bookshelf | 0.225 | coffee_table | 0.148 | dresser | 0.200 | | paper | 0.006 | printer | 0.204 | monitor | 0.143 | | back_pack | 0.037 | night_stand | 0.309 | door | 0.108 | | picture | 0.045 | ottoman | 0.216 | stool | 0.226 | | outlet | 0.000 | towel | 0.076 | tray | 0.001 | | bag | 0.017 | stove | 0.087 | bathtub | 0.483 | | scanner | 0.185 | cubby | 0.027 | mirror | 0.010 | | bottle | 0.004 | rack | 0.029 | cup | 0.049 | | thermos | 0.000 | island | 0.102 | counter | 0.035 | | bowl | 0.059 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.166 | | cart | 0.075 | tv_stand | 0.123 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.296 | | sofa | 0.461 | plant | 0.031 | bed | 0.697 | | dining_table | 0.006 | toilet | 0.582 | tv | 0.271 | | laptop | 0.093 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.235 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.079 | | fridge | 0.139 | book | 0.005 | clock | 0.139 | | vase | 0.039 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.268 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:43:52,928 - mmdet - INFO - Evaluating segm... 2022-05-13 11:44:08,690 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 11:44:08,694 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:44:08,697 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:44:08,700 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 11:44:08,989 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 11:44:08,989 - mmdet - INFO - Epoch(val) [99][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.223 0.124 0.005 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 11:44:35,119 - mmdet - INFO - Epoch [100][50/3992] lr: 1.000e-06, eta: 2 days, 7:33:44, time: 0.522, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0264, loss_cls: 0.1388, acc: 94.7617, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4058 2022-05-13 11:45:00,272 - mmdet - INFO - Epoch [100][100/3992] lr: 1.000e-06, eta: 2 days, 7:33:20, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0228, loss_cls: 0.1391, acc: 94.7852, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4085 2022-05-13 11:45:25,353 - mmdet - INFO - Epoch [100][150/3992] lr: 1.000e-06, eta: 2 days, 7:32:55, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0226, loss_cls: 0.1439, acc: 94.8496, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.4088 2022-05-13 11:45:50,800 - mmdet - INFO - Epoch [100][200/3992] lr: 1.000e-06, eta: 2 days, 7:32:31, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0245, loss_cls: 0.1355, acc: 94.8984, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4019 2022-05-13 11:46:16,032 - mmdet - INFO - Epoch [100][250/3992] lr: 1.000e-06, eta: 2 days, 7:32:07, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0247, loss_cls: 0.1405, acc: 95.0645, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.4046 2022-05-13 11:46:41,551 - mmdet - INFO - Epoch [100][300/3992] lr: 1.000e-06, eta: 2 days, 7:31:43, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0282, loss_cls: 0.1485, acc: 94.4844, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4426 2022-05-13 11:47:06,468 - mmdet - INFO - Epoch [100][350/3992] lr: 1.000e-06, eta: 2 days, 7:31:18, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0290, loss_cls: 0.1536, acc: 94.4102, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4539 2022-05-13 11:47:31,394 - mmdet - INFO - Epoch [100][400/3992] lr: 1.000e-06, eta: 2 days, 7:30:53, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0276, loss_cls: 0.1439, acc: 94.4844, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4326 2022-05-13 11:47:57,507 - mmdet - INFO - Epoch [100][450/3992] lr: 1.000e-06, eta: 2 days, 7:30:30, time: 0.522, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0246, loss_cls: 0.1343, acc: 94.9531, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.3997 2022-05-13 11:48:22,804 - mmdet - INFO - Epoch [100][500/3992] lr: 1.000e-06, eta: 2 days, 7:30:06, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0257, loss_cls: 0.1378, acc: 94.7266, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4147 2022-05-13 11:48:46,759 - mmdet - INFO - Epoch [100][550/3992] lr: 1.000e-06, eta: 2 days, 7:29:40, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0204, loss_cls: 0.1294, acc: 95.3105, loss_bbox: 0.2144, loss_mask: 0.0000, loss: 0.3785 2022-05-13 11:49:11,801 - mmdet - INFO - Epoch [100][600/3992] lr: 1.000e-06, eta: 2 days, 7:29:15, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0229, loss_cls: 0.1277, acc: 95.1309, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.3907 2022-05-13 11:49:36,980 - mmdet - INFO - Epoch [100][650/3992] lr: 1.000e-06, eta: 2 days, 7:28:51, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0232, loss_cls: 0.1461, acc: 94.7500, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.4089 2022-05-13 11:50:02,080 - mmdet - INFO - Epoch [100][700/3992] lr: 1.000e-06, eta: 2 days, 7:28:26, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0295, loss_cls: 0.1459, acc: 94.6953, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4413 2022-05-13 11:50:27,571 - mmdet - INFO - Epoch [100][750/3992] lr: 1.000e-06, eta: 2 days, 7:28:02, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0228, loss_cls: 0.1357, acc: 94.9551, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.3990 2022-05-13 11:50:53,122 - mmdet - INFO - Epoch [100][800/3992] lr: 1.000e-06, eta: 2 days, 7:27:38, time: 0.511, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0270, loss_cls: 0.1567, acc: 93.9824, loss_bbox: 0.2562, loss_mask: 0.0000, loss: 0.4520 2022-05-13 11:51:18,069 - mmdet - INFO - Epoch [100][850/3992] lr: 1.000e-06, eta: 2 days, 7:27:14, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0209, loss_cls: 0.1281, acc: 95.2285, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.3874 2022-05-13 11:51:43,966 - mmdet - INFO - Epoch [100][900/3992] lr: 1.000e-06, eta: 2 days, 7:26:50, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0298, loss_cls: 0.1601, acc: 93.9375, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4707 2022-05-13 11:52:08,927 - mmdet - INFO - Epoch [100][950/3992] lr: 1.000e-06, eta: 2 days, 7:26:25, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0245, loss_cls: 0.1492, acc: 94.6836, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4289 2022-05-13 11:52:33,009 - mmdet - INFO - Epoch [100][1000/3992] lr: 1.000e-06, eta: 2 days, 7:26:00, time: 0.482, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0267, loss_cls: 0.1439, acc: 94.7246, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4108 2022-05-13 11:52:57,167 - mmdet - INFO - Epoch [100][1050/3992] lr: 1.000e-06, eta: 2 days, 7:25:34, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0229, loss_cls: 0.1208, acc: 95.3574, loss_bbox: 0.2178, loss_mask: 0.0000, loss: 0.3733 2022-05-13 11:53:22,223 - mmdet - INFO - Epoch [100][1100/3992] lr: 1.000e-06, eta: 2 days, 7:25:10, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0242, loss_cls: 0.1460, acc: 94.6309, loss_bbox: 0.2366, loss_mask: 0.0000, loss: 0.4206 2022-05-13 11:53:48,557 - mmdet - INFO - Epoch [100][1150/3992] lr: 1.000e-06, eta: 2 days, 7:24:46, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0272, loss_cls: 0.1467, acc: 94.3359, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4344 2022-05-13 11:54:13,391 - mmdet - INFO - Epoch [100][1200/3992] lr: 1.000e-06, eta: 2 days, 7:24:22, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0234, loss_cls: 0.1299, acc: 95.0215, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.3977 2022-05-13 11:54:38,005 - mmdet - INFO - Epoch [100][1250/3992] lr: 1.000e-06, eta: 2 days, 7:23:57, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0230, loss_cls: 0.1216, acc: 95.4395, loss_bbox: 0.2140, loss_mask: 0.0000, loss: 0.3740 2022-05-13 11:55:04,314 - mmdet - INFO - Epoch [100][1300/3992] lr: 1.000e-06, eta: 2 days, 7:23:33, time: 0.526, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0263, loss_cls: 0.1453, acc: 94.3184, loss_bbox: 0.2518, loss_mask: 0.0000, loss: 0.4374 2022-05-13 11:55:29,846 - mmdet - INFO - Epoch [100][1350/3992] lr: 1.000e-06, eta: 2 days, 7:23:09, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0264, loss_cls: 0.1350, acc: 94.8984, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4027 2022-05-13 11:55:54,230 - mmdet - INFO - Epoch [100][1400/3992] lr: 1.000e-06, eta: 2 days, 7:22:44, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0262, loss_cls: 0.1444, acc: 94.4082, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4363 2022-05-13 11:56:18,908 - mmdet - INFO - Epoch [100][1450/3992] lr: 1.000e-06, eta: 2 days, 7:22:19, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0239, loss_cls: 0.1349, acc: 95.0723, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3913 2022-05-13 11:56:44,474 - mmdet - INFO - Epoch [100][1500/3992] lr: 1.000e-06, eta: 2 days, 7:21:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0230, loss_cls: 0.1287, acc: 95.2949, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.3841 2022-05-13 11:57:09,204 - mmdet - INFO - Epoch [100][1550/3992] lr: 1.000e-06, eta: 2 days, 7:21:30, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0262, loss_cls: 0.1497, acc: 94.5312, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4262 2022-05-13 11:57:33,508 - mmdet - INFO - Epoch [100][1600/3992] lr: 1.000e-06, eta: 2 days, 7:21:05, time: 0.486, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0345, loss_cls: 0.1662, acc: 93.8828, loss_bbox: 0.2728, loss_mask: 0.0000, loss: 0.4926 2022-05-13 11:57:59,041 - mmdet - INFO - Epoch [100][1650/3992] lr: 1.000e-06, eta: 2 days, 7:20:41, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0277, loss_cls: 0.1504, acc: 94.6836, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4372 2022-05-13 11:58:24,518 - mmdet - INFO - Epoch [100][1700/3992] lr: 1.000e-06, eta: 2 days, 7:20:17, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0277, loss_cls: 0.1346, acc: 94.8652, loss_bbox: 0.2374, loss_mask: 0.0000, loss: 0.4126 2022-05-13 11:58:49,764 - mmdet - INFO - Epoch [100][1750/3992] lr: 1.000e-06, eta: 2 days, 7:19:52, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0271, loss_cls: 0.1508, acc: 94.2305, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4431 2022-05-13 11:59:15,388 - mmdet - INFO - Epoch [100][1800/3992] lr: 1.000e-06, eta: 2 days, 7:19:28, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0236, loss_cls: 0.1390, acc: 94.7324, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4127 2022-05-13 11:59:40,125 - mmdet - INFO - Epoch [100][1850/3992] lr: 1.000e-06, eta: 2 days, 7:19:03, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0281, loss_cls: 0.1370, acc: 94.9043, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4102 2022-05-13 12:00:05,329 - mmdet - INFO - Epoch [100][1900/3992] lr: 1.000e-06, eta: 2 days, 7:18:39, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0236, loss_cls: 0.1344, acc: 94.8789, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4123 2022-05-13 12:00:30,664 - mmdet - INFO - Epoch [100][1950/3992] lr: 1.000e-06, eta: 2 days, 7:18:15, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0256, loss_cls: 0.1477, acc: 94.5977, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4228 2022-05-13 12:00:56,123 - mmdet - INFO - Epoch [100][2000/3992] lr: 1.000e-06, eta: 2 days, 7:17:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0235, loss_cls: 0.1331, acc: 94.9844, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.3954 2022-05-13 12:01:22,078 - mmdet - INFO - Epoch [100][2050/3992] lr: 1.000e-06, eta: 2 days, 7:17:27, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0325, loss_cls: 0.1603, acc: 93.9531, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4785 2022-05-13 12:01:47,818 - mmdet - INFO - Epoch [100][2100/3992] lr: 1.000e-06, eta: 2 days, 7:17:03, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0248, loss_cls: 0.1358, acc: 94.8887, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4049 2022-05-13 12:02:12,334 - mmdet - INFO - Epoch [100][2150/3992] lr: 1.000e-06, eta: 2 days, 7:16:38, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0256, loss_cls: 0.1398, acc: 94.6367, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4194 2022-05-13 12:02:37,303 - mmdet - INFO - Epoch [100][2200/3992] lr: 1.000e-06, eta: 2 days, 7:16:13, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0276, loss_cls: 0.1519, acc: 94.2715, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4495 2022-05-13 12:03:03,053 - mmdet - INFO - Epoch [100][2250/3992] lr: 1.000e-06, eta: 2 days, 7:15:49, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0250, loss_cls: 0.1400, acc: 94.6133, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4240 2022-05-13 12:03:27,854 - mmdet - INFO - Epoch [100][2300/3992] lr: 1.000e-06, eta: 2 days, 7:15:25, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0262, loss_cls: 0.1390, acc: 94.7363, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4104 2022-05-13 12:03:53,430 - mmdet - INFO - Epoch [100][2350/3992] lr: 1.000e-06, eta: 2 days, 7:15:01, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0281, loss_cls: 0.1656, acc: 94.1211, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4591 2022-05-13 12:04:18,425 - mmdet - INFO - Epoch [100][2400/3992] lr: 1.000e-06, eta: 2 days, 7:14:36, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0271, loss_cls: 0.1449, acc: 94.6230, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4265 2022-05-13 12:04:43,806 - mmdet - INFO - Epoch [100][2450/3992] lr: 1.000e-06, eta: 2 days, 7:14:12, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0256, loss_cls: 0.1306, acc: 94.9102, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4024 2022-05-13 12:05:08,561 - mmdet - INFO - Epoch [100][2500/3992] lr: 1.000e-06, eta: 2 days, 7:13:47, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0245, loss_cls: 0.1379, acc: 94.7656, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4128 2022-05-13 12:05:33,631 - mmdet - INFO - Epoch [100][2550/3992] lr: 1.000e-06, eta: 2 days, 7:13:22, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0259, loss_cls: 0.1526, acc: 94.4707, loss_bbox: 0.2385, loss_mask: 0.0000, loss: 0.4280 2022-05-13 12:05:57,744 - mmdet - INFO - Epoch [100][2600/3992] lr: 1.000e-06, eta: 2 days, 7:12:57, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0267, loss_cls: 0.1578, acc: 94.1211, loss_bbox: 0.2571, loss_mask: 0.0000, loss: 0.4538 2022-05-13 12:06:22,678 - mmdet - INFO - Epoch [100][2650/3992] lr: 1.000e-06, eta: 2 days, 7:12:32, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0211, loss_cls: 0.1344, acc: 95.1953, loss_bbox: 0.2217, loss_mask: 0.0000, loss: 0.3893 2022-05-13 12:06:46,365 - mmdet - INFO - Epoch [100][2700/3992] lr: 1.000e-06, eta: 2 days, 7:12:06, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0212, loss_cls: 0.1296, acc: 95.2832, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3835 2022-05-13 12:07:11,391 - mmdet - INFO - Epoch [100][2750/3992] lr: 1.000e-06, eta: 2 days, 7:11:42, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0281, loss_cls: 0.1289, acc: 95.1797, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3986 2022-05-13 12:07:36,792 - mmdet - INFO - Epoch [100][2800/3992] lr: 1.000e-06, eta: 2 days, 7:11:17, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0237, loss_cls: 0.1465, acc: 94.7070, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4300 2022-05-13 12:08:01,946 - mmdet - INFO - Epoch [100][2850/3992] lr: 1.000e-06, eta: 2 days, 7:10:53, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0290, loss_cls: 0.1474, acc: 94.4492, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4417 2022-05-13 12:08:27,208 - mmdet - INFO - Epoch [100][2900/3992] lr: 1.000e-06, eta: 2 days, 7:10:28, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0227, loss_cls: 0.1373, acc: 95.0254, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3972 2022-05-13 12:08:51,874 - mmdet - INFO - Epoch [100][2950/3992] lr: 1.000e-06, eta: 2 days, 7:10:04, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0260, loss_cls: 0.1485, acc: 94.5312, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4328 2022-05-13 12:09:17,457 - mmdet - INFO - Epoch [100][3000/3992] lr: 1.000e-06, eta: 2 days, 7:09:40, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0245, loss_cls: 0.1355, acc: 94.9277, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4073 2022-05-13 12:09:43,252 - mmdet - INFO - Epoch [100][3050/3992] lr: 1.000e-06, eta: 2 days, 7:09:16, time: 0.516, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0282, loss_cls: 0.1499, acc: 94.4023, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4389 2022-05-13 12:10:08,738 - mmdet - INFO - Epoch [100][3100/3992] lr: 1.000e-06, eta: 2 days, 7:08:52, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0237, loss_cls: 0.1365, acc: 94.7734, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4014 2022-05-13 12:10:34,081 - mmdet - INFO - Epoch [100][3150/3992] lr: 1.000e-06, eta: 2 days, 7:08:27, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0242, loss_cls: 0.1475, acc: 94.6582, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4230 2022-05-13 12:10:58,565 - mmdet - INFO - Epoch [100][3200/3992] lr: 1.000e-06, eta: 2 days, 7:08:02, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0267, loss_cls: 0.1484, acc: 94.2539, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4423 2022-05-13 12:11:23,516 - mmdet - INFO - Epoch [100][3250/3992] lr: 1.000e-06, eta: 2 days, 7:07:37, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0269, loss_cls: 0.1600, acc: 93.8574, loss_bbox: 0.2758, loss_mask: 0.0000, loss: 0.4773 2022-05-13 12:11:47,732 - mmdet - INFO - Epoch [100][3300/3992] lr: 1.000e-06, eta: 2 days, 7:07:12, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0203, loss_cls: 0.1260, acc: 95.5176, loss_bbox: 0.2064, loss_mask: 0.0000, loss: 0.3633 2022-05-13 12:12:12,667 - mmdet - INFO - Epoch [100][3350/3992] lr: 1.000e-06, eta: 2 days, 7:06:47, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0293, loss_cls: 0.1560, acc: 94.2012, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4623 2022-05-13 12:12:38,177 - mmdet - INFO - Epoch [100][3400/3992] lr: 1.000e-06, eta: 2 days, 7:06:23, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0256, loss_cls: 0.1370, acc: 94.8672, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4070 2022-05-13 12:13:02,984 - mmdet - INFO - Epoch [100][3450/3992] lr: 1.000e-06, eta: 2 days, 7:05:58, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0282, loss_cls: 0.1472, acc: 94.3906, loss_bbox: 0.2575, loss_mask: 0.0000, loss: 0.4439 2022-05-13 12:13:26,290 - mmdet - INFO - Epoch [100][3500/3992] lr: 1.000e-06, eta: 2 days, 7:05:32, time: 0.466, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0206, loss_rpn_bbox: 0.0240, loss_cls: 0.1365, acc: 95.1543, loss_bbox: 0.2153, loss_mask: 0.0000, loss: 0.3963 2022-05-13 12:13:51,387 - mmdet - INFO - Epoch [100][3550/3992] lr: 1.000e-06, eta: 2 days, 7:05:08, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0262, loss_cls: 0.1467, acc: 94.6719, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4166 2022-05-13 12:14:16,304 - mmdet - INFO - Epoch [100][3600/3992] lr: 1.000e-06, eta: 2 days, 7:04:43, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0289, loss_cls: 0.1489, acc: 94.3359, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4497 2022-05-13 12:14:41,116 - mmdet - INFO - Epoch [100][3650/3992] lr: 1.000e-06, eta: 2 days, 7:04:18, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0267, loss_cls: 0.1462, acc: 94.8340, loss_bbox: 0.2367, loss_mask: 0.0000, loss: 0.4255 2022-05-13 12:15:06,460 - mmdet - INFO - Epoch [100][3700/3992] lr: 1.000e-06, eta: 2 days, 7:03:54, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0247, loss_cls: 0.1477, acc: 94.5059, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4285 2022-05-13 12:15:31,606 - mmdet - INFO - Epoch [100][3750/3992] lr: 1.000e-06, eta: 2 days, 7:03:29, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0300, loss_cls: 0.1535, acc: 94.4668, loss_bbox: 0.2640, loss_mask: 0.0000, loss: 0.4627 2022-05-13 12:15:57,451 - mmdet - INFO - Epoch [100][3800/3992] lr: 1.000e-06, eta: 2 days, 7:03:06, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0259, loss_cls: 0.1569, acc: 94.4004, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4514 2022-05-13 12:16:21,841 - mmdet - INFO - Epoch [100][3850/3992] lr: 1.000e-06, eta: 2 days, 7:02:40, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0236, loss_cls: 0.1330, acc: 95.1230, loss_bbox: 0.2233, loss_mask: 0.0000, loss: 0.3910 2022-05-13 12:16:47,169 - mmdet - INFO - Epoch [100][3900/3992] lr: 1.000e-06, eta: 2 days, 7:02:16, time: 0.507, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0281, loss_cls: 0.1565, acc: 94.2520, loss_bbox: 0.2555, loss_mask: 0.0000, loss: 0.4531 2022-05-13 12:17:12,227 - mmdet - INFO - Epoch [100][3950/3992] lr: 1.000e-06, eta: 2 days, 7:01:51, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0244, loss_rpn_bbox: 0.0306, loss_cls: 0.1518, acc: 94.6660, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4443 2022-05-13 12:17:33,069 - mmdet - INFO - Saving checkpoint at 100 epochs 2022-05-13 12:23:11,498 - mmdet - INFO - Evaluating bbox... 2022-05-13 12:23:27,323 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-13 12:23:27,327 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.119 | table | 0.255 | desk | 0.097 | | sofa_chair | 0.483 | pillow | 0.057 | box | 0.019 | | garbage_bin | 0.351 | cabinet | 0.043 | drawer | 0.056 | | shelf | 0.107 | kitchen_counter | 0.173 | kitchen_cabinet | 0.196 | | cpu | 0.031 | bench | 0.164 | file_cabinet | 0.090 | | whiteboard | 0.146 | lamp | 0.175 | endtable | 0.137 | | bookshelf | 0.230 | coffee_table | 0.200 | dresser | 0.175 | | paper | 0.009 | printer | 0.207 | monitor | 0.225 | | back_pack | 0.071 | night_stand | 0.297 | door | 0.080 | | picture | 0.045 | ottoman | 0.185 | stool | 0.230 | | outlet | 0.000 | towel | 0.071 | tray | 0.011 | | bag | 0.020 | stove | 0.113 | bathtub | 0.430 | | scanner | 0.190 | cubby | 0.021 | mirror | 0.020 | | bottle | 0.003 | rack | 0.021 | cup | 0.076 | | thermos | 0.001 | island | 0.088 | counter | 0.036 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.197 | | cart | 0.090 | tv_stand | 0.108 | poster | 0.001 | | soap_dispenser | 0.016 | toy | nan | chair | 0.339 | | sofa | 0.417 | plant | 0.037 | bed | 0.607 | | dining_table | 0.005 | toilet | 0.530 | tv | 0.264 | | laptop | 0.108 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.027 | microwave | 0.253 | | oven | 0.019 | paper_towel_dispenser | 0.251 | sink | 0.167 | | fridge | 0.166 | book | 0.008 | clock | 0.073 | | vase | 0.039 | fire_extinguisher | 0.010 | blinds | 0.021 | | podium | 0.205 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:27,330 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.239 | table | 0.455 | desk | 0.202 | | sofa_chair | 0.676 | pillow | 0.142 | box | 0.047 | | garbage_bin | 0.616 | cabinet | 0.087 | drawer | 0.086 | | shelf | 0.214 | kitchen_counter | 0.292 | kitchen_cabinet | 0.330 | | cpu | 0.084 | bench | 0.307 | file_cabinet | 0.126 | | whiteboard | 0.224 | lamp | 0.385 | endtable | 0.257 | | bookshelf | 0.417 | coffee_table | 0.376 | dresser | 0.269 | | paper | 0.027 | printer | 0.358 | monitor | 0.536 | | back_pack | 0.148 | night_stand | 0.518 | door | 0.122 | | picture | 0.079 | ottoman | 0.278 | stool | 0.424 | | outlet | 0.000 | towel | 0.111 | tray | 0.035 | | bag | 0.027 | stove | 0.200 | bathtub | 0.683 | | scanner | 0.313 | cubby | 0.029 | mirror | 0.045 | | bottle | 0.006 | rack | 0.032 | cup | 0.193 | | thermos | 0.002 | island | 0.124 | counter | 0.042 | | bowl | 0.089 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.315 | | cart | 0.148 | tv_stand | 0.222 | poster | 0.006 | | soap_dispenser | 0.019 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.092 | bed | 0.880 | | dining_table | 0.008 | toilet | 0.856 | tv | 0.461 | | laptop | 0.232 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.069 | microwave | 0.474 | | oven | 0.039 | paper_towel_dispenser | 0.392 | sink | 0.475 | | fridge | 0.316 | book | 0.022 | clock | 0.123 | | vase | 0.078 | fire_extinguisher | 0.080 | blinds | 0.054 | | podium | 0.273 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:27,333 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.121 | table | 0.259 | desk | 0.090 | | sofa_chair | 0.566 | pillow | 0.036 | box | 0.011 | | garbage_bin | 0.364 | cabinet | 0.039 | drawer | 0.053 | | shelf | 0.095 | kitchen_counter | 0.168 | kitchen_cabinet | 0.204 | | cpu | 0.010 | bench | 0.138 | file_cabinet | 0.123 | | whiteboard | 0.155 | lamp | 0.152 | endtable | 0.112 | | bookshelf | 0.216 | coffee_table | 0.166 | dresser | 0.200 | | paper | 0.006 | printer | 0.208 | monitor | 0.149 | | back_pack | 0.038 | night_stand | 0.313 | door | 0.111 | | picture | 0.046 | ottoman | 0.223 | stool | 0.241 | | outlet | 0.000 | towel | 0.071 | tray | 0.001 | | bag | 0.024 | stove | 0.088 | bathtub | 0.480 | | scanner | 0.184 | cubby | 0.026 | mirror | 0.005 | | bottle | 0.005 | rack | 0.026 | cup | 0.049 | | thermos | 0.000 | island | 0.105 | counter | 0.040 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.079 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.019 | toy | nan | chair | 0.297 | | sofa | 0.464 | plant | 0.017 | bed | 0.696 | | dining_table | 0.006 | toilet | 0.574 | tv | 0.278 | | laptop | 0.094 | mouse | 0.012 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.010 | microwave | 0.234 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.072 | | fridge | 0.135 | book | 0.005 | clock | 0.107 | | vase | 0.043 | fire_extinguisher | 0.000 | blinds | 0.019 | | podium | 0.273 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:27,333 - mmdet - INFO - Evaluating segm... 2022-05-13 12:23:45,495 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 12:23:45,499 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:45,503 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:45,506 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 12:23:45,826 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 12:23:45,826 - mmdet - INFO - Epoch(val) [100][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.124 0.006 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 12:24:12,113 - mmdet - INFO - Epoch [101][50/3992] lr: 1.000e-06, eta: 2 days, 7:00:46, time: 0.526, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0216, loss_cls: 0.1328, acc: 95.1895, loss_bbox: 0.2211, loss_mask: 0.0000, loss: 0.3906 2022-05-13 12:24:37,535 - mmdet - INFO - Epoch [101][100/3992] lr: 1.000e-06, eta: 2 days, 7:00:22, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0235, loss_cls: 0.1427, acc: 94.7188, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4158 2022-05-13 12:25:02,552 - mmdet - INFO - Epoch [101][150/3992] lr: 1.000e-06, eta: 2 days, 6:59:58, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0317, loss_cls: 0.1570, acc: 94.2871, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4648 2022-05-13 12:25:27,902 - mmdet - INFO - Epoch [101][200/3992] lr: 1.000e-06, eta: 2 days, 6:59:33, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0235, loss_cls: 0.1323, acc: 94.8281, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4041 2022-05-13 12:25:53,689 - mmdet - INFO - Epoch [101][250/3992] lr: 1.000e-06, eta: 2 days, 6:59:10, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0281, loss_cls: 0.1539, acc: 94.3398, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4558 2022-05-13 12:26:18,428 - mmdet - INFO - Epoch [101][300/3992] lr: 1.000e-06, eta: 2 days, 6:58:45, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0250, loss_cls: 0.1358, acc: 95.1133, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4028 2022-05-13 12:26:42,668 - mmdet - INFO - Epoch [101][350/3992] lr: 1.000e-06, eta: 2 days, 6:58:19, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0263, loss_cls: 0.1436, acc: 94.7305, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4176 2022-05-13 12:27:07,065 - mmdet - INFO - Epoch [101][400/3992] lr: 1.000e-06, eta: 2 days, 6:57:54, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0268, loss_cls: 0.1413, acc: 94.7910, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4286 2022-05-13 12:27:31,732 - mmdet - INFO - Epoch [101][450/3992] lr: 1.000e-06, eta: 2 days, 6:57:29, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0266, loss_cls: 0.1525, acc: 94.3965, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4391 2022-05-13 12:27:56,630 - mmdet - INFO - Epoch [101][500/3992] lr: 1.000e-06, eta: 2 days, 6:57:04, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0243, loss_cls: 0.1588, acc: 94.3184, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4366 2022-05-13 12:28:21,715 - mmdet - INFO - Epoch [101][550/3992] lr: 1.000e-06, eta: 2 days, 6:56:40, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0189, loss_rpn_bbox: 0.0281, loss_cls: 0.1542, acc: 94.2852, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4510 2022-05-13 12:28:47,254 - mmdet - INFO - Epoch [101][600/3992] lr: 1.000e-06, eta: 2 days, 6:56:16, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0253, loss_cls: 0.1488, acc: 94.3203, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4271 2022-05-13 12:29:12,644 - mmdet - INFO - Epoch [101][650/3992] lr: 1.000e-06, eta: 2 days, 6:55:52, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0282, loss_cls: 0.1599, acc: 94.1035, loss_bbox: 0.2615, loss_mask: 0.0000, loss: 0.4656 2022-05-13 12:29:37,519 - mmdet - INFO - Epoch [101][700/3992] lr: 1.000e-06, eta: 2 days, 6:55:27, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0256, loss_cls: 0.1367, acc: 94.8574, loss_bbox: 0.2232, loss_mask: 0.0000, loss: 0.3975 2022-05-13 12:30:02,529 - mmdet - INFO - Epoch [101][750/3992] lr: 1.000e-06, eta: 2 days, 6:55:02, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0227, loss_cls: 0.1369, acc: 95.1230, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3907 2022-05-13 12:30:27,713 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 12:30:27,713 - mmdet - INFO - Epoch [101][800/3992] lr: 1.000e-06, eta: 2 days, 6:54:38, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0219, loss_cls: 0.1302, acc: 95.1348, loss_bbox: 0.2142, loss_mask: 0.0000, loss: 0.3778 2022-05-13 12:30:53,354 - mmdet - INFO - Epoch [101][850/3992] lr: 1.000e-06, eta: 2 days, 6:54:14, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0232, loss_cls: 0.1382, acc: 94.9219, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4079 2022-05-13 12:31:19,529 - mmdet - INFO - Epoch [101][900/3992] lr: 1.000e-06, eta: 2 days, 6:53:50, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0263, loss_cls: 0.1439, acc: 94.9160, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.4098 2022-05-13 12:31:44,788 - mmdet - INFO - Epoch [101][950/3992] lr: 1.000e-06, eta: 2 days, 6:53:26, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0229, loss_cls: 0.1479, acc: 94.5859, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4167 2022-05-13 12:32:09,285 - mmdet - INFO - Epoch [101][1000/3992] lr: 1.000e-06, eta: 2 days, 6:53:01, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0313, loss_cls: 0.1668, acc: 93.8223, loss_bbox: 0.2686, loss_mask: 0.0000, loss: 0.4832 2022-05-13 12:32:34,326 - mmdet - INFO - Epoch [101][1050/3992] lr: 1.000e-06, eta: 2 days, 6:52:36, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0227, loss_cls: 0.1346, acc: 95.0820, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4003 2022-05-13 12:32:58,676 - mmdet - INFO - Epoch [101][1100/3992] lr: 1.000e-06, eta: 2 days, 6:52:11, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0229, loss_cls: 0.1334, acc: 95.0039, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4052 2022-05-13 12:33:24,140 - mmdet - INFO - Epoch [101][1150/3992] lr: 1.000e-06, eta: 2 days, 6:51:47, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0264, loss_cls: 0.1525, acc: 94.4766, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4484 2022-05-13 12:33:49,628 - mmdet - INFO - Epoch [101][1200/3992] lr: 1.000e-06, eta: 2 days, 6:51:23, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0239, loss_cls: 0.1300, acc: 95.1660, loss_bbox: 0.2145, loss_mask: 0.0000, loss: 0.3776 2022-05-13 12:34:15,537 - mmdet - INFO - Epoch [101][1250/3992] lr: 1.000e-06, eta: 2 days, 6:50:59, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0264, loss_cls: 0.1456, acc: 94.4844, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4300 2022-05-13 12:34:40,273 - mmdet - INFO - Epoch [101][1300/3992] lr: 1.000e-06, eta: 2 days, 6:50:34, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0229, loss_cls: 0.1327, acc: 94.8672, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4001 2022-05-13 12:35:04,572 - mmdet - INFO - Epoch [101][1350/3992] lr: 1.000e-06, eta: 2 days, 6:50:09, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0251, loss_cls: 0.1376, acc: 94.8809, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.4107 2022-05-13 12:35:30,184 - mmdet - INFO - Epoch [101][1400/3992] lr: 1.000e-06, eta: 2 days, 6:49:45, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0272, loss_cls: 0.1527, acc: 94.2656, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4479 2022-05-13 12:35:54,589 - mmdet - INFO - Epoch [101][1450/3992] lr: 1.000e-06, eta: 2 days, 6:49:20, time: 0.488, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0200, loss_cls: 0.1288, acc: 95.4277, loss_bbox: 0.2224, loss_mask: 0.0000, loss: 0.3837 2022-05-13 12:36:19,233 - mmdet - INFO - Epoch [101][1500/3992] lr: 1.000e-06, eta: 2 days, 6:48:55, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0246, loss_cls: 0.1450, acc: 94.6016, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4281 2022-05-13 12:36:44,250 - mmdet - INFO - Epoch [101][1550/3992] lr: 1.000e-06, eta: 2 days, 6:48:30, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0243, loss_cls: 0.1342, acc: 95.0566, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.3993 2022-05-13 12:37:09,261 - mmdet - INFO - Epoch [101][1600/3992] lr: 1.000e-06, eta: 2 days, 6:48:05, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0290, loss_cls: 0.1405, acc: 94.7070, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4207 2022-05-13 12:37:34,188 - mmdet - INFO - Epoch [101][1650/3992] lr: 1.000e-06, eta: 2 days, 6:47:41, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0264, loss_cls: 0.1514, acc: 94.3652, loss_bbox: 0.2544, loss_mask: 0.0000, loss: 0.4478 2022-05-13 12:37:58,430 - mmdet - INFO - Epoch [101][1700/3992] lr: 1.000e-06, eta: 2 days, 6:47:15, time: 0.485, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0272, loss_cls: 0.1619, acc: 93.9258, loss_bbox: 0.2724, loss_mask: 0.0000, loss: 0.4774 2022-05-13 12:38:23,335 - mmdet - INFO - Epoch [101][1750/3992] lr: 1.000e-06, eta: 2 days, 6:46:51, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0258, loss_cls: 0.1430, acc: 94.6055, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4242 2022-05-13 12:38:48,816 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 12:38:48,817 - mmdet - INFO - Epoch [101][1800/3992] lr: 1.000e-06, eta: 2 days, 6:46:26, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0263, loss_cls: 0.1452, acc: 94.7012, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4209 2022-05-13 12:39:14,358 - mmdet - INFO - Epoch [101][1850/3992] lr: 1.000e-06, eta: 2 days, 6:46:02, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0289, loss_cls: 0.1533, acc: 94.2012, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4679 2022-05-13 12:39:38,910 - mmdet - INFO - Epoch [101][1900/3992] lr: 1.000e-06, eta: 2 days, 6:45:37, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0275, loss_cls: 0.1649, acc: 94.0977, loss_bbox: 0.2533, loss_mask: 0.0000, loss: 0.4614 2022-05-13 12:40:03,690 - mmdet - INFO - Epoch [101][1950/3992] lr: 1.000e-06, eta: 2 days, 6:45:12, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0239, loss_cls: 0.1465, acc: 94.4590, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4375 2022-05-13 12:40:29,335 - mmdet - INFO - Epoch [101][2000/3992] lr: 1.000e-06, eta: 2 days, 6:44:48, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0264, loss_cls: 0.1544, acc: 94.0957, loss_bbox: 0.2691, loss_mask: 0.0000, loss: 0.4662 2022-05-13 12:40:54,329 - mmdet - INFO - Epoch [101][2050/3992] lr: 1.000e-06, eta: 2 days, 6:44:24, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0218, loss_cls: 0.1405, acc: 94.9141, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4093 2022-05-13 12:41:18,814 - mmdet - INFO - Epoch [101][2100/3992] lr: 1.000e-06, eta: 2 days, 6:43:59, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0253, loss_cls: 0.1390, acc: 94.8672, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4212 2022-05-13 12:41:43,009 - mmdet - INFO - Epoch [101][2150/3992] lr: 1.000e-06, eta: 2 days, 6:43:33, time: 0.484, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0228, loss_cls: 0.1363, acc: 95.0410, loss_bbox: 0.2238, loss_mask: 0.0000, loss: 0.3971 2022-05-13 12:42:07,756 - mmdet - INFO - Epoch [101][2200/3992] lr: 1.000e-06, eta: 2 days, 6:43:08, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0250, loss_cls: 0.1302, acc: 95.2168, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3907 2022-05-13 12:42:33,130 - mmdet - INFO - Epoch [101][2250/3992] lr: 1.000e-06, eta: 2 days, 6:42:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0237, loss_cls: 0.1515, acc: 94.5215, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4468 2022-05-13 12:42:58,128 - mmdet - INFO - Epoch [101][2300/3992] lr: 1.000e-06, eta: 2 days, 6:42:20, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0244, loss_cls: 0.1350, acc: 94.9336, loss_bbox: 0.2208, loss_mask: 0.0000, loss: 0.3966 2022-05-13 12:43:23,765 - mmdet - INFO - Epoch [101][2350/3992] lr: 1.000e-06, eta: 2 days, 6:41:56, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0220, loss_cls: 0.1296, acc: 95.2832, loss_bbox: 0.2129, loss_mask: 0.0000, loss: 0.3757 2022-05-13 12:43:50,260 - mmdet - INFO - Epoch [101][2400/3992] lr: 1.000e-06, eta: 2 days, 6:41:32, time: 0.530, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0232, loss_cls: 0.1328, acc: 94.9805, loss_bbox: 0.2134, loss_mask: 0.0000, loss: 0.3806 2022-05-13 12:44:15,700 - mmdet - INFO - Epoch [101][2450/3992] lr: 1.000e-06, eta: 2 days, 6:41:08, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0261, loss_cls: 0.1362, acc: 94.8867, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4130 2022-05-13 12:44:41,448 - mmdet - INFO - Epoch [101][2500/3992] lr: 1.000e-06, eta: 2 days, 6:40:44, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0246, loss_cls: 0.1320, acc: 94.8867, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.3934 2022-05-13 12:45:07,200 - mmdet - INFO - Epoch [101][2550/3992] lr: 1.000e-06, eta: 2 days, 6:40:20, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0270, loss_cls: 0.1560, acc: 94.2168, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4506 2022-05-13 12:45:32,449 - mmdet - INFO - Epoch [101][2600/3992] lr: 1.000e-06, eta: 2 days, 6:39:56, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0267, loss_cls: 0.1439, acc: 94.7910, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4229 2022-05-13 12:45:57,985 - mmdet - INFO - Epoch [101][2650/3992] lr: 1.000e-06, eta: 2 days, 6:39:32, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0229, loss_cls: 0.1377, acc: 94.8027, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4213 2022-05-13 12:46:23,590 - mmdet - INFO - Epoch [101][2700/3992] lr: 1.000e-06, eta: 2 days, 6:39:08, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0259, loss_cls: 0.1553, acc: 94.4512, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4331 2022-05-13 12:46:48,641 - mmdet - INFO - Epoch [101][2750/3992] lr: 1.000e-06, eta: 2 days, 6:38:43, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0290, loss_cls: 0.1574, acc: 94.2773, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4639 2022-05-13 12:47:13,797 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 12:47:13,797 - mmdet - INFO - Epoch [101][2800/3992] lr: 1.000e-06, eta: 2 days, 6:38:19, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0202, loss_cls: 0.1271, acc: 95.3965, loss_bbox: 0.2179, loss_mask: 0.0000, loss: 0.3745 2022-05-13 12:47:38,882 - mmdet - INFO - Epoch [101][2850/3992] lr: 1.000e-06, eta: 2 days, 6:37:54, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0236, loss_cls: 0.1336, acc: 94.9238, loss_bbox: 0.2307, loss_mask: 0.0000, loss: 0.4002 2022-05-13 12:48:03,132 - mmdet - INFO - Epoch [101][2900/3992] lr: 1.000e-06, eta: 2 days, 6:37:29, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0248, loss_cls: 0.1275, acc: 95.0977, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.3921 2022-05-13 12:48:28,146 - mmdet - INFO - Epoch [101][2950/3992] lr: 1.000e-06, eta: 2 days, 6:37:04, time: 0.500, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0211, loss_cls: 0.1267, acc: 95.4609, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3777 2022-05-13 12:48:52,847 - mmdet - INFO - Epoch [101][3000/3992] lr: 1.000e-06, eta: 2 days, 6:36:39, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0242, loss_cls: 0.1341, acc: 95.1445, loss_bbox: 0.2204, loss_mask: 0.0000, loss: 0.3931 2022-05-13 12:49:18,741 - mmdet - INFO - Epoch [101][3050/3992] lr: 1.000e-06, eta: 2 days, 6:36:16, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0250, loss_cls: 0.1362, acc: 94.9297, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4075 2022-05-13 12:49:43,403 - mmdet - INFO - Epoch [101][3100/3992] lr: 1.000e-06, eta: 2 days, 6:35:51, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0275, loss_cls: 0.1419, acc: 94.6152, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4229 2022-05-13 12:50:09,074 - mmdet - INFO - Epoch [101][3150/3992] lr: 1.000e-06, eta: 2 days, 6:35:27, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0290, loss_cls: 0.1424, acc: 94.5215, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4327 2022-05-13 12:50:34,161 - mmdet - INFO - Epoch [101][3200/3992] lr: 1.000e-06, eta: 2 days, 6:35:02, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0229, loss_cls: 0.1386, acc: 94.9277, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4147 2022-05-13 12:50:59,825 - mmdet - INFO - Epoch [101][3250/3992] lr: 1.000e-06, eta: 2 days, 6:34:38, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0334, loss_cls: 0.1587, acc: 94.2266, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4604 2022-05-13 12:51:25,474 - mmdet - INFO - Epoch [101][3300/3992] lr: 1.000e-06, eta: 2 days, 6:34:14, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0220, loss_cls: 0.1358, acc: 94.8477, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.3989 2022-05-13 12:51:51,132 - mmdet - INFO - Epoch [101][3350/3992] lr: 1.000e-06, eta: 2 days, 6:33:50, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0216, loss_cls: 0.1274, acc: 95.3633, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3783 2022-05-13 12:52:16,091 - mmdet - INFO - Epoch [101][3400/3992] lr: 1.000e-06, eta: 2 days, 6:33:26, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0264, loss_cls: 0.1452, acc: 94.3828, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4329 2022-05-13 12:52:41,609 - mmdet - INFO - Epoch [101][3450/3992] lr: 1.000e-06, eta: 2 days, 6:33:02, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0314, loss_cls: 0.1574, acc: 94.0527, loss_bbox: 0.2642, loss_mask: 0.0000, loss: 0.4660 2022-05-13 12:53:07,409 - mmdet - INFO - Epoch [101][3500/3992] lr: 1.000e-06, eta: 2 days, 6:32:38, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0261, loss_cls: 0.1372, acc: 94.8438, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4187 2022-05-13 12:53:31,605 - mmdet - INFO - Epoch [101][3550/3992] lr: 1.000e-06, eta: 2 days, 6:32:12, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0261, loss_cls: 0.1443, acc: 94.7129, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4335 2022-05-13 12:53:56,017 - mmdet - INFO - Epoch [101][3600/3992] lr: 1.000e-06, eta: 2 days, 6:31:47, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0283, loss_cls: 0.1372, acc: 94.8613, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4099 2022-05-13 12:54:21,269 - mmdet - INFO - Epoch [101][3650/3992] lr: 1.000e-06, eta: 2 days, 6:31:23, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0253, loss_cls: 0.1351, acc: 94.8301, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4115 2022-05-13 12:54:46,272 - mmdet - INFO - Epoch [101][3700/3992] lr: 1.000e-06, eta: 2 days, 6:30:58, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0255, loss_cls: 0.1350, acc: 94.8008, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4153 2022-05-13 12:55:10,990 - mmdet - INFO - Epoch [101][3750/3992] lr: 1.000e-06, eta: 2 days, 6:30:33, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0268, loss_cls: 0.1528, acc: 94.5879, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4343 2022-05-13 12:55:36,046 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 12:55:36,047 - mmdet - INFO - Epoch [101][3800/3992] lr: 1.000e-06, eta: 2 days, 6:30:09, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0285, loss_cls: 0.1336, acc: 94.9238, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4050 2022-05-13 12:56:01,918 - mmdet - INFO - Epoch [101][3850/3992] lr: 1.000e-06, eta: 2 days, 6:29:45, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0239, loss_cls: 0.1334, acc: 94.9980, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4000 2022-05-13 12:56:27,243 - mmdet - INFO - Epoch [101][3900/3992] lr: 1.000e-06, eta: 2 days, 6:29:21, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0243, loss_cls: 0.1504, acc: 94.4258, loss_bbox: 0.2553, loss_mask: 0.0000, loss: 0.4440 2022-05-13 12:56:53,484 - mmdet - INFO - Epoch [101][3950/3992] lr: 1.000e-06, eta: 2 days, 6:28:57, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0335, loss_cls: 0.1514, acc: 94.2578, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4535 2022-05-13 12:57:15,743 - mmdet - INFO - Saving checkpoint at 101 epochs 2022-05-13 13:02:50,201 - mmdet - INFO - Evaluating bbox... 2022-05-13 13:03:05,260 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.161 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-13 13:03:05,264 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.485 | pillow | 0.056 | box | 0.019 | | garbage_bin | 0.350 | cabinet | 0.045 | drawer | 0.057 | | shelf | 0.105 | kitchen_counter | 0.166 | kitchen_cabinet | 0.201 | | cpu | 0.027 | bench | 0.164 | file_cabinet | 0.084 | | whiteboard | 0.149 | lamp | 0.176 | endtable | 0.131 | | bookshelf | 0.225 | coffee_table | 0.195 | dresser | 0.178 | | paper | 0.008 | printer | 0.208 | monitor | 0.222 | | back_pack | 0.072 | night_stand | 0.290 | door | 0.083 | | picture | 0.044 | ottoman | 0.184 | stool | 0.219 | | outlet | 0.000 | towel | 0.073 | tray | 0.010 | | bag | 0.017 | stove | 0.111 | bathtub | 0.425 | | scanner | 0.185 | cubby | 0.023 | mirror | 0.022 | | bottle | 0.003 | rack | 0.022 | cup | 0.072 | | thermos | 0.001 | island | 0.097 | counter | 0.034 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.194 | | cart | 0.092 | tv_stand | 0.127 | poster | 0.001 | | soap_dispenser | 0.012 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.034 | bed | 0.609 | | dining_table | 0.004 | toilet | 0.546 | tv | 0.264 | | laptop | 0.102 | mouse | 0.034 | basket | 0.000 | | keyboard | 0.075 | telephone | 0.028 | microwave | 0.252 | | oven | 0.017 | paper_towel_dispenser | 0.263 | sink | 0.167 | | fridge | 0.176 | book | 0.009 | clock | 0.072 | | vase | 0.044 | fire_extinguisher | 0.011 | blinds | 0.022 | | podium | 0.203 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:05,267 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.200 | table | 0.459 | desk | 0.205 | | sofa_chair | 0.678 | pillow | 0.144 | box | 0.047 | | garbage_bin | 0.608 | cabinet | 0.090 | drawer | 0.086 | | shelf | 0.217 | kitchen_counter | 0.283 | kitchen_cabinet | 0.340 | | cpu | 0.079 | bench | 0.311 | file_cabinet | 0.115 | | whiteboard | 0.230 | lamp | 0.382 | endtable | 0.249 | | bookshelf | 0.401 | coffee_table | 0.374 | dresser | 0.271 | | paper | 0.026 | printer | 0.358 | monitor | 0.523 | | back_pack | 0.143 | night_stand | 0.516 | door | 0.121 | | picture | 0.076 | ottoman | 0.269 | stool | 0.412 | | outlet | 0.000 | towel | 0.110 | tray | 0.034 | | bag | 0.024 | stove | 0.200 | bathtub | 0.684 | | scanner | 0.306 | cubby | 0.031 | mirror | 0.046 | | bottle | 0.005 | rack | 0.035 | cup | 0.175 | | thermos | 0.002 | island | 0.130 | counter | 0.041 | | bowl | 0.088 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.208 | coffee_maker | 0.316 | | cart | 0.150 | tv_stand | 0.245 | poster | 0.005 | | soap_dispenser | 0.014 | toy | nan | chair | 0.685 | | sofa | 0.616 | plant | 0.090 | bed | 0.875 | | dining_table | 0.008 | toilet | 0.863 | tv | 0.463 | | laptop | 0.224 | mouse | 0.096 | basket | 0.000 | | keyboard | 0.258 | telephone | 0.071 | microwave | 0.474 | | oven | 0.030 | paper_towel_dispenser | 0.392 | sink | 0.473 | | fridge | 0.324 | book | 0.024 | clock | 0.118 | | vase | 0.084 | fire_extinguisher | 0.097 | blinds | 0.051 | | podium | 0.268 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:05,270 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.128 | table | 0.259 | desk | 0.083 | | sofa_chair | 0.562 | pillow | 0.034 | box | 0.011 | | garbage_bin | 0.376 | cabinet | 0.040 | drawer | 0.061 | | shelf | 0.095 | kitchen_counter | 0.160 | kitchen_cabinet | 0.209 | | cpu | 0.009 | bench | 0.135 | file_cabinet | 0.113 | | whiteboard | 0.156 | lamp | 0.144 | endtable | 0.106 | | bookshelf | 0.217 | coffee_table | 0.156 | dresser | 0.199 | | paper | 0.003 | printer | 0.196 | monitor | 0.143 | | back_pack | 0.040 | night_stand | 0.300 | door | 0.110 | | picture | 0.048 | ottoman | 0.224 | stool | 0.226 | | outlet | 0.000 | towel | 0.073 | tray | 0.000 | | bag | 0.021 | stove | 0.104 | bathtub | 0.478 | | scanner | 0.178 | cubby | 0.027 | mirror | 0.012 | | bottle | 0.004 | rack | 0.029 | cup | 0.041 | | thermos | 0.000 | island | 0.108 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.160 | | cart | 0.080 | tv_stand | 0.122 | poster | 0.000 | | soap_dispenser | 0.014 | toy | nan | chair | 0.297 | | sofa | 0.464 | plant | 0.018 | bed | 0.706 | | dining_table | 0.002 | toilet | 0.618 | tv | 0.275 | | laptop | 0.086 | mouse | 0.013 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.008 | microwave | 0.249 | | oven | 0.010 | paper_towel_dispenser | 0.264 | sink | 0.073 | | fridge | 0.139 | book | 0.005 | clock | 0.103 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.017 | | podium | 0.268 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:05,271 - mmdet - INFO - Evaluating segm... 2022-05-13 13:03:22,014 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 13:03:22,019 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:22,022 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:22,026 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:03:22,335 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 13:03:22,335 - mmdet - INFO - Epoch(val) [101][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1610, bbox_mAP_copypaste: 0.126 0.225 0.124 0.005 0.044 0.161, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 13:03:48,419 - mmdet - INFO - Epoch [102][50/3992] lr: 1.000e-06, eta: 2 days, 6:27:52, time: 0.522, data_time: 0.059, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0228, loss_cls: 0.1331, acc: 94.9844, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.3989 2022-05-13 13:04:13,645 - mmdet - INFO - Epoch [102][100/3992] lr: 1.000e-06, eta: 2 days, 6:27:28, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0286, loss_cls: 0.1557, acc: 94.0156, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4509 2022-05-13 13:04:38,786 - mmdet - INFO - Epoch [102][150/3992] lr: 1.000e-06, eta: 2 days, 6:27:03, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0307, loss_cls: 0.1602, acc: 94.3223, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4638 2022-05-13 13:05:03,575 - mmdet - INFO - Epoch [102][200/3992] lr: 1.000e-06, eta: 2 days, 6:26:39, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0273, loss_cls: 0.1358, acc: 94.8809, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4142 2022-05-13 13:05:27,476 - mmdet - INFO - Epoch [102][250/3992] lr: 1.000e-06, eta: 2 days, 6:26:13, time: 0.478, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0240, loss_cls: 0.1249, acc: 95.1523, loss_bbox: 0.2201, loss_mask: 0.0000, loss: 0.3825 2022-05-13 13:05:53,123 - mmdet - INFO - Epoch [102][300/3992] lr: 1.000e-06, eta: 2 days, 6:25:49, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0085, loss_rpn_bbox: 0.0265, loss_cls: 0.1332, acc: 94.7969, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4110 2022-05-13 13:06:18,745 - mmdet - INFO - Epoch [102][350/3992] lr: 1.000e-06, eta: 2 days, 6:25:25, time: 0.512, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0293, loss_cls: 0.1498, acc: 94.7148, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4368 2022-05-13 13:06:43,693 - mmdet - INFO - Epoch [102][400/3992] lr: 1.000e-06, eta: 2 days, 6:25:00, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0289, loss_cls: 0.1347, acc: 95.0605, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4093 2022-05-13 13:07:08,561 - mmdet - INFO - Epoch [102][450/3992] lr: 1.000e-06, eta: 2 days, 6:24:35, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0249, loss_cls: 0.1380, acc: 94.9141, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.3950 2022-05-13 13:07:33,148 - mmdet - INFO - Epoch [102][500/3992] lr: 1.000e-06, eta: 2 days, 6:24:10, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0281, loss_cls: 0.1474, acc: 94.5684, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4383 2022-05-13 13:07:58,412 - mmdet - INFO - Epoch [102][550/3992] lr: 1.000e-06, eta: 2 days, 6:23:46, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0252, loss_cls: 0.1425, acc: 94.7168, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4324 2022-05-13 13:08:24,023 - mmdet - INFO - Epoch [102][600/3992] lr: 1.000e-06, eta: 2 days, 6:23:22, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0288, loss_cls: 0.1487, acc: 94.5781, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4412 2022-05-13 13:08:47,775 - mmdet - INFO - Epoch [102][650/3992] lr: 1.000e-06, eta: 2 days, 6:22:56, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0263, loss_cls: 0.1414, acc: 94.8984, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4203 2022-05-13 13:09:12,273 - mmdet - INFO - Epoch [102][700/3992] lr: 1.000e-06, eta: 2 days, 6:22:31, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0219, loss_cls: 0.1391, acc: 94.8867, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4023 2022-05-13 13:09:37,378 - mmdet - INFO - Epoch [102][750/3992] lr: 1.000e-06, eta: 2 days, 6:22:07, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0231, loss_cls: 0.1513, acc: 94.4863, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4333 2022-05-13 13:10:01,670 - mmdet - INFO - Epoch [102][800/3992] lr: 1.000e-06, eta: 2 days, 6:21:41, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0247, loss_cls: 0.1489, acc: 94.4844, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4367 2022-05-13 13:10:27,212 - mmdet - INFO - Epoch [102][850/3992] lr: 1.000e-06, eta: 2 days, 6:21:17, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0247, loss_cls: 0.1458, acc: 94.8301, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.4246 2022-05-13 13:10:52,980 - mmdet - INFO - Epoch [102][900/3992] lr: 1.000e-06, eta: 2 days, 6:20:53, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0263, loss_cls: 0.1429, acc: 94.6406, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4148 2022-05-13 13:11:17,938 - mmdet - INFO - Epoch [102][950/3992] lr: 1.000e-06, eta: 2 days, 6:20:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0243, loss_cls: 0.1528, acc: 94.4512, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4429 2022-05-13 13:11:42,707 - mmdet - INFO - Epoch [102][1000/3992] lr: 1.000e-06, eta: 2 days, 6:20:04, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0236, loss_cls: 0.1367, acc: 94.7500, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3950 2022-05-13 13:12:07,911 - mmdet - INFO - Epoch [102][1050/3992] lr: 1.000e-06, eta: 2 days, 6:19:39, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0264, loss_cls: 0.1331, acc: 95.1074, loss_bbox: 0.2355, loss_mask: 0.0000, loss: 0.4073 2022-05-13 13:12:32,850 - mmdet - INFO - Epoch [102][1100/3992] lr: 1.000e-06, eta: 2 days, 6:19:15, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0232, loss_cls: 0.1262, acc: 95.4453, loss_bbox: 0.2158, loss_mask: 0.0000, loss: 0.3776 2022-05-13 13:12:57,517 - mmdet - INFO - Epoch [102][1150/3992] lr: 1.000e-06, eta: 2 days, 6:18:50, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0227, loss_cls: 0.1378, acc: 94.9570, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.4006 2022-05-13 13:13:22,618 - mmdet - INFO - Epoch [102][1200/3992] lr: 1.000e-06, eta: 2 days, 6:18:25, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0227, loss_cls: 0.1285, acc: 95.3633, loss_bbox: 0.2146, loss_mask: 0.0000, loss: 0.3812 2022-05-13 13:13:48,314 - mmdet - INFO - Epoch [102][1250/3992] lr: 1.000e-06, eta: 2 days, 6:18:01, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0269, loss_cls: 0.1515, acc: 94.3750, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4491 2022-05-13 13:14:14,339 - mmdet - INFO - Epoch [102][1300/3992] lr: 1.000e-06, eta: 2 days, 6:17:38, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0287, loss_cls: 0.1570, acc: 94.0703, loss_bbox: 0.2601, loss_mask: 0.0000, loss: 0.4616 2022-05-13 13:14:38,908 - mmdet - INFO - Epoch [102][1350/3992] lr: 1.000e-06, eta: 2 days, 6:17:13, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0220, loss_cls: 0.1283, acc: 95.3281, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3784 2022-05-13 13:15:04,284 - mmdet - INFO - Epoch [102][1400/3992] lr: 1.000e-06, eta: 2 days, 6:16:48, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0238, loss_cls: 0.1379, acc: 94.8477, loss_bbox: 0.2280, loss_mask: 0.0000, loss: 0.4024 2022-05-13 13:15:29,894 - mmdet - INFO - Epoch [102][1450/3992] lr: 1.000e-06, eta: 2 days, 6:16:24, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0278, loss_cls: 0.1549, acc: 94.3828, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4461 2022-05-13 13:15:54,844 - mmdet - INFO - Epoch [102][1500/3992] lr: 1.000e-06, eta: 2 days, 6:16:00, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0232, loss_cls: 0.1481, acc: 94.5000, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4248 2022-05-13 13:16:20,431 - mmdet - INFO - Epoch [102][1550/3992] lr: 1.000e-06, eta: 2 days, 6:15:36, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0247, loss_cls: 0.1375, acc: 94.7363, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4088 2022-05-13 13:16:45,142 - mmdet - INFO - Epoch [102][1600/3992] lr: 1.000e-06, eta: 2 days, 6:15:11, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0288, loss_cls: 0.1478, acc: 94.6484, loss_bbox: 0.2514, loss_mask: 0.0000, loss: 0.4409 2022-05-13 13:17:09,569 - mmdet - INFO - Epoch [102][1650/3992] lr: 1.000e-06, eta: 2 days, 6:14:45, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0223, loss_cls: 0.1353, acc: 95.2246, loss_bbox: 0.2075, loss_mask: 0.0000, loss: 0.3776 2022-05-13 13:17:34,411 - mmdet - INFO - Epoch [102][1700/3992] lr: 1.000e-06, eta: 2 days, 6:14:21, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0249, loss_cls: 0.1363, acc: 94.8516, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4131 2022-05-13 13:17:59,903 - mmdet - INFO - Epoch [102][1750/3992] lr: 1.000e-06, eta: 2 days, 6:13:56, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0282, loss_cls: 0.1488, acc: 94.4141, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4394 2022-05-13 13:18:24,502 - mmdet - INFO - Epoch [102][1800/3992] lr: 1.000e-06, eta: 2 days, 6:13:31, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0283, loss_cls: 0.1470, acc: 94.8047, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4291 2022-05-13 13:18:49,432 - mmdet - INFO - Epoch [102][1850/3992] lr: 1.000e-06, eta: 2 days, 6:13:07, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0243, loss_cls: 0.1453, acc: 94.6016, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4280 2022-05-13 13:19:14,416 - mmdet - INFO - Epoch [102][1900/3992] lr: 1.000e-06, eta: 2 days, 6:12:42, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0243, loss_cls: 0.1439, acc: 94.5195, loss_bbox: 0.2391, loss_mask: 0.0000, loss: 0.4213 2022-05-13 13:19:39,488 - mmdet - INFO - Epoch [102][1950/3992] lr: 1.000e-06, eta: 2 days, 6:12:18, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0246, loss_cls: 0.1380, acc: 94.7520, loss_bbox: 0.2407, loss_mask: 0.0000, loss: 0.4138 2022-05-13 13:20:04,569 - mmdet - INFO - Epoch [102][2000/3992] lr: 1.000e-06, eta: 2 days, 6:11:53, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0255, loss_cls: 0.1463, acc: 94.4336, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4284 2022-05-13 13:20:30,054 - mmdet - INFO - Epoch [102][2050/3992] lr: 1.000e-06, eta: 2 days, 6:11:29, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0251, loss_cls: 0.1410, acc: 94.5938, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4214 2022-05-13 13:20:55,025 - mmdet - INFO - Epoch [102][2100/3992] lr: 1.000e-06, eta: 2 days, 6:11:04, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0250, loss_cls: 0.1377, acc: 94.7637, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4096 2022-05-13 13:21:19,915 - mmdet - INFO - Epoch [102][2150/3992] lr: 1.000e-06, eta: 2 days, 6:10:39, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0289, loss_cls: 0.1539, acc: 94.1895, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4483 2022-05-13 13:21:45,550 - mmdet - INFO - Epoch [102][2200/3992] lr: 1.000e-06, eta: 2 days, 6:10:15, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0292, loss_cls: 0.1384, acc: 95.0547, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.4156 2022-05-13 13:22:09,758 - mmdet - INFO - Epoch [102][2250/3992] lr: 1.000e-06, eta: 2 days, 6:09:50, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0253, loss_cls: 0.1487, acc: 94.4258, loss_bbox: 0.2451, loss_mask: 0.0000, loss: 0.4344 2022-05-13 13:22:34,459 - mmdet - INFO - Epoch [102][2300/3992] lr: 1.000e-06, eta: 2 days, 6:09:25, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0249, loss_cls: 0.1342, acc: 94.7891, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.3986 2022-05-13 13:22:59,593 - mmdet - INFO - Epoch [102][2350/3992] lr: 1.000e-06, eta: 2 days, 6:09:01, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0231, loss_cls: 0.1319, acc: 95.1328, loss_bbox: 0.2240, loss_mask: 0.0000, loss: 0.3916 2022-05-13 13:23:24,554 - mmdet - INFO - Epoch [102][2400/3992] lr: 1.000e-06, eta: 2 days, 6:08:36, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0269, loss_cls: 0.1433, acc: 94.8125, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4167 2022-05-13 13:23:49,489 - mmdet - INFO - Epoch [102][2450/3992] lr: 1.000e-06, eta: 2 days, 6:08:11, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0242, loss_cls: 0.1516, acc: 94.3906, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4370 2022-05-13 13:24:15,070 - mmdet - INFO - Epoch [102][2500/3992] lr: 1.000e-06, eta: 2 days, 6:07:47, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0225, loss_cls: 0.1302, acc: 95.2285, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.3916 2022-05-13 13:24:40,486 - mmdet - INFO - Epoch [102][2550/3992] lr: 1.000e-06, eta: 2 days, 6:07:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0265, loss_cls: 0.1521, acc: 94.3887, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4378 2022-05-13 13:25:06,283 - mmdet - INFO - Epoch [102][2600/3992] lr: 1.000e-06, eta: 2 days, 6:06:59, time: 0.516, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0217, loss_cls: 0.1440, acc: 94.6387, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4103 2022-05-13 13:25:31,430 - mmdet - INFO - Epoch [102][2650/3992] lr: 1.000e-06, eta: 2 days, 6:06:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0249, loss_cls: 0.1466, acc: 94.7012, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4274 2022-05-13 13:25:56,733 - mmdet - INFO - Epoch [102][2700/3992] lr: 1.000e-06, eta: 2 days, 6:06:10, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0288, loss_cls: 0.1523, acc: 94.4102, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4476 2022-05-13 13:26:21,168 - mmdet - INFO - Epoch [102][2750/3992] lr: 1.000e-06, eta: 2 days, 6:05:45, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0225, loss_cls: 0.1250, acc: 95.2188, loss_bbox: 0.2102, loss_mask: 0.0000, loss: 0.3727 2022-05-13 13:26:46,452 - mmdet - INFO - Epoch [102][2800/3992] lr: 1.000e-06, eta: 2 days, 6:05:21, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0287, loss_cls: 0.1608, acc: 94.3047, loss_bbox: 0.2588, loss_mask: 0.0000, loss: 0.4630 2022-05-13 13:27:12,213 - mmdet - INFO - Epoch [102][2850/3992] lr: 1.000e-06, eta: 2 days, 6:04:57, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0256, loss_cls: 0.1493, acc: 94.3516, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4497 2022-05-13 13:27:37,212 - mmdet - INFO - Epoch [102][2900/3992] lr: 1.000e-06, eta: 2 days, 6:04:32, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0270, loss_cls: 0.1433, acc: 94.7031, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4306 2022-05-13 13:28:01,312 - mmdet - INFO - Epoch [102][2950/3992] lr: 1.000e-06, eta: 2 days, 6:04:07, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0290, loss_cls: 0.1500, acc: 94.2871, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4430 2022-05-13 13:28:25,459 - mmdet - INFO - Epoch [102][3000/3992] lr: 1.000e-06, eta: 2 days, 6:03:41, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0243, loss_cls: 0.1572, acc: 94.4023, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4463 2022-05-13 13:28:50,935 - mmdet - INFO - Epoch [102][3050/3992] lr: 1.000e-06, eta: 2 days, 6:03:17, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0261, loss_cls: 0.1263, acc: 95.0332, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.3931 2022-05-13 13:29:16,563 - mmdet - INFO - Epoch [102][3100/3992] lr: 1.000e-06, eta: 2 days, 6:02:53, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0224, loss_cls: 0.1466, acc: 94.7734, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4173 2022-05-13 13:29:42,048 - mmdet - INFO - Epoch [102][3150/3992] lr: 1.000e-06, eta: 2 days, 6:02:29, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0271, loss_cls: 0.1444, acc: 94.7070, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4376 2022-05-13 13:30:08,319 - mmdet - INFO - Epoch [102][3200/3992] lr: 1.000e-06, eta: 2 days, 6:02:06, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0261, loss_cls: 0.1551, acc: 94.5020, loss_bbox: 0.2534, loss_mask: 0.0000, loss: 0.4504 2022-05-13 13:30:33,303 - mmdet - INFO - Epoch [102][3250/3992] lr: 1.000e-06, eta: 2 days, 6:01:41, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0295, loss_cls: 0.1604, acc: 94.4141, loss_bbox: 0.2676, loss_mask: 0.0000, loss: 0.4747 2022-05-13 13:30:58,170 - mmdet - INFO - Epoch [102][3300/3992] lr: 1.000e-06, eta: 2 days, 6:01:16, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0272, loss_cls: 0.1574, acc: 94.4375, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4508 2022-05-13 13:31:23,651 - mmdet - INFO - Epoch [102][3350/3992] lr: 1.000e-06, eta: 2 days, 6:00:52, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0254, loss_cls: 0.1378, acc: 94.8438, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4208 2022-05-13 13:31:49,232 - mmdet - INFO - Epoch [102][3400/3992] lr: 1.000e-06, eta: 2 days, 6:00:28, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0264, loss_cls: 0.1428, acc: 94.5020, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4251 2022-05-13 13:32:14,072 - mmdet - INFO - Epoch [102][3450/3992] lr: 1.000e-06, eta: 2 days, 6:00:03, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0194, loss_rpn_bbox: 0.0282, loss_cls: 0.1477, acc: 94.5547, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4413 2022-05-13 13:32:38,717 - mmdet - INFO - Epoch [102][3500/3992] lr: 1.000e-06, eta: 2 days, 5:59:38, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0271, loss_cls: 0.1487, acc: 94.6855, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.4202 2022-05-13 13:33:03,090 - mmdet - INFO - Epoch [102][3550/3992] lr: 1.000e-06, eta: 2 days, 5:59:13, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0254, loss_cls: 0.1523, acc: 94.5410, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4312 2022-05-13 13:33:28,457 - mmdet - INFO - Epoch [102][3600/3992] lr: 1.000e-06, eta: 2 days, 5:58:49, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0236, loss_cls: 0.1315, acc: 95.0215, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.3983 2022-05-13 13:33:52,957 - mmdet - INFO - Epoch [102][3650/3992] lr: 1.000e-06, eta: 2 days, 5:58:24, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0253, loss_cls: 0.1424, acc: 94.5996, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4223 2022-05-13 13:34:17,947 - mmdet - INFO - Epoch [102][3700/3992] lr: 1.000e-06, eta: 2 days, 5:57:59, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0254, loss_cls: 0.1310, acc: 95.2969, loss_bbox: 0.2150, loss_mask: 0.0000, loss: 0.3854 2022-05-13 13:34:43,570 - mmdet - INFO - Epoch [102][3750/3992] lr: 1.000e-06, eta: 2 days, 5:57:35, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0275, loss_cls: 0.1618, acc: 94.0469, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4675 2022-05-13 13:35:09,742 - mmdet - INFO - Epoch [102][3800/3992] lr: 1.000e-06, eta: 2 days, 5:57:11, time: 0.523, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0280, loss_cls: 0.1583, acc: 94.1270, loss_bbox: 0.2594, loss_mask: 0.0000, loss: 0.4586 2022-05-13 13:35:34,441 - mmdet - INFO - Epoch [102][3850/3992] lr: 1.000e-06, eta: 2 days, 5:56:46, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0258, loss_cls: 0.1437, acc: 94.7051, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4331 2022-05-13 13:35:59,010 - mmdet - INFO - Epoch [102][3900/3992] lr: 1.000e-06, eta: 2 days, 5:56:21, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0259, loss_cls: 0.1215, acc: 95.4141, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3833 2022-05-13 13:36:23,178 - mmdet - INFO - Epoch [102][3950/3992] lr: 1.000e-06, eta: 2 days, 5:55:56, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0221, loss_cls: 0.1534, acc: 94.3574, loss_bbox: 0.2464, loss_mask: 0.0000, loss: 0.4329 2022-05-13 13:36:45,155 - mmdet - INFO - Saving checkpoint at 102 epochs 2022-05-13 13:42:19,483 - mmdet - INFO - Evaluating bbox... 2022-05-13 13:42:35,282 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 13:42:35,286 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.259 | desk | 0.097 | | sofa_chair | 0.482 | pillow | 0.056 | box | 0.021 | | garbage_bin | 0.348 | cabinet | 0.045 | drawer | 0.057 | | shelf | 0.102 | kitchen_counter | 0.166 | kitchen_cabinet | 0.202 | | cpu | 0.029 | bench | 0.163 | file_cabinet | 0.083 | | whiteboard | 0.146 | lamp | 0.174 | endtable | 0.136 | | bookshelf | 0.230 | coffee_table | 0.195 | dresser | 0.177 | | paper | 0.008 | printer | 0.201 | monitor | 0.225 | | back_pack | 0.065 | night_stand | 0.288 | door | 0.075 | | picture | 0.047 | ottoman | 0.183 | stool | 0.227 | | outlet | 0.000 | towel | 0.070 | tray | 0.010 | | bag | 0.017 | stove | 0.109 | bathtub | 0.429 | | scanner | 0.182 | cubby | 0.020 | mirror | 0.021 | | bottle | 0.003 | rack | 0.020 | cup | 0.077 | | thermos | 0.001 | island | 0.090 | counter | 0.030 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.194 | | cart | 0.103 | tv_stand | 0.110 | poster | 0.001 | | soap_dispenser | 0.014 | toy | nan | chair | 0.337 | | sofa | 0.416 | plant | 0.034 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.539 | tv | 0.264 | | laptop | 0.110 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.026 | microwave | 0.250 | | oven | 0.023 | paper_towel_dispenser | 0.257 | sink | 0.167 | | fridge | 0.174 | book | 0.009 | clock | 0.103 | | vase | 0.044 | fire_extinguisher | 0.009 | blinds | 0.021 | | podium | 0.198 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:35,289 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.221 | table | 0.457 | desk | 0.202 | | sofa_chair | 0.675 | pillow | 0.139 | box | 0.051 | | garbage_bin | 0.605 | cabinet | 0.090 | drawer | 0.087 | | shelf | 0.211 | kitchen_counter | 0.291 | kitchen_cabinet | 0.332 | | cpu | 0.081 | bench | 0.309 | file_cabinet | 0.116 | | whiteboard | 0.226 | lamp | 0.380 | endtable | 0.258 | | bookshelf | 0.421 | coffee_table | 0.364 | dresser | 0.269 | | paper | 0.026 | printer | 0.356 | monitor | 0.539 | | back_pack | 0.133 | night_stand | 0.515 | door | 0.114 | | picture | 0.081 | ottoman | 0.265 | stool | 0.425 | | outlet | 0.000 | towel | 0.108 | tray | 0.033 | | bag | 0.025 | stove | 0.201 | bathtub | 0.687 | | scanner | 0.302 | cubby | 0.031 | mirror | 0.046 | | bottle | 0.006 | rack | 0.031 | cup | 0.196 | | thermos | 0.002 | island | 0.126 | counter | 0.035 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.309 | | cart | 0.169 | tv_stand | 0.229 | poster | 0.006 | | soap_dispenser | 0.018 | toy | nan | chair | 0.681 | | sofa | 0.616 | plant | 0.091 | bed | 0.880 | | dining_table | 0.011 | toilet | 0.854 | tv | 0.464 | | laptop | 0.232 | mouse | 0.092 | basket | 0.000 | | keyboard | 0.257 | telephone | 0.065 | microwave | 0.477 | | oven | 0.045 | paper_towel_dispenser | 0.392 | sink | 0.472 | | fridge | 0.320 | book | 0.025 | clock | 0.154 | | vase | 0.083 | fire_extinguisher | 0.072 | blinds | 0.051 | | podium | 0.273 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:35,292 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.121 | table | 0.263 | desk | 0.090 | | sofa_chair | 0.562 | pillow | 0.035 | box | 0.009 | | garbage_bin | 0.380 | cabinet | 0.041 | drawer | 0.061 | | shelf | 0.090 | kitchen_counter | 0.160 | kitchen_cabinet | 0.214 | | cpu | 0.006 | bench | 0.141 | file_cabinet | 0.114 | | whiteboard | 0.152 | lamp | 0.140 | endtable | 0.109 | | bookshelf | 0.217 | coffee_table | 0.160 | dresser | 0.202 | | paper | 0.003 | printer | 0.158 | monitor | 0.143 | | back_pack | 0.037 | night_stand | 0.301 | door | 0.107 | | picture | 0.051 | ottoman | 0.222 | stool | 0.228 | | outlet | 0.000 | towel | 0.068 | tray | 0.001 | | bag | 0.022 | stove | 0.082 | bathtub | 0.486 | | scanner | 0.175 | cubby | 0.023 | mirror | 0.013 | | bottle | 0.005 | rack | 0.025 | cup | 0.044 | | thermos | 0.000 | island | 0.096 | counter | 0.033 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.162 | | cart | 0.080 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.296 | | sofa | 0.465 | plant | 0.008 | bed | 0.684 | | dining_table | 0.002 | toilet | 0.611 | tv | 0.277 | | laptop | 0.091 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.024 | telephone | 0.010 | microwave | 0.241 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.076 | | fridge | 0.140 | book | 0.004 | clock | 0.139 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.007 | | podium | 0.273 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:35,293 - mmdet - INFO - Evaluating segm... 2022-05-13 13:42:53,049 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 13:42:53,053 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:53,057 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:53,060 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 13:42:53,355 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 13:42:53,355 - mmdet - INFO - Epoch(val) [102][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.123 0.005 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 13:43:19,419 - mmdet - INFO - Epoch [103][50/3992] lr: 1.000e-06, eta: 2 days, 5:54:52, time: 0.521, data_time: 0.065, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0259, loss_cls: 0.1404, acc: 94.6543, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4157 2022-05-13 13:43:44,368 - mmdet - INFO - Epoch [103][100/3992] lr: 1.000e-06, eta: 2 days, 5:54:27, time: 0.499, data_time: 0.016, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0274, loss_cls: 0.1410, acc: 94.5527, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4249 2022-05-13 13:44:09,626 - mmdet - INFO - Epoch [103][150/3992] lr: 1.000e-06, eta: 2 days, 5:54:02, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0346, loss_cls: 0.1391, acc: 94.8770, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4384 2022-05-13 13:44:33,495 - mmdet - INFO - Epoch [103][200/3992] lr: 1.000e-06, eta: 2 days, 5:53:37, time: 0.477, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0227, loss_cls: 0.1323, acc: 95.1074, loss_bbox: 0.2286, loss_mask: 0.0000, loss: 0.3937 2022-05-13 13:44:59,300 - mmdet - INFO - Epoch [103][250/3992] lr: 1.000e-06, eta: 2 days, 5:53:13, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0249, loss_cls: 0.1521, acc: 94.5879, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4378 2022-05-13 13:45:24,533 - mmdet - INFO - Epoch [103][300/3992] lr: 1.000e-06, eta: 2 days, 5:52:48, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0248, loss_cls: 0.1294, acc: 94.9473, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.3920 2022-05-13 13:45:49,627 - mmdet - INFO - Epoch [103][350/3992] lr: 1.000e-06, eta: 2 days, 5:52:24, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0223, loss_cls: 0.1416, acc: 94.5059, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4145 2022-05-13 13:46:14,607 - mmdet - INFO - Epoch [103][400/3992] lr: 1.000e-06, eta: 2 days, 5:51:59, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0252, loss_cls: 0.1403, acc: 94.5957, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4181 2022-05-13 13:46:40,705 - mmdet - INFO - Epoch [103][450/3992] lr: 1.000e-06, eta: 2 days, 5:51:36, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0269, loss_cls: 0.1474, acc: 94.5625, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4307 2022-05-13 13:47:05,052 - mmdet - INFO - Epoch [103][500/3992] lr: 1.000e-06, eta: 2 days, 5:51:10, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0234, loss_cls: 0.1374, acc: 94.8887, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4123 2022-05-13 13:47:29,897 - mmdet - INFO - Epoch [103][550/3992] lr: 1.000e-06, eta: 2 days, 5:50:46, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0255, loss_cls: 0.1326, acc: 95.1152, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3941 2022-05-13 13:47:56,018 - mmdet - INFO - Epoch [103][600/3992] lr: 1.000e-06, eta: 2 days, 5:50:22, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0302, loss_cls: 0.1540, acc: 94.3047, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4545 2022-05-13 13:48:19,489 - mmdet - INFO - Epoch [103][650/3992] lr: 1.000e-06, eta: 2 days, 5:49:56, time: 0.469, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0257, loss_cls: 0.1535, acc: 94.1230, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4587 2022-05-13 13:48:44,440 - mmdet - INFO - Epoch [103][700/3992] lr: 1.000e-06, eta: 2 days, 5:49:31, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0268, loss_cls: 0.1522, acc: 94.4941, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4410 2022-05-13 13:49:08,816 - mmdet - INFO - Epoch [103][750/3992] lr: 1.000e-06, eta: 2 days, 5:49:06, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0271, loss_cls: 0.1396, acc: 94.8105, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4213 2022-05-13 13:49:33,239 - mmdet - INFO - Epoch [103][800/3992] lr: 1.000e-06, eta: 2 days, 5:48:41, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0238, loss_cls: 0.1247, acc: 95.2910, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3811 2022-05-13 13:49:58,114 - mmdet - INFO - Epoch [103][850/3992] lr: 1.000e-06, eta: 2 days, 5:48:16, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0209, loss_cls: 0.1318, acc: 95.2910, loss_bbox: 0.2145, loss_mask: 0.0000, loss: 0.3772 2022-05-13 13:50:23,299 - mmdet - INFO - Epoch [103][900/3992] lr: 1.000e-06, eta: 2 days, 5:47:52, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0236, loss_cls: 0.1355, acc: 94.7891, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3985 2022-05-13 13:50:47,827 - mmdet - INFO - Epoch [103][950/3992] lr: 1.000e-06, eta: 2 days, 5:47:27, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0265, loss_cls: 0.1470, acc: 94.5547, loss_bbox: 0.2489, loss_mask: 0.0000, loss: 0.4378 2022-05-13 13:51:13,230 - mmdet - INFO - Epoch [103][1000/3992] lr: 1.000e-06, eta: 2 days, 5:47:02, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0308, loss_cls: 0.1562, acc: 94.4023, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4538 2022-05-13 13:51:38,653 - mmdet - INFO - Epoch [103][1050/3992] lr: 1.000e-06, eta: 2 days, 5:46:38, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0259, loss_cls: 0.1297, acc: 95.0645, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3909 2022-05-13 13:52:03,915 - mmdet - INFO - Epoch [103][1100/3992] lr: 1.000e-06, eta: 2 days, 5:46:14, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0262, loss_cls: 0.1442, acc: 94.6699, loss_bbox: 0.2525, loss_mask: 0.0000, loss: 0.4339 2022-05-13 13:52:28,739 - mmdet - INFO - Epoch [103][1150/3992] lr: 1.000e-06, eta: 2 days, 5:45:49, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0270, loss_cls: 0.1518, acc: 94.4023, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4489 2022-05-13 13:52:52,983 - mmdet - INFO - Epoch [103][1200/3992] lr: 1.000e-06, eta: 2 days, 5:45:24, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0254, loss_cls: 0.1443, acc: 94.4492, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4467 2022-05-13 13:53:18,803 - mmdet - INFO - Epoch [103][1250/3992] lr: 1.000e-06, eta: 2 days, 5:45:00, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0272, loss_cls: 0.1444, acc: 94.5684, loss_bbox: 0.2483, loss_mask: 0.0000, loss: 0.4349 2022-05-13 13:53:44,854 - mmdet - INFO - Epoch [103][1300/3992] lr: 1.000e-06, eta: 2 days, 5:44:36, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0229, loss_cls: 0.1336, acc: 95.0352, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4014 2022-05-13 13:54:10,667 - mmdet - INFO - Epoch [103][1350/3992] lr: 1.000e-06, eta: 2 days, 5:44:12, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0221, loss_cls: 0.1367, acc: 95.0410, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4080 2022-05-13 13:54:36,163 - mmdet - INFO - Epoch [103][1400/3992] lr: 1.000e-06, eta: 2 days, 5:43:48, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0305, loss_cls: 0.1578, acc: 94.2207, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4616 2022-05-13 13:55:00,141 - mmdet - INFO - Epoch [103][1450/3992] lr: 1.000e-06, eta: 2 days, 5:43:23, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0234, loss_cls: 0.1241, acc: 95.5156, loss_bbox: 0.2137, loss_mask: 0.0000, loss: 0.3780 2022-05-13 13:55:24,764 - mmdet - INFO - Epoch [103][1500/3992] lr: 1.000e-06, eta: 2 days, 5:42:58, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0240, loss_cls: 0.1314, acc: 95.1289, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.3951 2022-05-13 13:55:49,503 - mmdet - INFO - Epoch [103][1550/3992] lr: 1.000e-06, eta: 2 days, 5:42:33, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0299, loss_cls: 0.1406, acc: 94.7812, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4300 2022-05-13 13:56:14,458 - mmdet - INFO - Epoch [103][1600/3992] lr: 1.000e-06, eta: 2 days, 5:42:08, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0263, loss_cls: 0.1307, acc: 95.2324, loss_bbox: 0.2168, loss_mask: 0.0000, loss: 0.3892 2022-05-13 13:56:39,765 - mmdet - INFO - Epoch [103][1650/3992] lr: 1.000e-06, eta: 2 days, 5:41:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0242, loss_cls: 0.1333, acc: 95.0391, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4006 2022-05-13 13:57:04,805 - mmdet - INFO - Epoch [103][1700/3992] lr: 1.000e-06, eta: 2 days, 5:41:19, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0229, loss_cls: 0.1272, acc: 95.1816, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3933 2022-05-13 13:57:30,028 - mmdet - INFO - Epoch [103][1750/3992] lr: 1.000e-06, eta: 2 days, 5:40:55, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0267, loss_cls: 0.1557, acc: 94.1836, loss_bbox: 0.2581, loss_mask: 0.0000, loss: 0.4562 2022-05-13 13:57:53,998 - mmdet - INFO - Epoch [103][1800/3992] lr: 1.000e-06, eta: 2 days, 5:40:29, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0270, loss_cls: 0.1504, acc: 94.4727, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4362 2022-05-13 13:58:19,329 - mmdet - INFO - Epoch [103][1850/3992] lr: 1.000e-06, eta: 2 days, 5:40:05, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0221, loss_cls: 0.1300, acc: 94.8965, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.3926 2022-05-13 13:58:45,298 - mmdet - INFO - Epoch [103][1900/3992] lr: 1.000e-06, eta: 2 days, 5:39:41, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0299, loss_cls: 0.1385, acc: 94.8340, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4148 2022-05-13 13:59:10,586 - mmdet - INFO - Epoch [103][1950/3992] lr: 1.000e-06, eta: 2 days, 5:39:17, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0249, loss_cls: 0.1567, acc: 94.3047, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4485 2022-05-13 13:59:35,986 - mmdet - INFO - Epoch [103][2000/3992] lr: 1.000e-06, eta: 2 days, 5:38:52, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0265, loss_cls: 0.1624, acc: 94.0723, loss_bbox: 0.2741, loss_mask: 0.0000, loss: 0.4789 2022-05-13 14:00:01,074 - mmdet - INFO - Epoch [103][2050/3992] lr: 1.000e-06, eta: 2 days, 5:38:28, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0221, loss_cls: 0.1512, acc: 94.5742, loss_bbox: 0.2467, loss_mask: 0.0000, loss: 0.4352 2022-05-13 14:00:26,994 - mmdet - INFO - Epoch [103][2100/3992] lr: 1.000e-06, eta: 2 days, 5:38:04, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0269, loss_cls: 0.1382, acc: 94.8340, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4137 2022-05-13 14:00:52,152 - mmdet - INFO - Epoch [103][2150/3992] lr: 1.000e-06, eta: 2 days, 5:37:40, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0235, loss_cls: 0.1383, acc: 94.8828, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3970 2022-05-13 14:01:16,167 - mmdet - INFO - Epoch [103][2200/3992] lr: 1.000e-06, eta: 2 days, 5:37:14, time: 0.480, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0269, loss_cls: 0.1410, acc: 94.6816, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4190 2022-05-13 14:01:42,535 - mmdet - INFO - Epoch [103][2250/3992] lr: 1.000e-06, eta: 2 days, 5:36:51, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0283, loss_cls: 0.1398, acc: 94.6602, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4268 2022-05-13 14:02:07,219 - mmdet - INFO - Epoch [103][2300/3992] lr: 1.000e-06, eta: 2 days, 5:36:26, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0250, loss_cls: 0.1472, acc: 94.6875, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4276 2022-05-13 14:02:32,036 - mmdet - INFO - Epoch [103][2350/3992] lr: 1.000e-06, eta: 2 days, 5:36:01, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0189, loss_cls: 0.1265, acc: 95.5391, loss_bbox: 0.2045, loss_mask: 0.0000, loss: 0.3592 2022-05-13 14:02:57,641 - mmdet - INFO - Epoch [103][2400/3992] lr: 1.000e-06, eta: 2 days, 5:35:37, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0284, loss_cls: 0.1476, acc: 94.4746, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4391 2022-05-13 14:03:22,559 - mmdet - INFO - Epoch [103][2450/3992] lr: 1.000e-06, eta: 2 days, 5:35:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0284, loss_cls: 0.1622, acc: 94.2422, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4681 2022-05-13 14:03:48,256 - mmdet - INFO - Epoch [103][2500/3992] lr: 1.000e-06, eta: 2 days, 5:34:48, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0287, loss_cls: 0.1407, acc: 94.8457, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4123 2022-05-13 14:04:13,304 - mmdet - INFO - Epoch [103][2550/3992] lr: 1.000e-06, eta: 2 days, 5:34:24, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0296, loss_cls: 0.1462, acc: 94.6797, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4403 2022-05-13 14:04:37,863 - mmdet - INFO - Epoch [103][2600/3992] lr: 1.000e-06, eta: 2 days, 5:33:59, time: 0.491, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0276, loss_cls: 0.1290, acc: 95.0723, loss_bbox: 0.2247, loss_mask: 0.0000, loss: 0.3935 2022-05-13 14:05:03,014 - mmdet - INFO - Epoch [103][2650/3992] lr: 1.000e-06, eta: 2 days, 5:33:34, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0261, loss_cls: 0.1430, acc: 94.5703, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4363 2022-05-13 14:05:27,836 - mmdet - INFO - Epoch [103][2700/3992] lr: 1.000e-06, eta: 2 days, 5:33:09, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0251, loss_cls: 0.1453, acc: 94.5742, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4292 2022-05-13 14:05:52,829 - mmdet - INFO - Epoch [103][2750/3992] lr: 1.000e-06, eta: 2 days, 5:32:45, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0233, loss_cls: 0.1282, acc: 95.3105, loss_bbox: 0.2213, loss_mask: 0.0000, loss: 0.3874 2022-05-13 14:06:18,689 - mmdet - INFO - Epoch [103][2800/3992] lr: 1.000e-06, eta: 2 days, 5:32:21, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0266, loss_cls: 0.1369, acc: 94.8965, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4072 2022-05-13 14:06:43,875 - mmdet - INFO - Epoch [103][2850/3992] lr: 1.000e-06, eta: 2 days, 5:31:56, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0264, loss_cls: 0.1499, acc: 94.6055, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4366 2022-05-13 14:07:08,436 - mmdet - INFO - Epoch [103][2900/3992] lr: 1.000e-06, eta: 2 days, 5:31:31, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1416, acc: 94.8047, loss_bbox: 0.2296, loss_mask: 0.0000, loss: 0.4098 2022-05-13 14:07:32,993 - mmdet - INFO - Epoch [103][2950/3992] lr: 1.000e-06, eta: 2 days, 5:31:06, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0237, loss_cls: 0.1294, acc: 95.2188, loss_bbox: 0.2209, loss_mask: 0.0000, loss: 0.3862 2022-05-13 14:07:57,742 - mmdet - INFO - Epoch [103][3000/3992] lr: 1.000e-06, eta: 2 days, 5:30:42, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0238, loss_cls: 0.1281, acc: 95.3320, loss_bbox: 0.2051, loss_mask: 0.0000, loss: 0.3704 2022-05-13 14:08:22,329 - mmdet - INFO - Epoch [103][3050/3992] lr: 1.000e-06, eta: 2 days, 5:30:17, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0270, loss_cls: 0.1434, acc: 94.5781, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4229 2022-05-13 14:08:47,258 - mmdet - INFO - Epoch [103][3100/3992] lr: 1.000e-06, eta: 2 days, 5:29:52, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0275, loss_cls: 0.1519, acc: 94.1895, loss_bbox: 0.2586, loss_mask: 0.0000, loss: 0.4539 2022-05-13 14:09:13,129 - mmdet - INFO - Epoch [103][3150/3992] lr: 1.000e-06, eta: 2 days, 5:29:28, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0275, loss_cls: 0.1381, acc: 94.9941, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4206 2022-05-13 14:09:38,840 - mmdet - INFO - Epoch [103][3200/3992] lr: 1.000e-06, eta: 2 days, 5:29:04, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0215, loss_cls: 0.1359, acc: 94.8477, loss_bbox: 0.2189, loss_mask: 0.0000, loss: 0.3902 2022-05-13 14:10:04,083 - mmdet - INFO - Epoch [103][3250/3992] lr: 1.000e-06, eta: 2 days, 5:28:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0278, loss_cls: 0.1421, acc: 94.7480, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4165 2022-05-13 14:10:29,283 - mmdet - INFO - Epoch [103][3300/3992] lr: 1.000e-06, eta: 2 days, 5:28:15, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0242, loss_cls: 0.1409, acc: 94.9883, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.4025 2022-05-13 14:10:54,298 - mmdet - INFO - Epoch [103][3350/3992] lr: 1.000e-06, eta: 2 days, 5:27:51, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0326, loss_cls: 0.1553, acc: 94.2227, loss_bbox: 0.2607, loss_mask: 0.0000, loss: 0.4682 2022-05-13 14:11:18,632 - mmdet - INFO - Epoch [103][3400/3992] lr: 1.000e-06, eta: 2 days, 5:27:25, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0264, loss_cls: 0.1434, acc: 94.6074, loss_bbox: 0.2497, loss_mask: 0.0000, loss: 0.4298 2022-05-13 14:11:43,623 - mmdet - INFO - Epoch [103][3450/3992] lr: 1.000e-06, eta: 2 days, 5:27:01, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0263, loss_cls: 0.1478, acc: 94.4824, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4420 2022-05-13 14:12:09,044 - mmdet - INFO - Epoch [103][3500/3992] lr: 1.000e-06, eta: 2 days, 5:26:36, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0260, loss_cls: 0.1469, acc: 94.3457, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4237 2022-05-13 14:12:33,606 - mmdet - INFO - Epoch [103][3550/3992] lr: 1.000e-06, eta: 2 days, 5:26:11, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0243, loss_cls: 0.1392, acc: 94.9609, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3980 2022-05-13 14:12:59,327 - mmdet - INFO - Epoch [103][3600/3992] lr: 1.000e-06, eta: 2 days, 5:25:47, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0252, loss_cls: 0.1299, acc: 95.1992, loss_bbox: 0.2234, loss_mask: 0.0000, loss: 0.3899 2022-05-13 14:13:24,405 - mmdet - INFO - Epoch [103][3650/3992] lr: 1.000e-06, eta: 2 days, 5:25:23, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0294, loss_cls: 0.1491, acc: 94.3535, loss_bbox: 0.2578, loss_mask: 0.0000, loss: 0.4489 2022-05-13 14:13:50,977 - mmdet - INFO - Epoch [103][3700/3992] lr: 1.000e-06, eta: 2 days, 5:25:00, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0272, loss_cls: 0.1469, acc: 94.5176, loss_bbox: 0.2654, loss_mask: 0.0000, loss: 0.4513 2022-05-13 14:14:15,078 - mmdet - INFO - Epoch [103][3750/3992] lr: 1.000e-06, eta: 2 days, 5:24:34, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0231, loss_cls: 0.1339, acc: 94.9707, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4002 2022-05-13 14:14:40,067 - mmdet - INFO - Epoch [103][3800/3992] lr: 1.000e-06, eta: 2 days, 5:24:10, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0212, loss_rpn_bbox: 0.0276, loss_cls: 0.1557, acc: 94.4043, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4486 2022-05-13 14:15:04,292 - mmdet - INFO - Epoch [103][3850/3992] lr: 1.000e-06, eta: 2 days, 5:23:44, time: 0.484, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0255, loss_cls: 0.1433, acc: 94.5918, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4296 2022-05-13 14:15:30,529 - mmdet - INFO - Epoch [103][3900/3992] lr: 1.000e-06, eta: 2 days, 5:23:21, time: 0.525, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0264, loss_cls: 0.1531, acc: 94.3926, loss_bbox: 0.2569, loss_mask: 0.0000, loss: 0.4495 2022-05-13 14:15:55,917 - mmdet - INFO - Epoch [103][3950/3992] lr: 1.000e-06, eta: 2 days, 5:22:56, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0247, loss_cls: 0.1377, acc: 94.9238, loss_bbox: 0.2233, loss_mask: 0.0000, loss: 0.3973 2022-05-13 14:16:16,741 - mmdet - INFO - Saving checkpoint at 103 epochs 2022-05-13 14:21:51,494 - mmdet - INFO - Evaluating bbox... 2022-05-13 14:22:07,029 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-13 14:22:07,033 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.256 | desk | 0.096 | | sofa_chair | 0.485 | pillow | 0.055 | box | 0.018 | | garbage_bin | 0.349 | cabinet | 0.044 | drawer | 0.059 | | shelf | 0.105 | kitchen_counter | 0.169 | kitchen_cabinet | 0.196 | | cpu | 0.028 | bench | 0.160 | file_cabinet | 0.087 | | whiteboard | 0.152 | lamp | 0.173 | endtable | 0.132 | | bookshelf | 0.221 | coffee_table | 0.196 | dresser | 0.174 | | paper | 0.010 | printer | 0.208 | monitor | 0.221 | | back_pack | 0.068 | night_stand | 0.292 | door | 0.076 | | picture | 0.044 | ottoman | 0.180 | stool | 0.226 | | outlet | 0.000 | towel | 0.069 | tray | 0.010 | | bag | 0.018 | stove | 0.110 | bathtub | 0.426 | | scanner | 0.179 | cubby | 0.021 | mirror | 0.023 | | bottle | 0.004 | rack | 0.023 | cup | 0.078 | | thermos | 0.016 | island | 0.075 | counter | 0.035 | | bowl | 0.049 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.205 | | cart | 0.090 | tv_stand | 0.120 | poster | 0.001 | | soap_dispenser | 0.010 | toy | nan | chair | 0.338 | | sofa | 0.417 | plant | 0.035 | bed | 0.607 | | dining_table | 0.006 | toilet | 0.532 | tv | 0.260 | | laptop | 0.111 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.076 | telephone | 0.027 | microwave | 0.255 | | oven | 0.020 | paper_towel_dispenser | 0.230 | sink | 0.168 | | fridge | 0.175 | book | 0.008 | clock | 0.081 | | vase | 0.041 | fire_extinguisher | 0.008 | blinds | 0.018 | | podium | 0.203 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:07,036 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.218 | table | 0.459 | desk | 0.203 | | sofa_chair | 0.675 | pillow | 0.140 | box | 0.046 | | garbage_bin | 0.607 | cabinet | 0.088 | drawer | 0.087 | | shelf | 0.218 | kitchen_counter | 0.289 | kitchen_cabinet | 0.308 | | cpu | 0.084 | bench | 0.300 | file_cabinet | 0.120 | | whiteboard | 0.235 | lamp | 0.379 | endtable | 0.248 | | bookshelf | 0.408 | coffee_table | 0.373 | dresser | 0.266 | | paper | 0.030 | printer | 0.359 | monitor | 0.533 | | back_pack | 0.135 | night_stand | 0.511 | door | 0.117 | | picture | 0.076 | ottoman | 0.262 | stool | 0.420 | | outlet | 0.000 | towel | 0.108 | tray | 0.034 | | bag | 0.026 | stove | 0.200 | bathtub | 0.677 | | scanner | 0.312 | cubby | 0.037 | mirror | 0.049 | | bottle | 0.007 | rack | 0.034 | cup | 0.180 | | thermos | 0.152 | island | 0.118 | counter | 0.041 | | bowl | 0.084 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.329 | | cart | 0.145 | tv_stand | 0.229 | poster | 0.005 | | soap_dispenser | 0.015 | toy | nan | chair | 0.685 | | sofa | 0.613 | plant | 0.093 | bed | 0.877 | | dining_table | 0.011 | toilet | 0.845 | tv | 0.450 | | laptop | 0.231 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.254 | telephone | 0.071 | microwave | 0.481 | | oven | 0.042 | paper_towel_dispenser | 0.392 | sink | 0.492 | | fridge | 0.316 | book | 0.023 | clock | 0.134 | | vase | 0.079 | fire_extinguisher | 0.080 | blinds | 0.046 | | podium | 0.274 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:07,040 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.128 | table | 0.254 | desk | 0.086 | | sofa_chair | 0.561 | pillow | 0.034 | box | 0.011 | | garbage_bin | 0.366 | cabinet | 0.040 | drawer | 0.064 | | shelf | 0.093 | kitchen_counter | 0.161 | kitchen_cabinet | 0.206 | | cpu | 0.006 | bench | 0.143 | file_cabinet | 0.118 | | whiteboard | 0.164 | lamp | 0.140 | endtable | 0.106 | | bookshelf | 0.209 | coffee_table | 0.141 | dresser | 0.195 | | paper | 0.006 | printer | 0.206 | monitor | 0.147 | | back_pack | 0.038 | night_stand | 0.306 | door | 0.105 | | picture | 0.048 | ottoman | 0.216 | stool | 0.232 | | outlet | 0.000 | towel | 0.070 | tray | 0.001 | | bag | 0.023 | stove | 0.104 | bathtub | 0.481 | | scanner | 0.183 | cubby | 0.015 | mirror | 0.012 | | bottle | 0.005 | rack | 0.028 | cup | 0.046 | | thermos | 0.000 | island | 0.087 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.173 | | cart | 0.077 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.295 | | sofa | 0.463 | plant | 0.014 | bed | 0.696 | | dining_table | 0.002 | toilet | 0.585 | tv | 0.296 | | laptop | 0.091 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.011 | microwave | 0.246 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.072 | | fridge | 0.172 | book | 0.004 | clock | 0.099 | | vase | 0.045 | fire_extinguisher | 0.000 | blinds | 0.015 | | podium | 0.274 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:07,040 - mmdet - INFO - Evaluating segm... 2022-05-13 14:22:24,928 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 14:22:24,933 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:24,936 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:24,939 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 14:22:25,248 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 14:22:25,249 - mmdet - INFO - Epoch(val) [103][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.224 0.123 0.006 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 14:22:52,495 - mmdet - INFO - Epoch [104][50/3992] lr: 1.000e-06, eta: 2 days, 5:21:53, time: 0.545, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0239, loss_cls: 0.1414, acc: 94.8594, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4130 2022-05-13 14:23:17,468 - mmdet - INFO - Epoch [104][100/3992] lr: 1.000e-06, eta: 2 days, 5:21:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0209, loss_cls: 0.1321, acc: 95.0566, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.3845 2022-05-13 14:23:43,431 - mmdet - INFO - Epoch [104][150/3992] lr: 1.000e-06, eta: 2 days, 5:21:05, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0245, loss_cls: 0.1421, acc: 94.7891, loss_bbox: 0.2168, loss_mask: 0.0000, loss: 0.4010 2022-05-13 14:24:08,598 - mmdet - INFO - Epoch [104][200/3992] lr: 1.000e-06, eta: 2 days, 5:20:41, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0233, loss_rpn_bbox: 0.0272, loss_cls: 0.1547, acc: 94.5332, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4556 2022-05-13 14:24:34,864 - mmdet - INFO - Epoch [104][250/3992] lr: 1.000e-06, eta: 2 days, 5:20:17, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0210, loss_cls: 0.1309, acc: 94.9590, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.3960 2022-05-13 14:24:59,424 - mmdet - INFO - Epoch [104][300/3992] lr: 1.000e-06, eta: 2 days, 5:19:52, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0250, loss_cls: 0.1354, acc: 94.9199, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4070 2022-05-13 14:25:25,131 - mmdet - INFO - Epoch [104][350/3992] lr: 1.000e-06, eta: 2 days, 5:19:28, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0235, loss_cls: 0.1385, acc: 94.7578, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4225 2022-05-13 14:25:49,863 - mmdet - INFO - Epoch [104][400/3992] lr: 1.000e-06, eta: 2 days, 5:19:03, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0078, loss_rpn_bbox: 0.0197, loss_cls: 0.1160, acc: 95.5664, loss_bbox: 0.2096, loss_mask: 0.0000, loss: 0.3532 2022-05-13 14:26:14,875 - mmdet - INFO - Epoch [104][450/3992] lr: 1.000e-06, eta: 2 days, 5:18:39, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0250, loss_cls: 0.1386, acc: 94.8047, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4160 2022-05-13 14:26:40,440 - mmdet - INFO - Epoch [104][500/3992] lr: 1.000e-06, eta: 2 days, 5:18:15, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0272, loss_cls: 0.1356, acc: 94.9336, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4103 2022-05-13 14:27:05,744 - mmdet - INFO - Epoch [104][550/3992] lr: 1.000e-06, eta: 2 days, 5:17:50, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0259, loss_cls: 0.1365, acc: 94.9512, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4070 2022-05-13 14:27:30,593 - mmdet - INFO - Epoch [104][600/3992] lr: 1.000e-06, eta: 2 days, 5:17:25, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0250, loss_cls: 0.1396, acc: 94.7773, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4138 2022-05-13 14:27:55,885 - mmdet - INFO - Epoch [104][650/3992] lr: 1.000e-06, eta: 2 days, 5:17:01, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0269, loss_cls: 0.1519, acc: 94.5469, loss_bbox: 0.2519, loss_mask: 0.0000, loss: 0.4443 2022-05-13 14:28:20,138 - mmdet - INFO - Epoch [104][700/3992] lr: 1.000e-06, eta: 2 days, 5:16:36, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0253, loss_cls: 0.1464, acc: 94.7402, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.4081 2022-05-13 14:28:44,227 - mmdet - INFO - Epoch [104][750/3992] lr: 1.000e-06, eta: 2 days, 5:16:10, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0263, loss_cls: 0.1285, acc: 95.1230, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3962 2022-05-13 14:29:09,692 - mmdet - INFO - Epoch [104][800/3992] lr: 1.000e-06, eta: 2 days, 5:15:46, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0278, loss_cls: 0.1492, acc: 94.4883, loss_bbox: 0.2602, loss_mask: 0.0000, loss: 0.4526 2022-05-13 14:29:35,301 - mmdet - INFO - Epoch [104][850/3992] lr: 1.000e-06, eta: 2 days, 5:15:22, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0259, loss_cls: 0.1408, acc: 94.9199, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4198 2022-05-13 14:30:00,101 - mmdet - INFO - Epoch [104][900/3992] lr: 1.000e-06, eta: 2 days, 5:14:57, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0236, loss_cls: 0.1230, acc: 95.2812, loss_bbox: 0.2129, loss_mask: 0.0000, loss: 0.3714 2022-05-13 14:30:23,936 - mmdet - INFO - Epoch [104][950/3992] lr: 1.000e-06, eta: 2 days, 5:14:31, time: 0.477, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0247, loss_cls: 0.1377, acc: 94.9277, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4074 2022-05-13 14:30:48,009 - mmdet - INFO - Epoch [104][1000/3992] lr: 1.000e-06, eta: 2 days, 5:14:06, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0224, loss_cls: 0.1334, acc: 94.9883, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3900 2022-05-13 14:31:12,642 - mmdet - INFO - Epoch [104][1050/3992] lr: 1.000e-06, eta: 2 days, 5:13:41, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0257, loss_cls: 0.1498, acc: 94.3066, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4335 2022-05-13 14:31:38,297 - mmdet - INFO - Epoch [104][1100/3992] lr: 1.000e-06, eta: 2 days, 5:13:17, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0276, loss_cls: 0.1378, acc: 94.6914, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4288 2022-05-13 14:32:04,076 - mmdet - INFO - Epoch [104][1150/3992] lr: 1.000e-06, eta: 2 days, 5:12:53, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0186, loss_rpn_bbox: 0.0301, loss_cls: 0.1505, acc: 94.6523, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4325 2022-05-13 14:32:28,712 - mmdet - INFO - Epoch [104][1200/3992] lr: 1.000e-06, eta: 2 days, 5:12:28, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0256, loss_cls: 0.1420, acc: 94.5859, loss_bbox: 0.2501, loss_mask: 0.0000, loss: 0.4297 2022-05-13 14:32:54,373 - mmdet - INFO - Epoch [104][1250/3992] lr: 1.000e-06, eta: 2 days, 5:12:04, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0273, loss_cls: 0.1476, acc: 94.5371, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4293 2022-05-13 14:33:20,680 - mmdet - INFO - Epoch [104][1300/3992] lr: 1.000e-06, eta: 2 days, 5:11:41, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0268, loss_cls: 0.1548, acc: 94.1855, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4541 2022-05-13 14:33:46,354 - mmdet - INFO - Epoch [104][1350/3992] lr: 1.000e-06, eta: 2 days, 5:11:17, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0255, loss_cls: 0.1357, acc: 94.8145, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4052 2022-05-13 14:34:11,391 - mmdet - INFO - Epoch [104][1400/3992] lr: 1.000e-06, eta: 2 days, 5:10:52, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0245, loss_cls: 0.1434, acc: 94.8418, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4379 2022-05-13 14:34:35,711 - mmdet - INFO - Epoch [104][1450/3992] lr: 1.000e-06, eta: 2 days, 5:10:27, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0255, loss_cls: 0.1212, acc: 95.2949, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.3866 2022-05-13 14:35:00,568 - mmdet - INFO - Epoch [104][1500/3992] lr: 1.000e-06, eta: 2 days, 5:10:02, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0243, loss_cls: 0.1326, acc: 95.0977, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.3972 2022-05-13 14:35:24,540 - mmdet - INFO - Epoch [104][1550/3992] lr: 1.000e-06, eta: 2 days, 5:09:36, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1368, acc: 95.0430, loss_bbox: 0.2198, loss_mask: 0.0000, loss: 0.3932 2022-05-13 14:35:50,277 - mmdet - INFO - Epoch [104][1600/3992] lr: 1.000e-06, eta: 2 days, 5:09:12, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0259, loss_cls: 0.1467, acc: 94.3633, loss_bbox: 0.2576, loss_mask: 0.0000, loss: 0.4431 2022-05-13 14:36:15,039 - mmdet - INFO - Epoch [104][1650/3992] lr: 1.000e-06, eta: 2 days, 5:08:48, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0283, loss_cls: 0.1348, acc: 94.8691, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4111 2022-05-13 14:36:39,402 - mmdet - INFO - Epoch [104][1700/3992] lr: 1.000e-06, eta: 2 days, 5:08:22, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0228, loss_cls: 0.1279, acc: 95.3203, loss_bbox: 0.2114, loss_mask: 0.0000, loss: 0.3731 2022-05-13 14:37:04,803 - mmdet - INFO - Epoch [104][1750/3992] lr: 1.000e-06, eta: 2 days, 5:07:58, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0253, loss_cls: 0.1582, acc: 94.3965, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4508 2022-05-13 14:37:30,116 - mmdet - INFO - Epoch [104][1800/3992] lr: 1.000e-06, eta: 2 days, 5:07:34, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0260, loss_cls: 0.1434, acc: 94.6387, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4194 2022-05-13 14:37:54,997 - mmdet - INFO - Epoch [104][1850/3992] lr: 1.000e-06, eta: 2 days, 5:07:09, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0279, loss_cls: 0.1459, acc: 94.6152, loss_bbox: 0.2470, loss_mask: 0.0000, loss: 0.4327 2022-05-13 14:38:20,254 - mmdet - INFO - Epoch [104][1900/3992] lr: 1.000e-06, eta: 2 days, 5:06:45, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0245, loss_cls: 0.1447, acc: 94.7500, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4150 2022-05-13 14:38:46,076 - mmdet - INFO - Epoch [104][1950/3992] lr: 1.000e-06, eta: 2 days, 5:06:21, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0254, loss_cls: 0.1431, acc: 94.6348, loss_bbox: 0.2526, loss_mask: 0.0000, loss: 0.4375 2022-05-13 14:39:11,891 - mmdet - INFO - Epoch [104][2000/3992] lr: 1.000e-06, eta: 2 days, 5:05:57, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0242, loss_cls: 0.1356, acc: 94.9805, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.3999 2022-05-13 14:39:37,209 - mmdet - INFO - Epoch [104][2050/3992] lr: 1.000e-06, eta: 2 days, 5:05:33, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0239, loss_cls: 0.1434, acc: 94.9004, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4139 2022-05-13 14:40:02,383 - mmdet - INFO - Epoch [104][2100/3992] lr: 1.000e-06, eta: 2 days, 5:05:08, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0231, loss_cls: 0.1335, acc: 95.0078, loss_bbox: 0.2259, loss_mask: 0.0000, loss: 0.3921 2022-05-13 14:40:29,041 - mmdet - INFO - Epoch [104][2150/3992] lr: 1.000e-06, eta: 2 days, 5:04:45, time: 0.533, data_time: 0.016, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0317, loss_cls: 0.1562, acc: 94.3418, loss_bbox: 0.2550, loss_mask: 0.0000, loss: 0.4543 2022-05-13 14:40:53,195 - mmdet - INFO - Epoch [104][2200/3992] lr: 1.000e-06, eta: 2 days, 5:04:20, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0262, loss_cls: 0.1311, acc: 95.2285, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3942 2022-05-13 14:41:17,406 - mmdet - INFO - Epoch [104][2250/3992] lr: 1.000e-06, eta: 2 days, 5:03:54, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0225, loss_cls: 0.1302, acc: 95.0840, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.3943 2022-05-13 14:41:43,059 - mmdet - INFO - Epoch [104][2300/3992] lr: 1.000e-06, eta: 2 days, 5:03:30, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0283, loss_cls: 0.1541, acc: 94.1445, loss_bbox: 0.2679, loss_mask: 0.0000, loss: 0.4661 2022-05-13 14:42:07,185 - mmdet - INFO - Epoch [104][2350/3992] lr: 1.000e-06, eta: 2 days, 5:03:05, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0237, loss_cls: 0.1273, acc: 95.1133, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3875 2022-05-13 14:42:32,729 - mmdet - INFO - Epoch [104][2400/3992] lr: 1.000e-06, eta: 2 days, 5:02:41, time: 0.511, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0263, loss_cls: 0.1328, acc: 95.0625, loss_bbox: 0.2176, loss_mask: 0.0000, loss: 0.3906 2022-05-13 14:42:58,011 - mmdet - INFO - Epoch [104][2450/3992] lr: 1.000e-06, eta: 2 days, 5:02:16, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0223, loss_cls: 0.1344, acc: 94.6621, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4198 2022-05-13 14:43:22,848 - mmdet - INFO - Epoch [104][2500/3992] lr: 1.000e-06, eta: 2 days, 5:01:51, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0275, loss_cls: 0.1409, acc: 94.7227, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4260 2022-05-13 14:43:49,182 - mmdet - INFO - Epoch [104][2550/3992] lr: 1.000e-06, eta: 2 days, 5:01:28, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0270, loss_cls: 0.1472, acc: 94.4883, loss_bbox: 0.2469, loss_mask: 0.0000, loss: 0.4334 2022-05-13 14:44:13,482 - mmdet - INFO - Epoch [104][2600/3992] lr: 1.000e-06, eta: 2 days, 5:01:03, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0288, loss_cls: 0.1593, acc: 94.1777, loss_bbox: 0.2591, loss_mask: 0.0000, loss: 0.4624 2022-05-13 14:44:39,841 - mmdet - INFO - Epoch [104][2650/3992] lr: 1.000e-06, eta: 2 days, 5:00:39, time: 0.527, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0254, loss_cls: 0.1414, acc: 94.6895, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4195 2022-05-13 14:45:04,998 - mmdet - INFO - Epoch [104][2700/3992] lr: 1.000e-06, eta: 2 days, 5:00:15, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0235, loss_cls: 0.1281, acc: 95.2266, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3773 2022-05-13 14:45:30,146 - mmdet - INFO - Epoch [104][2750/3992] lr: 1.000e-06, eta: 2 days, 4:59:50, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0297, loss_cls: 0.1451, acc: 94.4609, loss_bbox: 0.2566, loss_mask: 0.0000, loss: 0.4477 2022-05-13 14:45:56,306 - mmdet - INFO - Epoch [104][2800/3992] lr: 1.000e-06, eta: 2 days, 4:59:27, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0185, loss_rpn_bbox: 0.0253, loss_cls: 0.1315, acc: 95.0879, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.4056 2022-05-13 14:46:22,067 - mmdet - INFO - Epoch [104][2850/3992] lr: 1.000e-06, eta: 2 days, 4:59:03, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0292, loss_cls: 0.1423, acc: 94.4102, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4336 2022-05-13 14:46:47,174 - mmdet - INFO - Epoch [104][2900/3992] lr: 1.000e-06, eta: 2 days, 4:58:38, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0336, loss_cls: 0.1629, acc: 94.1953, loss_bbox: 0.2589, loss_mask: 0.0000, loss: 0.4705 2022-05-13 14:47:11,404 - mmdet - INFO - Epoch [104][2950/3992] lr: 1.000e-06, eta: 2 days, 4:58:13, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0233, loss_cls: 0.1399, acc: 94.8535, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4120 2022-05-13 14:47:37,420 - mmdet - INFO - Epoch [104][3000/3992] lr: 1.000e-06, eta: 2 days, 4:57:49, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0274, loss_cls: 0.1464, acc: 94.6309, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4280 2022-05-13 14:48:03,434 - mmdet - INFO - Epoch [104][3050/3992] lr: 1.000e-06, eta: 2 days, 4:57:26, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0256, loss_cls: 0.1490, acc: 94.4668, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4297 2022-05-13 14:48:27,719 - mmdet - INFO - Epoch [104][3100/3992] lr: 1.000e-06, eta: 2 days, 4:57:00, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0228, loss_cls: 0.1248, acc: 95.1758, loss_bbox: 0.2333, loss_mask: 0.0000, loss: 0.3934 2022-05-13 14:48:52,517 - mmdet - INFO - Epoch [104][3150/3992] lr: 1.000e-06, eta: 2 days, 4:56:35, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0279, loss_cls: 0.1426, acc: 94.6621, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4268 2022-05-13 14:49:17,312 - mmdet - INFO - Epoch [104][3200/3992] lr: 1.000e-06, eta: 2 days, 4:56:11, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0273, loss_cls: 0.1422, acc: 94.6074, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4445 2022-05-13 14:49:42,848 - mmdet - INFO - Epoch [104][3250/3992] lr: 1.000e-06, eta: 2 days, 4:55:47, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0271, loss_cls: 0.1424, acc: 94.6562, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4203 2022-05-13 14:50:09,596 - mmdet - INFO - Epoch [104][3300/3992] lr: 1.000e-06, eta: 2 days, 4:55:23, time: 0.535, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0289, loss_cls: 0.1457, acc: 94.4629, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4395 2022-05-13 14:50:34,634 - mmdet - INFO - Epoch [104][3350/3992] lr: 1.000e-06, eta: 2 days, 4:54:59, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0216, loss_cls: 0.1291, acc: 95.3125, loss_bbox: 0.2240, loss_mask: 0.0000, loss: 0.3869 2022-05-13 14:51:00,261 - mmdet - INFO - Epoch [104][3400/3992] lr: 1.000e-06, eta: 2 days, 4:54:35, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0281, loss_cls: 0.1413, acc: 94.6094, loss_bbox: 0.2524, loss_mask: 0.0000, loss: 0.4347 2022-05-13 14:51:25,746 - mmdet - INFO - Epoch [104][3450/3992] lr: 1.000e-06, eta: 2 days, 4:54:11, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0247, loss_cls: 0.1398, acc: 94.8770, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4140 2022-05-13 14:51:50,602 - mmdet - INFO - Epoch [104][3500/3992] lr: 1.000e-06, eta: 2 days, 4:53:46, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0252, loss_cls: 0.1448, acc: 94.6250, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4182 2022-05-13 14:52:16,386 - mmdet - INFO - Epoch [104][3550/3992] lr: 1.000e-06, eta: 2 days, 4:53:22, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0246, loss_cls: 0.1457, acc: 94.7500, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4229 2022-05-13 14:52:40,413 - mmdet - INFO - Epoch [104][3600/3992] lr: 1.000e-06, eta: 2 days, 4:52:56, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0262, loss_cls: 0.1541, acc: 94.5039, loss_bbox: 0.2511, loss_mask: 0.0000, loss: 0.4479 2022-05-13 14:53:05,544 - mmdet - INFO - Epoch [104][3650/3992] lr: 1.000e-06, eta: 2 days, 4:52:32, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0264, loss_cls: 0.1408, acc: 94.7773, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4211 2022-05-13 14:53:30,282 - mmdet - INFO - Epoch [104][3700/3992] lr: 1.000e-06, eta: 2 days, 4:52:07, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0231, loss_cls: 0.1387, acc: 94.8887, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.3995 2022-05-13 14:53:55,505 - mmdet - INFO - Epoch [104][3750/3992] lr: 1.000e-06, eta: 2 days, 4:51:43, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0238, loss_cls: 0.1291, acc: 95.1953, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3914 2022-05-13 14:54:19,843 - mmdet - INFO - Epoch [104][3800/3992] lr: 1.000e-06, eta: 2 days, 4:51:17, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0249, loss_cls: 0.1434, acc: 94.6523, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4233 2022-05-13 14:54:44,361 - mmdet - INFO - Epoch [104][3850/3992] lr: 1.000e-06, eta: 2 days, 4:50:52, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0251, loss_cls: 0.1354, acc: 94.8242, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4117 2022-05-13 14:55:09,759 - mmdet - INFO - Epoch [104][3900/3992] lr: 1.000e-06, eta: 2 days, 4:50:28, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0275, loss_cls: 0.1500, acc: 94.3789, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4334 2022-05-13 14:55:35,125 - mmdet - INFO - Epoch [104][3950/3992] lr: 1.000e-06, eta: 2 days, 4:50:04, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0272, loss_cls: 0.1431, acc: 94.6445, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4313 2022-05-13 14:55:57,067 - mmdet - INFO - Saving checkpoint at 104 epochs 2022-05-13 15:01:33,293 - mmdet - INFO - Evaluating bbox... 2022-05-13 15:01:48,757 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.161 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.104 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 15:01:48,761 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.111 | table | 0.256 | desk | 0.095 | | sofa_chair | 0.485 | pillow | 0.053 | box | 0.021 | | garbage_bin | 0.352 | cabinet | 0.044 | drawer | 0.058 | | shelf | 0.106 | kitchen_counter | 0.165 | kitchen_cabinet | 0.195 | | cpu | 0.027 | bench | 0.162 | file_cabinet | 0.086 | | whiteboard | 0.150 | lamp | 0.175 | endtable | 0.130 | | bookshelf | 0.228 | coffee_table | 0.198 | dresser | 0.177 | | paper | 0.009 | printer | 0.217 | monitor | 0.222 | | back_pack | 0.066 | night_stand | 0.297 | door | 0.080 | | picture | 0.047 | ottoman | 0.183 | stool | 0.227 | | outlet | 0.000 | towel | 0.069 | tray | 0.009 | | bag | 0.018 | stove | 0.109 | bathtub | 0.428 | | scanner | 0.181 | cubby | 0.021 | mirror | 0.026 | | bottle | 0.003 | rack | 0.023 | cup | 0.075 | | thermos | 0.016 | island | 0.083 | counter | 0.030 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.010 | coffee_maker | 0.199 | | cart | 0.102 | tv_stand | 0.127 | poster | 0.001 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.416 | plant | 0.035 | bed | 0.608 | | dining_table | 0.005 | toilet | 0.537 | tv | 0.262 | | laptop | 0.108 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.027 | microwave | 0.263 | | oven | 0.021 | paper_towel_dispenser | 0.257 | sink | 0.170 | | fridge | 0.177 | book | 0.009 | clock | 0.071 | | vase | 0.037 | fire_extinguisher | 0.008 | blinds | 0.020 | | podium | 0.201 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:01:48,765 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.216 | table | 0.454 | desk | 0.199 | | sofa_chair | 0.676 | pillow | 0.135 | box | 0.049 | | garbage_bin | 0.610 | cabinet | 0.088 | drawer | 0.087 | | shelf | 0.216 | kitchen_counter | 0.281 | kitchen_cabinet | 0.329 | | cpu | 0.080 | bench | 0.306 | file_cabinet | 0.120 | | whiteboard | 0.234 | lamp | 0.380 | endtable | 0.245 | | bookshelf | 0.412 | coffee_table | 0.368 | dresser | 0.268 | | paper | 0.029 | printer | 0.372 | monitor | 0.535 | | back_pack | 0.141 | night_stand | 0.522 | door | 0.120 | | picture | 0.081 | ottoman | 0.268 | stool | 0.417 | | outlet | 0.000 | towel | 0.106 | tray | 0.031 | | bag | 0.025 | stove | 0.202 | bathtub | 0.675 | | scanner | 0.300 | cubby | 0.029 | mirror | 0.055 | | bottle | 0.005 | rack | 0.034 | cup | 0.179 | | thermos | 0.153 | island | 0.119 | counter | 0.035 | | bowl | 0.087 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.052 | coffee_maker | 0.322 | | cart | 0.167 | tv_stand | 0.249 | poster | 0.006 | | soap_dispenser | 0.017 | toy | nan | chair | 0.686 | | sofa | 0.611 | plant | 0.097 | bed | 0.877 | | dining_table | 0.009 | toilet | 0.861 | tv | 0.459 | | laptop | 0.227 | mouse | 0.103 | basket | 0.000 | | keyboard | 0.242 | telephone | 0.071 | microwave | 0.486 | | oven | 0.037 | paper_towel_dispenser | 0.392 | sink | 0.520 | | fridge | 0.317 | book | 0.023 | clock | 0.120 | | vase | 0.074 | fire_extinguisher | 0.075 | blinds | 0.047 | | podium | 0.270 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:01:48,768 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.130 | table | 0.260 | desk | 0.083 | | sofa_chair | 0.570 | pillow | 0.031 | box | 0.012 | | garbage_bin | 0.382 | cabinet | 0.040 | drawer | 0.063 | | shelf | 0.089 | kitchen_counter | 0.160 | kitchen_cabinet | 0.196 | | cpu | 0.005 | bench | 0.140 | file_cabinet | 0.118 | | whiteboard | 0.158 | lamp | 0.138 | endtable | 0.107 | | bookshelf | 0.234 | coffee_table | 0.156 | dresser | 0.199 | | paper | 0.002 | printer | 0.203 | monitor | 0.146 | | back_pack | 0.036 | night_stand | 0.306 | door | 0.110 | | picture | 0.049 | ottoman | 0.223 | stool | 0.241 | | outlet | 0.000 | towel | 0.070 | tray | 0.000 | | bag | 0.022 | stove | 0.082 | bathtub | 0.475 | | scanner | 0.174 | cubby | 0.027 | mirror | 0.014 | | bottle | 0.003 | rack | 0.029 | cup | 0.045 | | thermos | 0.000 | island | 0.099 | counter | 0.033 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.077 | tv_stand | 0.073 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.297 | | sofa | 0.457 | plant | 0.028 | bed | 0.696 | | dining_table | 0.002 | toilet | 0.577 | tv | 0.281 | | laptop | 0.093 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.031 | telephone | 0.010 | microwave | 0.248 | | oven | 0.014 | paper_towel_dispenser | 0.264 | sink | 0.070 | | fridge | 0.224 | book | 0.005 | clock | 0.103 | | vase | 0.040 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.270 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:01:48,768 - mmdet - INFO - Evaluating segm... 2022-05-13 15:02:05,650 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 15:02:05,654 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:02:05,657 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:02:05,661 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:02:05,951 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 15:02:05,951 - mmdet - INFO - Epoch(val) [104][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1610, bbox_mAP_copypaste: 0.126 0.225 0.124 0.005 0.044 0.161, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 15:02:32,137 - mmdet - INFO - Epoch [105][50/3992] lr: 1.000e-06, eta: 2 days, 4:49:00, time: 0.524, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0238, loss_cls: 0.1419, acc: 94.9395, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4179 2022-05-13 15:02:56,884 - mmdet - INFO - Epoch [105][100/3992] lr: 1.000e-06, eta: 2 days, 4:48:35, time: 0.495, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0277, loss_cls: 0.1693, acc: 93.9902, loss_bbox: 0.2736, loss_mask: 0.0000, loss: 0.4832 2022-05-13 15:03:22,121 - mmdet - INFO - Epoch [105][150/3992] lr: 1.000e-06, eta: 2 days, 4:48:11, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0237, loss_cls: 0.1420, acc: 94.8203, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4219 2022-05-13 15:03:47,917 - mmdet - INFO - Epoch [105][200/3992] lr: 1.000e-06, eta: 2 days, 4:47:47, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0275, loss_cls: 0.1520, acc: 94.4043, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4427 2022-05-13 15:04:12,858 - mmdet - INFO - Epoch [105][250/3992] lr: 1.000e-06, eta: 2 days, 4:47:22, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0212, loss_cls: 0.1280, acc: 95.1523, loss_bbox: 0.2217, loss_mask: 0.0000, loss: 0.3814 2022-05-13 15:04:37,107 - mmdet - INFO - Epoch [105][300/3992] lr: 1.000e-06, eta: 2 days, 4:46:57, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0225, loss_cls: 0.1334, acc: 94.9492, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3920 2022-05-13 15:05:02,555 - mmdet - INFO - Epoch [105][350/3992] lr: 1.000e-06, eta: 2 days, 4:46:33, time: 0.509, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0290, loss_cls: 0.1492, acc: 94.2480, loss_bbox: 0.2651, loss_mask: 0.0000, loss: 0.4574 2022-05-13 15:05:28,956 - mmdet - INFO - Epoch [105][400/3992] lr: 1.000e-06, eta: 2 days, 4:46:09, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0260, loss_cls: 0.1446, acc: 94.5059, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.4143 2022-05-13 15:05:53,276 - mmdet - INFO - Epoch [105][450/3992] lr: 1.000e-06, eta: 2 days, 4:45:44, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0229, loss_cls: 0.1404, acc: 94.7422, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4121 2022-05-13 15:06:18,567 - mmdet - INFO - Epoch [105][500/3992] lr: 1.000e-06, eta: 2 days, 4:45:20, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0182, loss_cls: 0.1162, acc: 95.6953, loss_bbox: 0.2024, loss_mask: 0.0000, loss: 0.3475 2022-05-13 15:06:42,521 - mmdet - INFO - Epoch [105][550/3992] lr: 1.000e-06, eta: 2 days, 4:44:54, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0309, loss_cls: 0.1510, acc: 94.2988, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4605 2022-05-13 15:07:07,440 - mmdet - INFO - Epoch [105][600/3992] lr: 1.000e-06, eta: 2 days, 4:44:29, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0272, loss_cls: 0.1400, acc: 94.6289, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4282 2022-05-13 15:07:31,701 - mmdet - INFO - Epoch [105][650/3992] lr: 1.000e-06, eta: 2 days, 4:44:04, time: 0.485, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0242, loss_cls: 0.1397, acc: 94.7930, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4124 2022-05-13 15:07:56,876 - mmdet - INFO - Epoch [105][700/3992] lr: 1.000e-06, eta: 2 days, 4:43:40, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0255, loss_cls: 0.1433, acc: 94.6387, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4304 2022-05-13 15:08:21,955 - mmdet - INFO - Epoch [105][750/3992] lr: 1.000e-06, eta: 2 days, 4:43:15, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0248, loss_cls: 0.1334, acc: 94.9805, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4172 2022-05-13 15:08:46,889 - mmdet - INFO - Epoch [105][800/3992] lr: 1.000e-06, eta: 2 days, 4:42:50, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0219, loss_cls: 0.1178, acc: 95.6191, loss_bbox: 0.1987, loss_mask: 0.0000, loss: 0.3502 2022-05-13 15:09:11,109 - mmdet - INFO - Epoch [105][850/3992] lr: 1.000e-06, eta: 2 days, 4:42:25, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0241, loss_cls: 0.1305, acc: 95.1016, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3905 2022-05-13 15:09:37,068 - mmdet - INFO - Epoch [105][900/3992] lr: 1.000e-06, eta: 2 days, 4:42:01, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0283, loss_cls: 0.1420, acc: 94.5215, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4261 2022-05-13 15:10:01,779 - mmdet - INFO - Epoch [105][950/3992] lr: 1.000e-06, eta: 2 days, 4:41:36, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0287, loss_cls: 0.1450, acc: 94.5312, loss_bbox: 0.2546, loss_mask: 0.0000, loss: 0.4452 2022-05-13 15:10:26,702 - mmdet - INFO - Epoch [105][1000/3992] lr: 1.000e-06, eta: 2 days, 4:41:12, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0267, loss_cls: 0.1445, acc: 94.7656, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4248 2022-05-13 15:10:51,595 - mmdet - INFO - Epoch [105][1050/3992] lr: 1.000e-06, eta: 2 days, 4:40:47, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0235, loss_cls: 0.1262, acc: 95.3594, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3865 2022-05-13 15:11:16,313 - mmdet - INFO - Epoch [105][1100/3992] lr: 1.000e-06, eta: 2 days, 4:40:22, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0240, loss_cls: 0.1348, acc: 94.8438, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4002 2022-05-13 15:11:41,444 - mmdet - INFO - Epoch [105][1150/3992] lr: 1.000e-06, eta: 2 days, 4:39:57, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0227, loss_cls: 0.1253, acc: 95.1250, loss_bbox: 0.2212, loss_mask: 0.0000, loss: 0.3824 2022-05-13 15:12:06,846 - mmdet - INFO - Epoch [105][1200/3992] lr: 1.000e-06, eta: 2 days, 4:39:33, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0241, loss_cls: 0.1303, acc: 95.0742, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.3938 2022-05-13 15:12:31,410 - mmdet - INFO - Epoch [105][1250/3992] lr: 1.000e-06, eta: 2 days, 4:39:08, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0211, loss_cls: 0.1136, acc: 95.7461, loss_bbox: 0.1976, loss_mask: 0.0000, loss: 0.3424 2022-05-13 15:12:56,131 - mmdet - INFO - Epoch [105][1300/3992] lr: 1.000e-06, eta: 2 days, 4:38:43, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0239, loss_cls: 0.1391, acc: 94.7793, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4159 2022-05-13 15:13:21,404 - mmdet - INFO - Epoch [105][1350/3992] lr: 1.000e-06, eta: 2 days, 4:38:19, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0263, loss_cls: 0.1392, acc: 94.5195, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4218 2022-05-13 15:13:46,341 - mmdet - INFO - Epoch [105][1400/3992] lr: 1.000e-06, eta: 2 days, 4:37:54, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0232, loss_cls: 0.1454, acc: 94.7656, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4132 2022-05-13 15:14:11,388 - mmdet - INFO - Epoch [105][1450/3992] lr: 1.000e-06, eta: 2 days, 4:37:29, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0267, loss_cls: 0.1383, acc: 94.9590, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4162 2022-05-13 15:14:36,246 - mmdet - INFO - Epoch [105][1500/3992] lr: 1.000e-06, eta: 2 days, 4:37:05, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0227, loss_cls: 0.1328, acc: 95.1250, loss_bbox: 0.2271, loss_mask: 0.0000, loss: 0.3974 2022-05-13 15:15:02,101 - mmdet - INFO - Epoch [105][1550/3992] lr: 1.000e-06, eta: 2 days, 4:36:41, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0281, loss_cls: 0.1542, acc: 94.2070, loss_bbox: 0.2542, loss_mask: 0.0000, loss: 0.4503 2022-05-13 15:15:26,013 - mmdet - INFO - Epoch [105][1600/3992] lr: 1.000e-06, eta: 2 days, 4:36:15, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0204, loss_rpn_bbox: 0.0266, loss_cls: 0.1566, acc: 94.3203, loss_bbox: 0.2554, loss_mask: 0.0000, loss: 0.4590 2022-05-13 15:15:49,726 - mmdet - INFO - Epoch [105][1650/3992] lr: 1.000e-06, eta: 2 days, 4:35:49, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0245, loss_cls: 0.1319, acc: 94.9238, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4035 2022-05-13 15:16:13,942 - mmdet - INFO - Epoch [105][1700/3992] lr: 1.000e-06, eta: 2 days, 4:35:24, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0287, loss_cls: 0.1426, acc: 94.6562, loss_bbox: 0.2449, loss_mask: 0.0000, loss: 0.4278 2022-05-13 15:16:39,937 - mmdet - INFO - Epoch [105][1750/3992] lr: 1.000e-06, eta: 2 days, 4:35:00, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0311, loss_cls: 0.1615, acc: 94.2207, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4727 2022-05-13 15:17:04,831 - mmdet - INFO - Epoch [105][1800/3992] lr: 1.000e-06, eta: 2 days, 4:34:36, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0263, loss_cls: 0.1544, acc: 94.3477, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4457 2022-05-13 15:17:30,441 - mmdet - INFO - Epoch [105][1850/3992] lr: 1.000e-06, eta: 2 days, 4:34:12, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0247, loss_cls: 0.1382, acc: 94.7754, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4103 2022-05-13 15:17:55,763 - mmdet - INFO - Epoch [105][1900/3992] lr: 1.000e-06, eta: 2 days, 4:33:47, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0171, loss_rpn_bbox: 0.0284, loss_cls: 0.1508, acc: 94.4688, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4345 2022-05-13 15:18:21,347 - mmdet - INFO - Epoch [105][1950/3992] lr: 1.000e-06, eta: 2 days, 4:33:23, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0221, loss_cls: 0.1300, acc: 95.1465, loss_bbox: 0.2211, loss_mask: 0.0000, loss: 0.3832 2022-05-13 15:18:47,454 - mmdet - INFO - Epoch [105][2000/3992] lr: 1.000e-06, eta: 2 days, 4:32:59, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0244, loss_cls: 0.1320, acc: 95.0820, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3924 2022-05-13 15:19:12,118 - mmdet - INFO - Epoch [105][2050/3992] lr: 1.000e-06, eta: 2 days, 4:32:34, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0240, loss_cls: 0.1434, acc: 94.5410, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4143 2022-05-13 15:19:36,673 - mmdet - INFO - Epoch [105][2100/3992] lr: 1.000e-06, eta: 2 days, 4:32:09, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0252, loss_cls: 0.1400, acc: 94.9355, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4093 2022-05-13 15:20:01,336 - mmdet - INFO - Epoch [105][2150/3992] lr: 1.000e-06, eta: 2 days, 4:31:44, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0314, loss_cls: 0.1628, acc: 93.9941, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4801 2022-05-13 15:20:26,886 - mmdet - INFO - Epoch [105][2200/3992] lr: 1.000e-06, eta: 2 days, 4:31:20, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0277, loss_cls: 0.1423, acc: 94.6035, loss_bbox: 0.2420, loss_mask: 0.0000, loss: 0.4248 2022-05-13 15:20:52,515 - mmdet - INFO - Epoch [105][2250/3992] lr: 1.000e-06, eta: 2 days, 4:30:56, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0298, loss_cls: 0.1558, acc: 94.1777, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4631 2022-05-13 15:21:17,692 - mmdet - INFO - Epoch [105][2300/3992] lr: 1.000e-06, eta: 2 days, 4:30:32, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0247, loss_cls: 0.1340, acc: 95.2461, loss_bbox: 0.2144, loss_mask: 0.0000, loss: 0.3850 2022-05-13 15:21:42,938 - mmdet - INFO - Epoch [105][2350/3992] lr: 1.000e-06, eta: 2 days, 4:30:07, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0248, loss_cls: 0.1512, acc: 94.3594, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4424 2022-05-13 15:22:08,525 - mmdet - INFO - Epoch [105][2400/3992] lr: 1.000e-06, eta: 2 days, 4:29:43, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0322, loss_cls: 0.1479, acc: 94.3535, loss_bbox: 0.2527, loss_mask: 0.0000, loss: 0.4466 2022-05-13 15:22:34,222 - mmdet - INFO - Epoch [105][2450/3992] lr: 1.000e-06, eta: 2 days, 4:29:19, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0240, loss_cls: 0.1345, acc: 94.7988, loss_bbox: 0.2351, loss_mask: 0.0000, loss: 0.4046 2022-05-13 15:22:58,755 - mmdet - INFO - Epoch [105][2500/3992] lr: 1.000e-06, eta: 2 days, 4:28:54, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0257, loss_cls: 0.1608, acc: 94.2539, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4441 2022-05-13 15:23:25,413 - mmdet - INFO - Epoch [105][2550/3992] lr: 1.000e-06, eta: 2 days, 4:28:31, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0297, loss_cls: 0.1546, acc: 93.9023, loss_bbox: 0.2743, loss_mask: 0.0000, loss: 0.4724 2022-05-13 15:23:51,034 - mmdet - INFO - Epoch [105][2600/3992] lr: 1.000e-06, eta: 2 days, 4:28:07, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0264, loss_cls: 0.1513, acc: 94.4766, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4416 2022-05-13 15:24:14,863 - mmdet - INFO - Epoch [105][2650/3992] lr: 1.000e-06, eta: 2 days, 4:27:41, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0252, loss_cls: 0.1397, acc: 94.8145, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4221 2022-05-13 15:24:39,984 - mmdet - INFO - Epoch [105][2700/3992] lr: 1.000e-06, eta: 2 days, 4:27:17, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0297, loss_cls: 0.1397, acc: 94.6758, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4297 2022-05-13 15:25:04,579 - mmdet - INFO - Epoch [105][2750/3992] lr: 1.000e-06, eta: 2 days, 4:26:52, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0237, loss_cls: 0.1466, acc: 94.5312, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4381 2022-05-13 15:25:29,654 - mmdet - INFO - Epoch [105][2800/3992] lr: 1.000e-06, eta: 2 days, 4:26:27, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0238, loss_cls: 0.1296, acc: 94.9668, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.3936 2022-05-13 15:25:54,645 - mmdet - INFO - Epoch [105][2850/3992] lr: 1.000e-06, eta: 2 days, 4:26:03, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0243, loss_cls: 0.1473, acc: 94.3613, loss_bbox: 0.2392, loss_mask: 0.0000, loss: 0.4234 2022-05-13 15:26:19,758 - mmdet - INFO - Epoch [105][2900/3992] lr: 1.000e-06, eta: 2 days, 4:25:38, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0279, loss_cls: 0.1428, acc: 94.6836, loss_bbox: 0.2481, loss_mask: 0.0000, loss: 0.4320 2022-05-13 15:26:44,872 - mmdet - INFO - Epoch [105][2950/3992] lr: 1.000e-06, eta: 2 days, 4:25:13, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0234, loss_cls: 0.1312, acc: 95.2031, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3935 2022-05-13 15:27:09,805 - mmdet - INFO - Epoch [105][3000/3992] lr: 1.000e-06, eta: 2 days, 4:24:49, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0272, loss_cls: 0.1509, acc: 94.2773, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4448 2022-05-13 15:27:33,958 - mmdet - INFO - Epoch [105][3050/3992] lr: 1.000e-06, eta: 2 days, 4:24:23, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0236, loss_cls: 0.1450, acc: 94.6348, loss_bbox: 0.2300, loss_mask: 0.0000, loss: 0.4120 2022-05-13 15:27:59,022 - mmdet - INFO - Epoch [105][3100/3992] lr: 1.000e-06, eta: 2 days, 4:23:59, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0257, loss_cls: 0.1365, acc: 94.9434, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4057 2022-05-13 15:28:24,218 - mmdet - INFO - Epoch [105][3150/3992] lr: 1.000e-06, eta: 2 days, 4:23:34, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0259, loss_cls: 0.1523, acc: 94.2930, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4525 2022-05-13 15:28:49,472 - mmdet - INFO - Epoch [105][3200/3992] lr: 1.000e-06, eta: 2 days, 4:23:10, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0244, loss_cls: 0.1491, acc: 94.3770, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4450 2022-05-13 15:29:14,095 - mmdet - INFO - Epoch [105][3250/3992] lr: 1.000e-06, eta: 2 days, 4:22:45, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0231, loss_cls: 0.1293, acc: 95.4746, loss_bbox: 0.2076, loss_mask: 0.0000, loss: 0.3722 2022-05-13 15:29:38,795 - mmdet - INFO - Epoch [105][3300/3992] lr: 1.000e-06, eta: 2 days, 4:22:20, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0277, loss_cls: 0.1388, acc: 94.8477, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4104 2022-05-13 15:30:04,478 - mmdet - INFO - Epoch [105][3350/3992] lr: 1.000e-06, eta: 2 days, 4:21:56, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0271, loss_cls: 0.1565, acc: 94.2031, loss_bbox: 0.2552, loss_mask: 0.0000, loss: 0.4520 2022-05-13 15:30:31,004 - mmdet - INFO - Epoch [105][3400/3992] lr: 1.000e-06, eta: 2 days, 4:21:33, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0261, loss_cls: 0.1436, acc: 94.6133, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4295 2022-05-13 15:30:56,639 - mmdet - INFO - Epoch [105][3450/3992] lr: 1.000e-06, eta: 2 days, 4:21:09, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0272, loss_cls: 0.1505, acc: 94.6484, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4307 2022-05-13 15:31:22,612 - mmdet - INFO - Epoch [105][3500/3992] lr: 1.000e-06, eta: 2 days, 4:20:45, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0303, loss_cls: 0.1501, acc: 94.4180, loss_bbox: 0.2577, loss_mask: 0.0000, loss: 0.4522 2022-05-13 15:31:47,267 - mmdet - INFO - Epoch [105][3550/3992] lr: 1.000e-06, eta: 2 days, 4:20:20, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0221, loss_cls: 0.1252, acc: 95.2715, loss_bbox: 0.2093, loss_mask: 0.0000, loss: 0.3690 2022-05-13 15:32:12,897 - mmdet - INFO - Epoch [105][3600/3992] lr: 1.000e-06, eta: 2 days, 4:19:56, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0273, loss_cls: 0.1519, acc: 94.5273, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4408 2022-05-13 15:32:38,742 - mmdet - INFO - Epoch [105][3650/3992] lr: 1.000e-06, eta: 2 days, 4:19:32, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0182, loss_rpn_bbox: 0.0290, loss_cls: 0.1537, acc: 94.2383, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4525 2022-05-13 15:33:03,779 - mmdet - INFO - Epoch [105][3700/3992] lr: 1.000e-06, eta: 2 days, 4:19:07, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0290, loss_cls: 0.1528, acc: 94.5879, loss_bbox: 0.2346, loss_mask: 0.0000, loss: 0.4377 2022-05-13 15:33:29,472 - mmdet - INFO - Epoch [105][3750/3992] lr: 1.000e-06, eta: 2 days, 4:18:43, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0286, loss_cls: 0.1502, acc: 94.5996, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4380 2022-05-13 15:33:54,849 - mmdet - INFO - Epoch [105][3800/3992] lr: 1.000e-06, eta: 2 days, 4:18:19, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0249, loss_cls: 0.1196, acc: 95.4883, loss_bbox: 0.2004, loss_mask: 0.0000, loss: 0.3588 2022-05-13 15:34:20,381 - mmdet - INFO - Epoch [105][3850/3992] lr: 1.000e-06, eta: 2 days, 4:17:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0285, loss_cls: 0.1463, acc: 94.6055, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4374 2022-05-13 15:34:44,943 - mmdet - INFO - Epoch [105][3900/3992] lr: 1.000e-06, eta: 2 days, 4:17:30, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0233, loss_cls: 0.1336, acc: 95.1641, loss_bbox: 0.2125, loss_mask: 0.0000, loss: 0.3838 2022-05-13 15:35:11,496 - mmdet - INFO - Epoch [105][3950/3992] lr: 1.000e-06, eta: 2 days, 4:17:07, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0267, loss_cls: 0.1463, acc: 94.6895, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4246 2022-05-13 15:35:33,199 - mmdet - INFO - Saving checkpoint at 105 epochs 2022-05-13 15:41:09,123 - mmdet - INFO - Evaluating bbox... 2022-05-13 15:41:24,761 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.226 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 15:41:24,765 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.256 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.055 | box | 0.017 | | garbage_bin | 0.350 | cabinet | 0.046 | drawer | 0.056 | | shelf | 0.109 | kitchen_counter | 0.165 | kitchen_cabinet | 0.198 | | cpu | 0.030 | bench | 0.164 | file_cabinet | 0.083 | | whiteboard | 0.153 | lamp | 0.172 | endtable | 0.134 | | bookshelf | 0.227 | coffee_table | 0.198 | dresser | 0.176 | | paper | 0.009 | printer | 0.213 | monitor | 0.223 | | back_pack | 0.067 | night_stand | 0.298 | door | 0.082 | | picture | 0.045 | ottoman | 0.180 | stool | 0.224 | | outlet | 0.000 | towel | 0.067 | tray | 0.013 | | bag | 0.015 | stove | 0.112 | bathtub | 0.423 | | scanner | 0.197 | cubby | 0.020 | mirror | 0.026 | | bottle | 0.004 | rack | 0.021 | cup | 0.079 | | thermos | 0.016 | island | 0.093 | counter | 0.034 | | bowl | 0.053 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.201 | | cart | 0.097 | tv_stand | 0.121 | poster | 0.002 | | soap_dispenser | 0.012 | toy | nan | chair | 0.339 | | sofa | 0.420 | plant | 0.034 | bed | 0.609 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.261 | | laptop | 0.109 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.024 | microwave | 0.248 | | oven | 0.020 | paper_towel_dispenser | 0.236 | sink | 0.166 | | fridge | 0.172 | book | 0.008 | clock | 0.082 | | vase | 0.040 | fire_extinguisher | 0.010 | blinds | 0.020 | | podium | 0.202 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:24,768 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.220 | table | 0.457 | desk | 0.203 | | sofa_chair | 0.674 | pillow | 0.142 | box | 0.044 | | garbage_bin | 0.615 | cabinet | 0.091 | drawer | 0.087 | | shelf | 0.224 | kitchen_counter | 0.278 | kitchen_cabinet | 0.324 | | cpu | 0.086 | bench | 0.309 | file_cabinet | 0.117 | | whiteboard | 0.240 | lamp | 0.374 | endtable | 0.251 | | bookshelf | 0.394 | coffee_table | 0.368 | dresser | 0.272 | | paper | 0.028 | printer | 0.361 | monitor | 0.541 | | back_pack | 0.138 | night_stand | 0.522 | door | 0.123 | | picture | 0.078 | ottoman | 0.263 | stool | 0.421 | | outlet | 0.000 | towel | 0.107 | tray | 0.037 | | bag | 0.022 | stove | 0.203 | bathtub | 0.678 | | scanner | 0.306 | cubby | 0.028 | mirror | 0.051 | | bottle | 0.007 | rack | 0.032 | cup | 0.191 | | thermos | 0.152 | island | 0.144 | counter | 0.041 | | bowl | 0.092 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.306 | | cart | 0.153 | tv_stand | 0.224 | poster | 0.007 | | soap_dispenser | 0.015 | toy | nan | chair | 0.685 | | sofa | 0.610 | plant | 0.091 | bed | 0.881 | | dining_table | 0.009 | toilet | 0.859 | tv | 0.451 | | laptop | 0.230 | mouse | 0.104 | basket | 0.000 | | keyboard | 0.236 | telephone | 0.067 | microwave | 0.478 | | oven | 0.036 | paper_towel_dispenser | 0.392 | sink | 0.500 | | fridge | 0.314 | book | 0.022 | clock | 0.137 | | vase | 0.079 | fire_extinguisher | 0.080 | blinds | 0.055 | | podium | 0.272 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:24,771 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.132 | table | 0.258 | desk | 0.082 | | sofa_chair | 0.564 | pillow | 0.030 | box | 0.009 | | garbage_bin | 0.381 | cabinet | 0.036 | drawer | 0.059 | | shelf | 0.097 | kitchen_counter | 0.163 | kitchen_cabinet | 0.214 | | cpu | 0.008 | bench | 0.145 | file_cabinet | 0.115 | | whiteboard | 0.160 | lamp | 0.139 | endtable | 0.104 | | bookshelf | 0.230 | coffee_table | 0.158 | dresser | 0.199 | | paper | 0.002 | printer | 0.213 | monitor | 0.142 | | back_pack | 0.038 | night_stand | 0.305 | door | 0.115 | | picture | 0.047 | ottoman | 0.218 | stool | 0.243 | | outlet | 0.000 | towel | 0.066 | tray | 0.014 | | bag | 0.018 | stove | 0.104 | bathtub | 0.479 | | scanner | 0.179 | cubby | 0.024 | mirror | 0.013 | | bottle | 0.006 | rack | 0.027 | cup | 0.044 | | thermos | 0.000 | island | 0.115 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.173 | | cart | 0.096 | tv_stand | 0.073 | poster | 0.000 | | soap_dispenser | 0.015 | toy | nan | chair | 0.301 | | sofa | 0.460 | plant | 0.020 | bed | 0.695 | | dining_table | 0.002 | toilet | 0.579 | tv | 0.274 | | laptop | 0.102 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.030 | telephone | 0.004 | microwave | 0.246 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.068 | | fridge | 0.136 | book | 0.003 | clock | 0.119 | | vase | 0.044 | fire_extinguisher | 0.000 | blinds | 0.017 | | podium | 0.272 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:24,771 - mmdet - INFO - Evaluating segm... 2022-05-13 15:41:40,803 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 15:41:40,807 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:40,810 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:40,813 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 15:41:41,101 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 15:41:41,101 - mmdet - INFO - Epoch(val) [105][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2260, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.226 0.124 0.006 0.044 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 15:42:08,197 - mmdet - INFO - Epoch [106][50/3992] lr: 1.000e-06, eta: 2 days, 4:16:04, time: 0.542, data_time: 0.060, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0243, loss_cls: 0.1446, acc: 94.6250, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4235 2022-05-13 15:42:32,427 - mmdet - INFO - Epoch [106][100/3992] lr: 1.000e-06, eta: 2 days, 4:15:39, time: 0.485, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0288, loss_cls: 0.1510, acc: 94.5215, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4496 2022-05-13 15:42:57,031 - mmdet - INFO - Epoch [106][150/3992] lr: 1.000e-06, eta: 2 days, 4:15:14, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0289, loss_cls: 0.1509, acc: 94.4531, loss_bbox: 0.2443, loss_mask: 0.0000, loss: 0.4411 2022-05-13 15:43:21,799 - mmdet - INFO - Epoch [106][200/3992] lr: 1.000e-06, eta: 2 days, 4:14:49, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0270, loss_cls: 0.1363, acc: 94.6641, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4097 2022-05-13 15:43:47,098 - mmdet - INFO - Epoch [106][250/3992] lr: 1.000e-06, eta: 2 days, 4:14:25, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0225, loss_cls: 0.1246, acc: 95.3125, loss_bbox: 0.2297, loss_mask: 0.0000, loss: 0.3892 2022-05-13 15:44:12,468 - mmdet - INFO - Epoch [106][300/3992] lr: 1.000e-06, eta: 2 days, 4:14:00, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0284, loss_cls: 0.1497, acc: 94.5020, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4440 2022-05-13 15:44:36,812 - mmdet - INFO - Epoch [106][350/3992] lr: 1.000e-06, eta: 2 days, 4:13:35, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0213, loss_cls: 0.1259, acc: 95.1895, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3782 2022-05-13 15:45:00,975 - mmdet - INFO - Epoch [106][400/3992] lr: 1.000e-06, eta: 2 days, 4:13:10, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0285, loss_cls: 0.1499, acc: 94.5645, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4489 2022-05-13 15:45:25,958 - mmdet - INFO - Epoch [106][450/3992] lr: 1.000e-06, eta: 2 days, 4:12:45, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0259, loss_cls: 0.1359, acc: 94.8242, loss_bbox: 0.2448, loss_mask: 0.0000, loss: 0.4176 2022-05-13 15:45:51,462 - mmdet - INFO - Epoch [106][500/3992] lr: 1.000e-06, eta: 2 days, 4:12:21, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0211, loss_cls: 0.1295, acc: 95.3379, loss_bbox: 0.2196, loss_mask: 0.0000, loss: 0.3797 2022-05-13 15:46:16,146 - mmdet - INFO - Epoch [106][550/3992] lr: 1.000e-06, eta: 2 days, 4:11:56, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0253, loss_cls: 0.1289, acc: 95.1230, loss_bbox: 0.2236, loss_mask: 0.0000, loss: 0.3926 2022-05-13 15:46:40,983 - mmdet - INFO - Epoch [106][600/3992] lr: 1.000e-06, eta: 2 days, 4:11:31, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0261, loss_cls: 0.1544, acc: 94.3887, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4485 2022-05-13 15:47:05,766 - mmdet - INFO - Epoch [106][650/3992] lr: 1.000e-06, eta: 2 days, 4:11:06, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0251, loss_cls: 0.1392, acc: 94.9238, loss_bbox: 0.2401, loss_mask: 0.0000, loss: 0.4157 2022-05-13 15:47:30,570 - mmdet - INFO - Epoch [106][700/3992] lr: 1.000e-06, eta: 2 days, 4:10:41, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0268, loss_cls: 0.1402, acc: 94.7715, loss_bbox: 0.2461, loss_mask: 0.0000, loss: 0.4273 2022-05-13 15:47:55,831 - mmdet - INFO - Epoch [106][750/3992] lr: 1.000e-06, eta: 2 days, 4:10:17, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0232, loss_cls: 0.1486, acc: 94.6094, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4173 2022-05-13 15:48:21,496 - mmdet - INFO - Epoch [106][800/3992] lr: 1.000e-06, eta: 2 days, 4:09:53, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0281, loss_cls: 0.1558, acc: 94.5469, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4455 2022-05-13 15:48:46,716 - mmdet - INFO - Epoch [106][850/3992] lr: 1.000e-06, eta: 2 days, 4:09:29, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1493, acc: 94.6035, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4377 2022-05-13 15:49:11,608 - mmdet - INFO - Epoch [106][900/3992] lr: 1.000e-06, eta: 2 days, 4:09:04, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0258, loss_cls: 0.1506, acc: 94.5000, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4332 2022-05-13 15:49:36,577 - mmdet - INFO - Epoch [106][950/3992] lr: 1.000e-06, eta: 2 days, 4:08:39, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0233, loss_cls: 0.1390, acc: 94.9551, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4035 2022-05-13 15:50:01,574 - mmdet - INFO - Epoch [106][1000/3992] lr: 1.000e-06, eta: 2 days, 4:08:14, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0238, loss_cls: 0.1407, acc: 94.6641, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4337 2022-05-13 15:50:25,487 - mmdet - INFO - Epoch [106][1050/3992] lr: 1.000e-06, eta: 2 days, 4:07:49, time: 0.478, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0273, loss_cls: 0.1428, acc: 94.5547, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4263 2022-05-13 15:50:50,568 - mmdet - INFO - Epoch [106][1100/3992] lr: 1.000e-06, eta: 2 days, 4:07:24, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0317, loss_cls: 0.1450, acc: 94.4922, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4419 2022-05-13 15:51:15,885 - mmdet - INFO - Epoch [106][1150/3992] lr: 1.000e-06, eta: 2 days, 4:07:00, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0277, loss_cls: 0.1477, acc: 94.6602, loss_bbox: 0.2388, loss_mask: 0.0000, loss: 0.4290 2022-05-13 15:51:39,615 - mmdet - INFO - Epoch [106][1200/3992] lr: 1.000e-06, eta: 2 days, 4:06:34, time: 0.475, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0276, loss_cls: 0.1553, acc: 94.5391, loss_bbox: 0.2422, loss_mask: 0.0000, loss: 0.4430 2022-05-13 15:52:04,810 - mmdet - INFO - Epoch [106][1250/3992] lr: 1.000e-06, eta: 2 days, 4:06:10, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0273, loss_cls: 0.1519, acc: 94.0645, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4545 2022-05-13 15:52:30,237 - mmdet - INFO - Epoch [106][1300/3992] lr: 1.000e-06, eta: 2 days, 4:05:45, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0276, loss_cls: 0.1415, acc: 94.6133, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4263 2022-05-13 15:52:54,678 - mmdet - INFO - Epoch [106][1350/3992] lr: 1.000e-06, eta: 2 days, 4:05:20, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0232, loss_cls: 0.1432, acc: 94.7617, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4097 2022-05-13 15:53:19,864 - mmdet - INFO - Epoch [106][1400/3992] lr: 1.000e-06, eta: 2 days, 4:04:56, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0252, loss_cls: 0.1510, acc: 94.4102, loss_bbox: 0.2468, loss_mask: 0.0000, loss: 0.4371 2022-05-13 15:53:44,815 - mmdet - INFO - Epoch [106][1450/3992] lr: 1.000e-06, eta: 2 days, 4:04:31, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0253, loss_cls: 0.1463, acc: 94.5840, loss_bbox: 0.2416, loss_mask: 0.0000, loss: 0.4298 2022-05-13 15:54:09,316 - mmdet - INFO - Epoch [106][1500/3992] lr: 1.000e-06, eta: 2 days, 4:04:06, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0252, loss_cls: 0.1420, acc: 94.5840, loss_bbox: 0.2404, loss_mask: 0.0000, loss: 0.4202 2022-05-13 15:54:34,156 - mmdet - INFO - Epoch [106][1550/3992] lr: 1.000e-06, eta: 2 days, 4:03:41, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0252, loss_cls: 0.1466, acc: 94.3945, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4396 2022-05-13 15:54:58,837 - mmdet - INFO - Epoch [106][1600/3992] lr: 1.000e-06, eta: 2 days, 4:03:16, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0253, loss_cls: 0.1376, acc: 95.0488, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4111 2022-05-13 15:55:23,653 - mmdet - INFO - Epoch [106][1650/3992] lr: 1.000e-06, eta: 2 days, 4:02:52, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0259, loss_cls: 0.1504, acc: 94.6953, loss_bbox: 0.2573, loss_mask: 0.0000, loss: 0.4480 2022-05-13 15:55:49,122 - mmdet - INFO - Epoch [106][1700/3992] lr: 1.000e-06, eta: 2 days, 4:02:27, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0226, loss_cls: 0.1356, acc: 94.8887, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.3984 2022-05-13 15:56:13,455 - mmdet - INFO - Epoch [106][1750/3992] lr: 1.000e-06, eta: 2 days, 4:02:02, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0286, loss_cls: 0.1565, acc: 94.4062, loss_bbox: 0.2532, loss_mask: 0.0000, loss: 0.4539 2022-05-13 15:56:38,033 - mmdet - INFO - Epoch [106][1800/3992] lr: 1.000e-06, eta: 2 days, 4:01:37, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0258, loss_cls: 0.1359, acc: 94.9980, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.4019 2022-05-13 15:57:03,497 - mmdet - INFO - Epoch [106][1850/3992] lr: 1.000e-06, eta: 2 days, 4:01:13, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0249, loss_cls: 0.1244, acc: 95.2617, loss_bbox: 0.2185, loss_mask: 0.0000, loss: 0.3793 2022-05-13 15:57:28,396 - mmdet - INFO - Epoch [106][1900/3992] lr: 1.000e-06, eta: 2 days, 4:00:48, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0206, loss_cls: 0.1250, acc: 95.2754, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.3846 2022-05-13 15:57:53,401 - mmdet - INFO - Epoch [106][1950/3992] lr: 1.000e-06, eta: 2 days, 4:00:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0247, loss_cls: 0.1373, acc: 94.6660, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4239 2022-05-13 15:58:18,439 - mmdet - INFO - Epoch [106][2000/3992] lr: 1.000e-06, eta: 2 days, 3:59:59, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0261, loss_cls: 0.1430, acc: 94.8262, loss_bbox: 0.2381, loss_mask: 0.0000, loss: 0.4197 2022-05-13 15:58:43,625 - mmdet - INFO - Epoch [106][2050/3992] lr: 1.000e-06, eta: 2 days, 3:59:34, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0253, loss_cls: 0.1304, acc: 95.0996, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3914 2022-05-13 15:59:07,946 - mmdet - INFO - Epoch [106][2100/3992] lr: 1.000e-06, eta: 2 days, 3:59:09, time: 0.486, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0288, loss_cls: 0.1603, acc: 94.3125, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4624 2022-05-13 15:59:32,793 - mmdet - INFO - Epoch [106][2150/3992] lr: 1.000e-06, eta: 2 days, 3:58:44, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0249, loss_cls: 0.1402, acc: 94.5918, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4209 2022-05-13 15:59:58,416 - mmdet - INFO - Epoch [106][2200/3992] lr: 1.000e-06, eta: 2 days, 3:58:20, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0245, loss_cls: 0.1379, acc: 94.9473, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4140 2022-05-13 16:00:23,891 - mmdet - INFO - Epoch [106][2250/3992] lr: 1.000e-06, eta: 2 days, 3:57:56, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0240, loss_cls: 0.1330, acc: 95.1348, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.3950 2022-05-13 16:00:50,153 - mmdet - INFO - Epoch [106][2300/3992] lr: 1.000e-06, eta: 2 days, 3:57:32, time: 0.525, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0222, loss_cls: 0.1309, acc: 95.2695, loss_bbox: 0.2104, loss_mask: 0.0000, loss: 0.3746 2022-05-13 16:01:15,418 - mmdet - INFO - Epoch [106][2350/3992] lr: 1.000e-06, eta: 2 days, 3:57:08, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0253, loss_cls: 0.1410, acc: 94.7871, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4170 2022-05-13 16:01:40,030 - mmdet - INFO - Epoch [106][2400/3992] lr: 1.000e-06, eta: 2 days, 3:56:43, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0254, loss_cls: 0.1495, acc: 94.5215, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4358 2022-05-13 16:02:04,094 - mmdet - INFO - Epoch [106][2450/3992] lr: 1.000e-06, eta: 2 days, 3:56:18, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0266, loss_cls: 0.1453, acc: 94.6055, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4325 2022-05-13 16:02:28,701 - mmdet - INFO - Epoch [106][2500/3992] lr: 1.000e-06, eta: 2 days, 3:55:53, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0254, loss_cls: 0.1351, acc: 95.1328, loss_bbox: 0.2342, loss_mask: 0.0000, loss: 0.4079 2022-05-13 16:02:54,662 - mmdet - INFO - Epoch [106][2550/3992] lr: 1.000e-06, eta: 2 days, 3:55:29, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0240, loss_cls: 0.1368, acc: 94.7832, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4093 2022-05-13 16:03:20,184 - mmdet - INFO - Epoch [106][2600/3992] lr: 1.000e-06, eta: 2 days, 3:55:05, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0266, loss_cls: 0.1428, acc: 94.6387, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4370 2022-05-13 16:03:44,964 - mmdet - INFO - Epoch [106][2650/3992] lr: 1.000e-06, eta: 2 days, 3:54:40, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0205, loss_cls: 0.1344, acc: 94.9902, loss_bbox: 0.2196, loss_mask: 0.0000, loss: 0.3848 2022-05-13 16:04:10,150 - mmdet - INFO - Epoch [106][2700/3992] lr: 1.000e-06, eta: 2 days, 3:54:15, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0268, loss_cls: 0.1562, acc: 94.2891, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4557 2022-05-13 16:04:34,968 - mmdet - INFO - Epoch [106][2750/3992] lr: 1.000e-06, eta: 2 days, 3:53:51, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0273, loss_cls: 0.1502, acc: 94.3984, loss_bbox: 0.2558, loss_mask: 0.0000, loss: 0.4463 2022-05-13 16:04:59,851 - mmdet - INFO - Epoch [106][2800/3992] lr: 1.000e-06, eta: 2 days, 3:53:26, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0221, loss_cls: 0.1273, acc: 95.3711, loss_bbox: 0.2091, loss_mask: 0.0000, loss: 0.3727 2022-05-13 16:05:23,873 - mmdet - INFO - Epoch [106][2850/3992] lr: 1.000e-06, eta: 2 days, 3:53:00, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0216, loss_cls: 0.1386, acc: 94.9258, loss_bbox: 0.2229, loss_mask: 0.0000, loss: 0.3960 2022-05-13 16:05:48,860 - mmdet - INFO - Epoch [106][2900/3992] lr: 1.000e-06, eta: 2 days, 3:52:36, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0287, loss_cls: 0.1398, acc: 94.8242, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.4191 2022-05-13 16:06:12,899 - mmdet - INFO - Epoch [106][2950/3992] lr: 1.000e-06, eta: 2 days, 3:52:10, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0238, loss_cls: 0.1404, acc: 94.6816, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4135 2022-05-13 16:06:37,598 - mmdet - INFO - Epoch [106][3000/3992] lr: 1.000e-06, eta: 2 days, 3:51:45, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0257, loss_cls: 0.1362, acc: 94.7930, loss_bbox: 0.2321, loss_mask: 0.0000, loss: 0.4079 2022-05-13 16:07:03,711 - mmdet - INFO - Epoch [106][3050/3992] lr: 1.000e-06, eta: 2 days, 3:51:22, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0262, loss_cls: 0.1442, acc: 94.3516, loss_bbox: 0.2490, loss_mask: 0.0000, loss: 0.4327 2022-05-13 16:07:28,588 - mmdet - INFO - Epoch [106][3100/3992] lr: 1.000e-06, eta: 2 days, 3:50:57, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0092, loss_rpn_bbox: 0.0238, loss_cls: 0.1250, acc: 95.2188, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.3933 2022-05-13 16:07:54,432 - mmdet - INFO - Epoch [106][3150/3992] lr: 1.000e-06, eta: 2 days, 3:50:33, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0257, loss_cls: 0.1432, acc: 94.7812, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4263 2022-05-13 16:08:18,381 - mmdet - INFO - Epoch [106][3200/3992] lr: 1.000e-06, eta: 2 days, 3:50:07, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0297, loss_cls: 0.1563, acc: 94.2500, loss_bbox: 0.2740, loss_mask: 0.0000, loss: 0.4775 2022-05-13 16:08:43,110 - mmdet - INFO - Epoch [106][3250/3992] lr: 1.000e-06, eta: 2 days, 3:49:42, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0234, loss_cls: 0.1266, acc: 95.2461, loss_bbox: 0.2243, loss_mask: 0.0000, loss: 0.3867 2022-05-13 16:09:08,766 - mmdet - INFO - Epoch [106][3300/3992] lr: 1.000e-06, eta: 2 days, 3:49:18, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0308, loss_cls: 0.1528, acc: 94.4297, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4479 2022-05-13 16:09:33,921 - mmdet - INFO - Epoch [106][3350/3992] lr: 1.000e-06, eta: 2 days, 3:48:54, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0266, loss_cls: 0.1442, acc: 94.6582, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4293 2022-05-13 16:09:58,753 - mmdet - INFO - Epoch [106][3400/3992] lr: 1.000e-06, eta: 2 days, 3:48:29, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0251, loss_cls: 0.1319, acc: 95.1914, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.3977 2022-05-13 16:10:23,181 - mmdet - INFO - Epoch [106][3450/3992] lr: 1.000e-06, eta: 2 days, 3:48:04, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0255, loss_cls: 0.1522, acc: 94.5762, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4322 2022-05-13 16:10:47,623 - mmdet - INFO - Epoch [106][3500/3992] lr: 1.000e-06, eta: 2 days, 3:47:39, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0268, loss_cls: 0.1301, acc: 95.2930, loss_bbox: 0.2255, loss_mask: 0.0000, loss: 0.3948 2022-05-13 16:11:12,310 - mmdet - INFO - Epoch [106][3550/3992] lr: 1.000e-06, eta: 2 days, 3:47:14, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0232, loss_cls: 0.1467, acc: 94.8047, loss_bbox: 0.2285, loss_mask: 0.0000, loss: 0.4128 2022-05-13 16:11:38,492 - mmdet - INFO - Epoch [106][3600/3992] lr: 1.000e-06, eta: 2 days, 3:46:50, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0251, loss_cls: 0.1429, acc: 94.6543, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4157 2022-05-13 16:12:04,280 - mmdet - INFO - Epoch [106][3650/3992] lr: 1.000e-06, eta: 2 days, 3:46:26, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0266, loss_cls: 0.1422, acc: 94.5059, loss_bbox: 0.2372, loss_mask: 0.0000, loss: 0.4176 2022-05-13 16:12:28,378 - mmdet - INFO - Epoch [106][3700/3992] lr: 1.000e-06, eta: 2 days, 3:46:01, time: 0.482, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0239, loss_cls: 0.1267, acc: 95.3672, loss_bbox: 0.2153, loss_mask: 0.0000, loss: 0.3805 2022-05-13 16:12:53,327 - mmdet - INFO - Epoch [106][3750/3992] lr: 1.000e-06, eta: 2 days, 3:45:36, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0287, loss_cls: 0.1456, acc: 94.7695, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4359 2022-05-13 16:13:18,833 - mmdet - INFO - Epoch [106][3800/3992] lr: 1.000e-06, eta: 2 days, 3:45:12, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0241, loss_cls: 0.1249, acc: 95.4062, loss_bbox: 0.2147, loss_mask: 0.0000, loss: 0.3773 2022-05-13 16:13:42,373 - mmdet - INFO - Epoch [106][3850/3992] lr: 1.000e-06, eta: 2 days, 3:44:46, time: 0.471, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0241, loss_cls: 0.1257, acc: 95.2734, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.3938 2022-05-13 16:14:08,404 - mmdet - INFO - Epoch [106][3900/3992] lr: 1.000e-06, eta: 2 days, 3:44:22, time: 0.521, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0247, loss_cls: 0.1300, acc: 95.1523, loss_bbox: 0.2179, loss_mask: 0.0000, loss: 0.3849 2022-05-13 16:14:33,365 - mmdet - INFO - Epoch [106][3950/3992] lr: 1.000e-06, eta: 2 days, 3:43:58, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0198, loss_rpn_bbox: 0.0233, loss_cls: 0.1444, acc: 94.6230, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4320 2022-05-13 16:14:54,273 - mmdet - INFO - Saving checkpoint at 106 epochs 2022-05-13 16:20:30,911 - mmdet - INFO - Evaluating bbox... 2022-05-13 16:20:46,636 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.044 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.161 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.105 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 16:20:46,640 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.255 | desk | 0.096 | | sofa_chair | 0.483 | pillow | 0.056 | box | 0.019 | | garbage_bin | 0.350 | cabinet | 0.044 | drawer | 0.058 | | shelf | 0.103 | kitchen_counter | 0.169 | kitchen_cabinet | 0.201 | | cpu | 0.030 | bench | 0.160 | file_cabinet | 0.085 | | whiteboard | 0.145 | lamp | 0.173 | endtable | 0.134 | | bookshelf | 0.220 | coffee_table | 0.199 | dresser | 0.173 | | paper | 0.010 | printer | 0.212 | monitor | 0.223 | | back_pack | 0.068 | night_stand | 0.291 | door | 0.075 | | picture | 0.047 | ottoman | 0.185 | stool | 0.223 | | outlet | 0.000 | towel | 0.073 | tray | 0.011 | | bag | 0.017 | stove | 0.110 | bathtub | 0.431 | | scanner | 0.193 | cubby | 0.021 | mirror | 0.026 | | bottle | 0.004 | rack | 0.022 | cup | 0.072 | | thermos | 0.016 | island | 0.085 | counter | 0.033 | | bowl | 0.053 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.199 | | cart | 0.099 | tv_stand | 0.115 | poster | 0.002 | | soap_dispenser | 0.015 | toy | nan | chair | 0.337 | | sofa | 0.419 | plant | 0.038 | bed | 0.607 | | dining_table | 0.006 | toilet | 0.535 | tv | 0.262 | | laptop | 0.105 | mouse | 0.032 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.025 | microwave | 0.250 | | oven | 0.014 | paper_towel_dispenser | 0.257 | sink | 0.169 | | fridge | 0.162 | book | 0.008 | clock | 0.082 | | vase | 0.037 | fire_extinguisher | 0.011 | blinds | 0.020 | | podium | 0.194 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:20:46,644 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.210 | table | 0.455 | desk | 0.202 | | sofa_chair | 0.670 | pillow | 0.140 | box | 0.046 | | garbage_bin | 0.611 | cabinet | 0.088 | drawer | 0.086 | | shelf | 0.216 | kitchen_counter | 0.287 | kitchen_cabinet | 0.336 | | cpu | 0.086 | bench | 0.307 | file_cabinet | 0.118 | | whiteboard | 0.235 | lamp | 0.374 | endtable | 0.252 | | bookshelf | 0.409 | coffee_table | 0.376 | dresser | 0.265 | | paper | 0.033 | printer | 0.358 | monitor | 0.541 | | back_pack | 0.141 | night_stand | 0.518 | door | 0.121 | | picture | 0.081 | ottoman | 0.264 | stool | 0.413 | | outlet | 0.000 | towel | 0.111 | tray | 0.032 | | bag | 0.023 | stove | 0.201 | bathtub | 0.678 | | scanner | 0.314 | cubby | 0.029 | mirror | 0.052 | | bottle | 0.007 | rack | 0.032 | cup | 0.180 | | thermos | 0.152 | island | 0.124 | counter | 0.038 | | bowl | 0.092 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.302 | | cart | 0.155 | tv_stand | 0.229 | poster | 0.006 | | soap_dispenser | 0.018 | toy | nan | chair | 0.681 | | sofa | 0.613 | plant | 0.093 | bed | 0.877 | | dining_table | 0.010 | toilet | 0.867 | tv | 0.454 | | laptop | 0.227 | mouse | 0.092 | basket | 0.000 | | keyboard | 0.243 | telephone | 0.071 | microwave | 0.463 | | oven | 0.035 | paper_towel_dispenser | 0.392 | sink | 0.482 | | fridge | 0.320 | book | 0.020 | clock | 0.136 | | vase | 0.075 | fire_extinguisher | 0.097 | blinds | 0.051 | | podium | 0.268 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:20:46,647 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.132 | table | 0.257 | desk | 0.086 | | sofa_chair | 0.561 | pillow | 0.034 | box | 0.016 | | garbage_bin | 0.377 | cabinet | 0.034 | drawer | 0.064 | | shelf | 0.087 | kitchen_counter | 0.165 | kitchen_cabinet | 0.212 | | cpu | 0.007 | bench | 0.126 | file_cabinet | 0.116 | | whiteboard | 0.135 | lamp | 0.146 | endtable | 0.102 | | bookshelf | 0.214 | coffee_table | 0.168 | dresser | 0.208 | | paper | 0.006 | printer | 0.212 | monitor | 0.153 | | back_pack | 0.040 | night_stand | 0.299 | door | 0.105 | | picture | 0.051 | ottoman | 0.225 | stool | 0.240 | | outlet | 0.000 | towel | 0.073 | tray | 0.001 | | bag | 0.020 | stove | 0.088 | bathtub | 0.486 | | scanner | 0.185 | cubby | 0.026 | mirror | 0.013 | | bottle | 0.006 | rack | 0.027 | cup | 0.044 | | thermos | 0.000 | island | 0.110 | counter | 0.038 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.171 | | cart | 0.100 | tv_stand | 0.057 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.296 | | sofa | 0.465 | plant | 0.034 | bed | 0.697 | | dining_table | 0.002 | toilet | 0.563 | tv | 0.276 | | laptop | 0.082 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.011 | microwave | 0.237 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.082 | | fridge | 0.173 | book | 0.003 | clock | 0.119 | | vase | 0.040 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.268 | others | 0.032 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:20:46,648 - mmdet - INFO - Evaluating segm... 2022-05-13 16:21:04,569 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 16:21:04,574 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:21:04,577 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:21:04,581 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 16:21:04,897 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 16:21:04,897 - mmdet - INFO - Epoch(val) [106][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.1610, bbox_mAP_copypaste: 0.125 0.224 0.124 0.005 0.044 0.161, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 16:21:32,781 - mmdet - INFO - Epoch [107][50/3992] lr: 1.000e-06, eta: 2 days, 3:42:56, time: 0.557, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0286, loss_cls: 0.1467, acc: 94.3340, loss_bbox: 0.2716, loss_mask: 0.0000, loss: 0.4603 2022-05-13 16:21:58,348 - mmdet - INFO - Epoch [107][100/3992] lr: 1.000e-06, eta: 2 days, 3:42:32, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0250, loss_cls: 0.1487, acc: 94.6543, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4218 2022-05-13 16:22:23,657 - mmdet - INFO - Epoch [107][150/3992] lr: 1.000e-06, eta: 2 days, 3:42:08, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0232, loss_cls: 0.1466, acc: 94.4746, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4286 2022-05-13 16:22:49,222 - mmdet - INFO - Epoch [107][200/3992] lr: 1.000e-06, eta: 2 days, 3:41:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0228, loss_cls: 0.1345, acc: 95.3320, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.3952 2022-05-13 16:23:14,384 - mmdet - INFO - Epoch [107][250/3992] lr: 1.000e-06, eta: 2 days, 3:41:19, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0229, loss_cls: 0.1340, acc: 94.9941, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4024 2022-05-13 16:23:40,455 - mmdet - INFO - Epoch [107][300/3992] lr: 1.000e-06, eta: 2 days, 3:40:55, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0250, loss_cls: 0.1454, acc: 94.5488, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4185 2022-05-13 16:24:04,588 - mmdet - INFO - Epoch [107][350/3992] lr: 1.000e-06, eta: 2 days, 3:40:30, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0270, loss_cls: 0.1484, acc: 94.4141, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4493 2022-05-13 16:24:29,004 - mmdet - INFO - Epoch [107][400/3992] lr: 1.000e-06, eta: 2 days, 3:40:05, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0225, loss_cls: 0.1358, acc: 94.8750, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.3962 2022-05-13 16:24:54,726 - mmdet - INFO - Epoch [107][450/3992] lr: 1.000e-06, eta: 2 days, 3:39:41, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0254, loss_cls: 0.1434, acc: 94.5098, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4264 2022-05-13 16:25:19,982 - mmdet - INFO - Epoch [107][500/3992] lr: 1.000e-06, eta: 2 days, 3:39:16, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0291, loss_cls: 0.1614, acc: 93.9766, loss_bbox: 0.2633, loss_mask: 0.0000, loss: 0.4680 2022-05-13 16:25:44,557 - mmdet - INFO - Epoch [107][550/3992] lr: 1.000e-06, eta: 2 days, 3:38:51, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0258, loss_cls: 0.1500, acc: 94.5156, loss_bbox: 0.2503, loss_mask: 0.0000, loss: 0.4419 2022-05-13 16:26:10,051 - mmdet - INFO - Epoch [107][600/3992] lr: 1.000e-06, eta: 2 days, 3:38:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0242, loss_cls: 0.1412, acc: 94.8828, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4087 2022-05-13 16:26:35,461 - mmdet - INFO - Epoch [107][650/3992] lr: 1.000e-06, eta: 2 days, 3:38:03, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0266, loss_cls: 0.1331, acc: 94.9922, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.4052 2022-05-13 16:27:00,573 - mmdet - INFO - Epoch [107][700/3992] lr: 1.000e-06, eta: 2 days, 3:37:38, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0283, loss_cls: 0.1549, acc: 94.4102, loss_bbox: 0.2523, loss_mask: 0.0000, loss: 0.4467 2022-05-13 16:27:25,199 - mmdet - INFO - Epoch [107][750/3992] lr: 1.000e-06, eta: 2 days, 3:37:13, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0252, loss_cls: 0.1530, acc: 94.3320, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4456 2022-05-13 16:27:50,335 - mmdet - INFO - Epoch [107][800/3992] lr: 1.000e-06, eta: 2 days, 3:36:49, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0248, loss_cls: 0.1394, acc: 94.6973, loss_bbox: 0.2399, loss_mask: 0.0000, loss: 0.4160 2022-05-13 16:28:14,867 - mmdet - INFO - Epoch [107][850/3992] lr: 1.000e-06, eta: 2 days, 3:36:24, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0222, loss_cls: 0.1245, acc: 95.2344, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3809 2022-05-13 16:28:40,287 - mmdet - INFO - Epoch [107][900/3992] lr: 1.000e-06, eta: 2 days, 3:35:59, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0274, loss_cls: 0.1491, acc: 94.4180, loss_bbox: 0.2530, loss_mask: 0.0000, loss: 0.4406 2022-05-13 16:29:06,316 - mmdet - INFO - Epoch [107][950/3992] lr: 1.000e-06, eta: 2 days, 3:35:36, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0244, loss_cls: 0.1321, acc: 95.0273, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4080 2022-05-13 16:29:31,748 - mmdet - INFO - Epoch [107][1000/3992] lr: 1.000e-06, eta: 2 days, 3:35:11, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0241, loss_cls: 0.1396, acc: 94.8086, loss_bbox: 0.2411, loss_mask: 0.0000, loss: 0.4168 2022-05-13 16:29:56,660 - mmdet - INFO - Epoch [107][1050/3992] lr: 1.000e-06, eta: 2 days, 3:34:47, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0233, loss_cls: 0.1261, acc: 95.0566, loss_bbox: 0.2217, loss_mask: 0.0000, loss: 0.3804 2022-05-13 16:30:21,834 - mmdet - INFO - Epoch [107][1100/3992] lr: 1.000e-06, eta: 2 days, 3:34:22, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0234, loss_cls: 0.1385, acc: 94.7031, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4089 2022-05-13 16:30:47,122 - mmdet - INFO - Epoch [107][1150/3992] lr: 1.000e-06, eta: 2 days, 3:33:58, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0283, loss_cls: 0.1564, acc: 94.2891, loss_bbox: 0.2398, loss_mask: 0.0000, loss: 0.4369 2022-05-13 16:31:11,841 - mmdet - INFO - Epoch [107][1200/3992] lr: 1.000e-06, eta: 2 days, 3:33:33, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0245, loss_cls: 0.1303, acc: 95.1523, loss_bbox: 0.2302, loss_mask: 0.0000, loss: 0.3956 2022-05-13 16:31:37,384 - mmdet - INFO - Epoch [107][1250/3992] lr: 1.000e-06, eta: 2 days, 3:33:09, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0248, loss_cls: 0.1355, acc: 94.7793, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4130 2022-05-13 16:32:02,106 - mmdet - INFO - Epoch [107][1300/3992] lr: 1.000e-06, eta: 2 days, 3:32:44, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0256, loss_cls: 0.1235, acc: 95.3594, loss_bbox: 0.2148, loss_mask: 0.0000, loss: 0.3754 2022-05-13 16:32:26,526 - mmdet - INFO - Epoch [107][1350/3992] lr: 1.000e-06, eta: 2 days, 3:32:19, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0249, loss_cls: 0.1336, acc: 94.8906, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.4075 2022-05-13 16:32:51,615 - mmdet - INFO - Epoch [107][1400/3992] lr: 1.000e-06, eta: 2 days, 3:31:54, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0250, loss_cls: 0.1342, acc: 94.9062, loss_bbox: 0.2251, loss_mask: 0.0000, loss: 0.3979 2022-05-13 16:33:17,369 - mmdet - INFO - Epoch [107][1450/3992] lr: 1.000e-06, eta: 2 days, 3:31:30, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0257, loss_cls: 0.1424, acc: 94.6680, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4196 2022-05-13 16:33:43,460 - mmdet - INFO - Epoch [107][1500/3992] lr: 1.000e-06, eta: 2 days, 3:31:06, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0261, loss_cls: 0.1451, acc: 94.6504, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4336 2022-05-13 16:34:08,535 - mmdet - INFO - Epoch [107][1550/3992] lr: 1.000e-06, eta: 2 days, 3:30:42, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0223, loss_cls: 0.1231, acc: 95.5273, loss_bbox: 0.2103, loss_mask: 0.0000, loss: 0.3695 2022-05-13 16:34:33,890 - mmdet - INFO - Epoch [107][1600/3992] lr: 1.000e-06, eta: 2 days, 3:30:18, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0274, loss_cls: 0.1382, acc: 94.8828, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.4048 2022-05-13 16:34:59,853 - mmdet - INFO - Epoch [107][1650/3992] lr: 1.000e-06, eta: 2 days, 3:29:54, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0300, loss_cls: 0.1409, acc: 94.5859, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4318 2022-05-13 16:35:24,817 - mmdet - INFO - Epoch [107][1700/3992] lr: 1.000e-06, eta: 2 days, 3:29:29, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0214, loss_cls: 0.1156, acc: 95.7988, loss_bbox: 0.2043, loss_mask: 0.0000, loss: 0.3519 2022-05-13 16:35:49,353 - mmdet - INFO - Epoch [107][1750/3992] lr: 1.000e-06, eta: 2 days, 3:29:04, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0301, loss_cls: 0.1499, acc: 94.4629, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4516 2022-05-13 16:36:13,843 - mmdet - INFO - Epoch [107][1800/3992] lr: 1.000e-06, eta: 2 days, 3:28:39, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0219, loss_cls: 0.1301, acc: 95.2168, loss_bbox: 0.2186, loss_mask: 0.0000, loss: 0.3809 2022-05-13 16:36:38,252 - mmdet - INFO - Epoch [107][1850/3992] lr: 1.000e-06, eta: 2 days, 3:28:14, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0252, loss_cls: 0.1328, acc: 94.9062, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4018 2022-05-13 16:37:02,810 - mmdet - INFO - Epoch [107][1900/3992] lr: 1.000e-06, eta: 2 days, 3:27:49, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0232, loss_cls: 0.1342, acc: 95.0254, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.4006 2022-05-13 16:37:27,318 - mmdet - INFO - Epoch [107][1950/3992] lr: 1.000e-06, eta: 2 days, 3:27:24, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0261, loss_cls: 0.1455, acc: 94.5039, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4364 2022-05-13 16:37:52,339 - mmdet - INFO - Epoch [107][2000/3992] lr: 1.000e-06, eta: 2 days, 3:26:59, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0250, loss_cls: 0.1338, acc: 94.8418, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.3985 2022-05-13 16:38:17,661 - mmdet - INFO - Epoch [107][2050/3992] lr: 1.000e-06, eta: 2 days, 3:26:35, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0274, loss_cls: 0.1488, acc: 94.3926, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4406 2022-05-13 16:38:42,768 - mmdet - INFO - Epoch [107][2100/3992] lr: 1.000e-06, eta: 2 days, 3:26:10, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0258, loss_cls: 0.1414, acc: 94.5547, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4170 2022-05-13 16:39:08,043 - mmdet - INFO - Epoch [107][2150/3992] lr: 1.000e-06, eta: 2 days, 3:25:46, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0231, loss_cls: 0.1472, acc: 94.7227, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.4167 2022-05-13 16:39:33,095 - mmdet - INFO - Epoch [107][2200/3992] lr: 1.000e-06, eta: 2 days, 3:25:21, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0255, loss_cls: 0.1364, acc: 94.9043, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4053 2022-05-13 16:39:57,718 - mmdet - INFO - Epoch [107][2250/3992] lr: 1.000e-06, eta: 2 days, 3:24:56, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0230, loss_cls: 0.1302, acc: 95.2500, loss_bbox: 0.2145, loss_mask: 0.0000, loss: 0.3836 2022-05-13 16:40:22,980 - mmdet - INFO - Epoch [107][2300/3992] lr: 1.000e-06, eta: 2 days, 3:24:32, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0264, loss_cls: 0.1525, acc: 94.2168, loss_bbox: 0.2606, loss_mask: 0.0000, loss: 0.4527 2022-05-13 16:40:47,358 - mmdet - INFO - Epoch [107][2350/3992] lr: 1.000e-06, eta: 2 days, 3:24:07, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0232, loss_cls: 0.1440, acc: 94.8945, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4088 2022-05-13 16:41:11,269 - mmdet - INFO - Epoch [107][2400/3992] lr: 1.000e-06, eta: 2 days, 3:23:41, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0255, loss_cls: 0.1337, acc: 94.8945, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4075 2022-05-13 16:41:36,458 - mmdet - INFO - Epoch [107][2450/3992] lr: 1.000e-06, eta: 2 days, 3:23:16, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0252, loss_cls: 0.1408, acc: 95.0293, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.4015 2022-05-13 16:42:02,327 - mmdet - INFO - Epoch [107][2500/3992] lr: 1.000e-06, eta: 2 days, 3:22:53, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0258, loss_cls: 0.1448, acc: 94.5469, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4465 2022-05-13 16:42:28,173 - mmdet - INFO - Epoch [107][2550/3992] lr: 1.000e-06, eta: 2 days, 3:22:29, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0266, loss_cls: 0.1502, acc: 94.5508, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4343 2022-05-13 16:42:53,347 - mmdet - INFO - Epoch [107][2600/3992] lr: 1.000e-06, eta: 2 days, 3:22:04, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0303, loss_cls: 0.1397, acc: 94.7129, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4205 2022-05-13 16:43:17,693 - mmdet - INFO - Epoch [107][2650/3992] lr: 1.000e-06, eta: 2 days, 3:21:39, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0247, loss_cls: 0.1329, acc: 95.0566, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3938 2022-05-13 16:43:43,428 - mmdet - INFO - Epoch [107][2700/3992] lr: 1.000e-06, eta: 2 days, 3:21:15, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0223, loss_cls: 0.1329, acc: 94.9004, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4040 2022-05-13 16:44:08,554 - mmdet - INFO - Epoch [107][2750/3992] lr: 1.000e-06, eta: 2 days, 3:20:50, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0077, loss_rpn_bbox: 0.0244, loss_cls: 0.1223, acc: 95.3594, loss_bbox: 0.2132, loss_mask: 0.0000, loss: 0.3676 2022-05-13 16:44:33,885 - mmdet - INFO - Epoch [107][2800/3992] lr: 1.000e-06, eta: 2 days, 3:20:26, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0293, loss_cls: 0.1406, acc: 94.8984, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4252 2022-05-13 16:44:59,413 - mmdet - INFO - Epoch [107][2850/3992] lr: 1.000e-06, eta: 2 days, 3:20:02, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0305, loss_cls: 0.1460, acc: 94.5723, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4382 2022-05-13 16:45:24,293 - mmdet - INFO - Epoch [107][2900/3992] lr: 1.000e-06, eta: 2 days, 3:19:37, time: 0.498, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0247, loss_cls: 0.1388, acc: 94.5957, loss_bbox: 0.2584, loss_mask: 0.0000, loss: 0.4324 2022-05-13 16:45:49,099 - mmdet - INFO - Epoch [107][2950/3992] lr: 1.000e-06, eta: 2 days, 3:19:12, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0256, loss_cls: 0.1411, acc: 94.7461, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4208 2022-05-13 16:46:14,455 - mmdet - INFO - Epoch [107][3000/3992] lr: 1.000e-06, eta: 2 days, 3:18:48, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0247, loss_cls: 0.1315, acc: 95.0957, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.3969 2022-05-13 16:46:40,307 - mmdet - INFO - Epoch [107][3050/3992] lr: 1.000e-06, eta: 2 days, 3:18:24, time: 0.517, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0197, loss_cls: 0.1190, acc: 95.5137, loss_bbox: 0.2068, loss_mask: 0.0000, loss: 0.3556 2022-05-13 16:47:04,666 - mmdet - INFO - Epoch [107][3100/3992] lr: 1.000e-06, eta: 2 days, 3:17:59, time: 0.487, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0252, loss_cls: 0.1378, acc: 94.9082, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4065 2022-05-13 16:47:29,815 - mmdet - INFO - Epoch [107][3150/3992] lr: 1.000e-06, eta: 2 days, 3:17:34, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0241, loss_cls: 0.1342, acc: 95.0176, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4034 2022-05-13 16:47:54,850 - mmdet - INFO - Epoch [107][3200/3992] lr: 1.000e-06, eta: 2 days, 3:17:10, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0286, loss_cls: 0.1489, acc: 94.2188, loss_bbox: 0.2622, loss_mask: 0.0000, loss: 0.4522 2022-05-13 16:48:18,530 - mmdet - INFO - Epoch [107][3250/3992] lr: 1.000e-06, eta: 2 days, 3:16:44, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0262, loss_cls: 0.1417, acc: 94.5996, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4277 2022-05-13 16:48:43,036 - mmdet - INFO - Epoch [107][3300/3992] lr: 1.000e-06, eta: 2 days, 3:16:19, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0253, loss_cls: 0.1539, acc: 94.4551, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4487 2022-05-13 16:49:08,599 - mmdet - INFO - Epoch [107][3350/3992] lr: 1.000e-06, eta: 2 days, 3:15:55, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0244, loss_cls: 0.1364, acc: 94.9531, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4065 2022-05-13 16:49:34,552 - mmdet - INFO - Epoch [107][3400/3992] lr: 1.000e-06, eta: 2 days, 3:15:31, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0261, loss_cls: 0.1479, acc: 94.5566, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4347 2022-05-13 16:49:59,999 - mmdet - INFO - Epoch [107][3450/3992] lr: 1.000e-06, eta: 2 days, 3:15:07, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0264, loss_cls: 0.1377, acc: 94.7793, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4213 2022-05-13 16:50:24,495 - mmdet - INFO - Epoch [107][3500/3992] lr: 1.000e-06, eta: 2 days, 3:14:41, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0234, loss_cls: 0.1305, acc: 95.1152, loss_bbox: 0.2207, loss_mask: 0.0000, loss: 0.3860 2022-05-13 16:50:49,255 - mmdet - INFO - Epoch [107][3550/3992] lr: 1.000e-06, eta: 2 days, 3:14:17, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0267, loss_cls: 0.1354, acc: 95.0703, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4126 2022-05-13 16:51:13,327 - mmdet - INFO - Epoch [107][3600/3992] lr: 1.000e-06, eta: 2 days, 3:13:51, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0218, loss_cls: 0.1285, acc: 94.9785, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3843 2022-05-13 16:51:40,014 - mmdet - INFO - Epoch [107][3650/3992] lr: 1.000e-06, eta: 2 days, 3:13:28, time: 0.534, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0302, loss_cls: 0.1499, acc: 94.3672, loss_bbox: 0.2560, loss_mask: 0.0000, loss: 0.4476 2022-05-13 16:52:05,044 - mmdet - INFO - Epoch [107][3700/3992] lr: 1.000e-06, eta: 2 days, 3:13:03, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0215, loss_cls: 0.1325, acc: 95.1016, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3899 2022-05-13 16:52:30,137 - mmdet - INFO - Epoch [107][3750/3992] lr: 1.000e-06, eta: 2 days, 3:12:39, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0253, loss_cls: 0.1317, acc: 94.9062, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.3986 2022-05-13 16:52:56,193 - mmdet - INFO - Epoch [107][3800/3992] lr: 1.000e-06, eta: 2 days, 3:12:15, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0293, loss_cls: 0.1475, acc: 94.8145, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4365 2022-05-13 16:53:21,637 - mmdet - INFO - Epoch [107][3850/3992] lr: 1.000e-06, eta: 2 days, 3:11:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0259, loss_cls: 0.1433, acc: 94.6113, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4301 2022-05-13 16:53:46,841 - mmdet - INFO - Epoch [107][3900/3992] lr: 1.000e-06, eta: 2 days, 3:11:26, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0293, loss_cls: 0.1340, acc: 94.9805, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4105 2022-05-13 16:54:12,037 - mmdet - INFO - Epoch [107][3950/3992] lr: 1.000e-06, eta: 2 days, 3:11:02, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0266, loss_cls: 0.1545, acc: 94.2930, loss_bbox: 0.2515, loss_mask: 0.0000, loss: 0.4469 2022-05-13 16:54:32,469 - mmdet - INFO - Saving checkpoint at 107 epochs 2022-05-13 17:00:08,629 - mmdet - INFO - Evaluating bbox... 2022-05-13 17:00:24,134 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.123 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.021 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 17:00:24,138 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.105 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.481 | pillow | 0.057 | box | 0.022 | | garbage_bin | 0.352 | cabinet | 0.044 | drawer | 0.056 | | shelf | 0.108 | kitchen_counter | 0.163 | kitchen_cabinet | 0.201 | | cpu | 0.028 | bench | 0.158 | file_cabinet | 0.082 | | whiteboard | 0.147 | lamp | 0.175 | endtable | 0.131 | | bookshelf | 0.218 | coffee_table | 0.201 | dresser | 0.170 | | paper | 0.009 | printer | 0.209 | monitor | 0.223 | | back_pack | 0.070 | night_stand | 0.294 | door | 0.075 | | picture | 0.046 | ottoman | 0.181 | stool | 0.231 | | outlet | 0.000 | towel | 0.073 | tray | 0.008 | | bag | 0.016 | stove | 0.112 | bathtub | 0.438 | | scanner | 0.188 | cubby | 0.026 | mirror | 0.027 | | bottle | 0.004 | rack | 0.021 | cup | 0.074 | | thermos | 0.016 | island | 0.085 | counter | 0.032 | | bowl | 0.052 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.190 | | cart | 0.100 | tv_stand | 0.125 | poster | 0.001 | | soap_dispenser | 0.011 | toy | nan | chair | 0.336 | | sofa | 0.417 | plant | 0.037 | bed | 0.605 | | dining_table | 0.006 | toilet | 0.540 | tv | 0.261 | | laptop | 0.112 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.026 | microwave | 0.247 | | oven | 0.018 | paper_towel_dispenser | 0.230 | sink | 0.164 | | fridge | 0.173 | book | 0.008 | clock | 0.073 | | vase | 0.036 | fire_extinguisher | 0.009 | blinds | 0.015 | | podium | 0.202 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:24,141 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.221 | table | 0.455 | desk | 0.206 | | sofa_chair | 0.676 | pillow | 0.141 | box | 0.053 | | garbage_bin | 0.613 | cabinet | 0.084 | drawer | 0.086 | | shelf | 0.222 | kitchen_counter | 0.284 | kitchen_cabinet | 0.325 | | cpu | 0.079 | bench | 0.305 | file_cabinet | 0.114 | | whiteboard | 0.231 | lamp | 0.382 | endtable | 0.250 | | bookshelf | 0.390 | coffee_table | 0.366 | dresser | 0.259 | | paper | 0.030 | printer | 0.361 | monitor | 0.542 | | back_pack | 0.142 | night_stand | 0.516 | door | 0.115 | | picture | 0.078 | ottoman | 0.259 | stool | 0.438 | | outlet | 0.000 | towel | 0.113 | tray | 0.029 | | bag | 0.022 | stove | 0.197 | bathtub | 0.687 | | scanner | 0.307 | cubby | 0.037 | mirror | 0.055 | | bottle | 0.006 | rack | 0.033 | cup | 0.179 | | thermos | 0.152 | island | 0.119 | counter | 0.038 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.321 | | cart | 0.155 | tv_stand | 0.234 | poster | 0.005 | | soap_dispenser | 0.018 | toy | nan | chair | 0.681 | | sofa | 0.615 | plant | 0.088 | bed | 0.878 | | dining_table | 0.011 | toilet | 0.864 | tv | 0.456 | | laptop | 0.229 | mouse | 0.092 | basket | 0.000 | | keyboard | 0.247 | telephone | 0.070 | microwave | 0.464 | | oven | 0.037 | paper_towel_dispenser | 0.378 | sink | 0.474 | | fridge | 0.318 | book | 0.021 | clock | 0.123 | | vase | 0.077 | fire_extinguisher | 0.086 | blinds | 0.035 | | podium | 0.263 | others | 0.088 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:24,144 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.099 | table | 0.258 | desk | 0.085 | | sofa_chair | 0.558 | pillow | 0.038 | box | 0.013 | | garbage_bin | 0.371 | cabinet | 0.043 | drawer | 0.062 | | shelf | 0.100 | kitchen_counter | 0.161 | kitchen_cabinet | 0.219 | | cpu | 0.008 | bench | 0.125 | file_cabinet | 0.112 | | whiteboard | 0.156 | lamp | 0.141 | endtable | 0.107 | | bookshelf | 0.215 | coffee_table | 0.163 | dresser | 0.206 | | paper | 0.003 | printer | 0.212 | monitor | 0.151 | | back_pack | 0.038 | night_stand | 0.307 | door | 0.104 | | picture | 0.051 | ottoman | 0.223 | stool | 0.242 | | outlet | 0.000 | towel | 0.074 | tray | 0.000 | | bag | 0.021 | stove | 0.109 | bathtub | 0.489 | | scanner | 0.180 | cubby | 0.029 | mirror | 0.015 | | bottle | 0.005 | rack | 0.026 | cup | 0.048 | | thermos | 0.000 | island | 0.103 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.098 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.005 | toy | nan | chair | 0.293 | | sofa | 0.453 | plant | 0.035 | bed | 0.691 | | dining_table | 0.002 | toilet | 0.562 | tv | 0.277 | | laptop | 0.089 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.029 | telephone | 0.010 | microwave | 0.238 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.079 | | fridge | 0.140 | book | 0.004 | clock | 0.101 | | vase | 0.021 | fire_extinguisher | 0.000 | blinds | 0.012 | | podium | 0.263 | others | 0.031 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:24,144 - mmdet - INFO - Evaluating segm... 2022-05-13 17:00:41,787 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 17:00:41,792 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:41,795 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:41,798 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:00:42,094 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 17:00:42,094 - mmdet - INFO - Epoch(val) [107][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1230, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.125 0.224 0.123 0.005 0.043 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 17:01:06,967 - mmdet - INFO - Epoch [108][50/3992] lr: 1.000e-06, eta: 2 days, 3:09:58, time: 0.497, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0205, loss_cls: 0.1261, acc: 95.3086, loss_bbox: 0.2024, loss_mask: 0.0000, loss: 0.3650 2022-05-13 17:01:31,108 - mmdet - INFO - Epoch [108][100/3992] lr: 1.000e-06, eta: 2 days, 3:09:33, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0252, loss_cls: 0.1361, acc: 94.7949, loss_bbox: 0.2353, loss_mask: 0.0000, loss: 0.4074 2022-05-13 17:01:56,780 - mmdet - INFO - Epoch [108][150/3992] lr: 1.000e-06, eta: 2 days, 3:09:09, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0267, loss_cls: 0.1372, acc: 94.9805, loss_bbox: 0.2265, loss_mask: 0.0000, loss: 0.4030 2022-05-13 17:02:22,645 - mmdet - INFO - Epoch [108][200/3992] lr: 1.000e-06, eta: 2 days, 3:08:45, time: 0.517, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0273, loss_cls: 0.1530, acc: 94.1172, loss_bbox: 0.2592, loss_mask: 0.0000, loss: 0.4518 2022-05-13 17:02:47,495 - mmdet - INFO - Epoch [108][250/3992] lr: 1.000e-06, eta: 2 days, 3:08:20, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0242, loss_cls: 0.1428, acc: 94.5469, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4281 2022-05-13 17:03:12,305 - mmdet - INFO - Epoch [108][300/3992] lr: 1.000e-06, eta: 2 days, 3:07:55, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0281, loss_cls: 0.1417, acc: 94.6992, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4316 2022-05-13 17:03:37,137 - mmdet - INFO - Epoch [108][350/3992] lr: 1.000e-06, eta: 2 days, 3:07:30, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0256, loss_cls: 0.1363, acc: 95.0605, loss_bbox: 0.2244, loss_mask: 0.0000, loss: 0.3965 2022-05-13 17:04:01,993 - mmdet - INFO - Epoch [108][400/3992] lr: 1.000e-06, eta: 2 days, 3:07:06, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0230, loss_cls: 0.1304, acc: 95.1855, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.3952 2022-05-13 17:04:27,521 - mmdet - INFO - Epoch [108][450/3992] lr: 1.000e-06, eta: 2 days, 3:06:41, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0247, loss_cls: 0.1276, acc: 95.3535, loss_bbox: 0.2092, loss_mask: 0.0000, loss: 0.3748 2022-05-13 17:04:51,600 - mmdet - INFO - Epoch [108][500/3992] lr: 1.000e-06, eta: 2 days, 3:06:16, time: 0.482, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0199, loss_rpn_bbox: 0.0313, loss_cls: 0.1500, acc: 94.5566, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4469 2022-05-13 17:05:16,684 - mmdet - INFO - Epoch [108][550/3992] lr: 1.000e-06, eta: 2 days, 3:05:51, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0232, loss_cls: 0.1351, acc: 95.0293, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3964 2022-05-13 17:05:40,748 - mmdet - INFO - Epoch [108][600/3992] lr: 1.000e-06, eta: 2 days, 3:05:26, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0229, loss_cls: 0.1316, acc: 95.2148, loss_bbox: 0.2125, loss_mask: 0.0000, loss: 0.3813 2022-05-13 17:06:05,758 - mmdet - INFO - Epoch [108][650/3992] lr: 1.000e-06, eta: 2 days, 3:05:01, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0264, loss_cls: 0.1388, acc: 94.7285, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4161 2022-05-13 17:06:30,948 - mmdet - INFO - Epoch [108][700/3992] lr: 1.000e-06, eta: 2 days, 3:04:37, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0222, loss_cls: 0.1377, acc: 94.9453, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4080 2022-05-13 17:06:56,204 - mmdet - INFO - Epoch [108][750/3992] lr: 1.000e-06, eta: 2 days, 3:04:12, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0232, loss_cls: 0.1459, acc: 94.5527, loss_bbox: 0.2435, loss_mask: 0.0000, loss: 0.4238 2022-05-13 17:07:21,130 - mmdet - INFO - Epoch [108][800/3992] lr: 1.000e-06, eta: 2 days, 3:03:48, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0235, loss_cls: 0.1371, acc: 95.0078, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4098 2022-05-13 17:07:45,414 - mmdet - INFO - Epoch [108][850/3992] lr: 1.000e-06, eta: 2 days, 3:03:22, time: 0.486, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0305, loss_cls: 0.1592, acc: 94.0078, loss_bbox: 0.2759, loss_mask: 0.0000, loss: 0.4816 2022-05-13 17:08:10,000 - mmdet - INFO - Epoch [108][900/3992] lr: 1.000e-06, eta: 2 days, 3:02:57, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0292, loss_cls: 0.1526, acc: 94.1562, loss_bbox: 0.2536, loss_mask: 0.0000, loss: 0.4554 2022-05-13 17:08:35,036 - mmdet - INFO - Epoch [108][950/3992] lr: 1.000e-06, eta: 2 days, 3:02:33, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0250, loss_cls: 0.1485, acc: 94.6953, loss_bbox: 0.2452, loss_mask: 0.0000, loss: 0.4339 2022-05-13 17:09:01,950 - mmdet - INFO - Epoch [108][1000/3992] lr: 1.000e-06, eta: 2 days, 3:02:10, time: 0.538, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0238, loss_cls: 0.1356, acc: 94.8281, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4114 2022-05-13 17:09:27,080 - mmdet - INFO - Epoch [108][1050/3992] lr: 1.000e-06, eta: 2 days, 3:01:45, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0262, loss_cls: 0.1488, acc: 94.4121, loss_bbox: 0.2631, loss_mask: 0.0000, loss: 0.4524 2022-05-13 17:09:52,315 - mmdet - INFO - Epoch [108][1100/3992] lr: 1.000e-06, eta: 2 days, 3:01:21, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0255, loss_cls: 0.1429, acc: 94.8008, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4192 2022-05-13 17:10:17,450 - mmdet - INFO - Epoch [108][1150/3992] lr: 1.000e-06, eta: 2 days, 3:00:56, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0244, loss_cls: 0.1327, acc: 95.1738, loss_bbox: 0.2169, loss_mask: 0.0000, loss: 0.3874 2022-05-13 17:10:43,292 - mmdet - INFO - Epoch [108][1200/3992] lr: 1.000e-06, eta: 2 days, 3:00:32, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0236, loss_cls: 0.1271, acc: 95.1113, loss_bbox: 0.2245, loss_mask: 0.0000, loss: 0.3863 2022-05-13 17:11:09,322 - mmdet - INFO - Epoch [108][1250/3992] lr: 1.000e-06, eta: 2 days, 3:00:09, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0334, loss_cls: 0.1508, acc: 94.3906, loss_bbox: 0.2618, loss_mask: 0.0000, loss: 0.4597 2022-05-13 17:11:34,236 - mmdet - INFO - Epoch [108][1300/3992] lr: 1.000e-06, eta: 2 days, 2:59:44, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0164, loss_rpn_bbox: 0.0244, loss_cls: 0.1439, acc: 94.6523, loss_bbox: 0.2439, loss_mask: 0.0000, loss: 0.4287 2022-05-13 17:11:59,876 - mmdet - INFO - Epoch [108][1350/3992] lr: 1.000e-06, eta: 2 days, 2:59:20, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0246, loss_cls: 0.1444, acc: 94.6602, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4197 2022-05-13 17:12:24,500 - mmdet - INFO - Epoch [108][1400/3992] lr: 1.000e-06, eta: 2 days, 2:58:55, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0256, loss_cls: 0.1357, acc: 94.9531, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.4038 2022-05-13 17:12:48,951 - mmdet - INFO - Epoch [108][1450/3992] lr: 1.000e-06, eta: 2 days, 2:58:30, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0242, loss_cls: 0.1295, acc: 95.2715, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3845 2022-05-13 17:13:13,418 - mmdet - INFO - Epoch [108][1500/3992] lr: 1.000e-06, eta: 2 days, 2:58:05, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0198, loss_cls: 0.1201, acc: 95.5078, loss_bbox: 0.1968, loss_mask: 0.0000, loss: 0.3522 2022-05-13 17:13:38,066 - mmdet - INFO - Epoch [108][1550/3992] lr: 1.000e-06, eta: 2 days, 2:57:40, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0284, loss_cls: 0.1470, acc: 94.5586, loss_bbox: 0.2419, loss_mask: 0.0000, loss: 0.4346 2022-05-13 17:14:03,175 - mmdet - INFO - Epoch [108][1600/3992] lr: 1.000e-06, eta: 2 days, 2:57:15, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0165, loss_rpn_bbox: 0.0254, loss_cls: 0.1488, acc: 94.5273, loss_bbox: 0.2482, loss_mask: 0.0000, loss: 0.4389 2022-05-13 17:14:28,630 - mmdet - INFO - Epoch [108][1650/3992] lr: 1.000e-06, eta: 2 days, 2:56:51, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0269, loss_cls: 0.1507, acc: 94.4629, loss_bbox: 0.2582, loss_mask: 0.0000, loss: 0.4502 2022-05-13 17:14:54,144 - mmdet - INFO - Epoch [108][1700/3992] lr: 1.000e-06, eta: 2 days, 2:56:27, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0241, loss_cls: 0.1402, acc: 94.7949, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4275 2022-05-13 17:15:18,759 - mmdet - INFO - Epoch [108][1750/3992] lr: 1.000e-06, eta: 2 days, 2:56:02, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0242, loss_cls: 0.1246, acc: 95.1660, loss_bbox: 0.2151, loss_mask: 0.0000, loss: 0.3783 2022-05-13 17:15:44,003 - mmdet - INFO - Epoch [108][1800/3992] lr: 1.000e-06, eta: 2 days, 2:55:37, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0258, loss_cls: 0.1380, acc: 94.9746, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4101 2022-05-13 17:16:09,211 - mmdet - INFO - Epoch [108][1850/3992] lr: 1.000e-06, eta: 2 days, 2:55:13, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0255, loss_cls: 0.1459, acc: 94.5449, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4335 2022-05-13 17:16:33,610 - mmdet - INFO - Epoch [108][1900/3992] lr: 1.000e-06, eta: 2 days, 2:54:48, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0237, loss_cls: 0.1365, acc: 94.8574, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4035 2022-05-13 17:16:58,274 - mmdet - INFO - Epoch [108][1950/3992] lr: 1.000e-06, eta: 2 days, 2:54:23, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0224, loss_cls: 0.1310, acc: 95.1855, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3927 2022-05-13 17:17:22,661 - mmdet - INFO - Epoch [108][2000/3992] lr: 1.000e-06, eta: 2 days, 2:53:57, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0247, loss_cls: 0.1251, acc: 95.2500, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3729 2022-05-13 17:17:47,319 - mmdet - INFO - Epoch [108][2050/3992] lr: 1.000e-06, eta: 2 days, 2:53:32, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0266, loss_cls: 0.1349, acc: 94.8027, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.4064 2022-05-13 17:18:12,464 - mmdet - INFO - Epoch [108][2100/3992] lr: 1.000e-06, eta: 2 days, 2:53:08, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0213, loss_cls: 0.1281, acc: 95.3164, loss_bbox: 0.2099, loss_mask: 0.0000, loss: 0.3713 2022-05-13 17:18:37,803 - mmdet - INFO - Epoch [108][2150/3992] lr: 1.000e-06, eta: 2 days, 2:52:44, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0254, loss_cls: 0.1499, acc: 94.5645, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4356 2022-05-13 17:19:04,759 - mmdet - INFO - Epoch [108][2200/3992] lr: 1.000e-06, eta: 2 days, 2:52:21, time: 0.539, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0260, loss_cls: 0.1403, acc: 94.8223, loss_bbox: 0.2306, loss_mask: 0.0000, loss: 0.4104 2022-05-13 17:19:29,906 - mmdet - INFO - Epoch [108][2250/3992] lr: 1.000e-06, eta: 2 days, 2:51:56, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0197, loss_rpn_bbox: 0.0233, loss_cls: 0.1290, acc: 95.1953, loss_bbox: 0.2146, loss_mask: 0.0000, loss: 0.3865 2022-05-13 17:19:56,000 - mmdet - INFO - Epoch [108][2300/3992] lr: 1.000e-06, eta: 2 days, 2:51:32, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0263, loss_cls: 0.1517, acc: 94.4297, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4539 2022-05-13 17:20:21,478 - mmdet - INFO - Epoch [108][2350/3992] lr: 1.000e-06, eta: 2 days, 2:51:08, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0265, loss_cls: 0.1643, acc: 94.1738, loss_bbox: 0.2440, loss_mask: 0.0000, loss: 0.4479 2022-05-13 17:20:46,782 - mmdet - INFO - Epoch [108][2400/3992] lr: 1.000e-06, eta: 2 days, 2:50:44, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0201, loss_rpn_bbox: 0.0286, loss_cls: 0.1546, acc: 94.4219, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4495 2022-05-13 17:21:12,272 - mmdet - INFO - Epoch [108][2450/3992] lr: 1.000e-06, eta: 2 days, 2:50:20, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0252, loss_cls: 0.1422, acc: 94.6367, loss_bbox: 0.2509, loss_mask: 0.0000, loss: 0.4289 2022-05-13 17:21:37,630 - mmdet - INFO - Epoch [108][2500/3992] lr: 1.000e-06, eta: 2 days, 2:49:55, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0285, loss_cls: 0.1404, acc: 94.8340, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4206 2022-05-13 17:22:01,850 - mmdet - INFO - Epoch [108][2550/3992] lr: 1.000e-06, eta: 2 days, 2:49:30, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0224, loss_cls: 0.1297, acc: 95.3516, loss_bbox: 0.2197, loss_mask: 0.0000, loss: 0.3868 2022-05-13 17:22:27,059 - mmdet - INFO - Epoch [108][2600/3992] lr: 1.000e-06, eta: 2 days, 2:49:05, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0253, loss_cls: 0.1402, acc: 94.8945, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4155 2022-05-13 17:22:52,520 - mmdet - INFO - Epoch [108][2650/3992] lr: 1.000e-06, eta: 2 days, 2:48:41, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0202, loss_cls: 0.1226, acc: 95.4746, loss_bbox: 0.2110, loss_mask: 0.0000, loss: 0.3655 2022-05-13 17:23:17,829 - mmdet - INFO - Epoch [108][2700/3992] lr: 1.000e-06, eta: 2 days, 2:48:17, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0261, loss_cls: 0.1478, acc: 94.2832, loss_bbox: 0.2596, loss_mask: 0.0000, loss: 0.4476 2022-05-13 17:23:42,259 - mmdet - INFO - Epoch [108][2750/3992] lr: 1.000e-06, eta: 2 days, 2:47:52, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0244, loss_cls: 0.1476, acc: 94.5137, loss_bbox: 0.2545, loss_mask: 0.0000, loss: 0.4374 2022-05-13 17:24:07,034 - mmdet - INFO - Epoch [108][2800/3992] lr: 1.000e-06, eta: 2 days, 2:47:27, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0179, loss_rpn_bbox: 0.0271, loss_cls: 0.1511, acc: 94.5000, loss_bbox: 0.2568, loss_mask: 0.0000, loss: 0.4530 2022-05-13 17:24:33,190 - mmdet - INFO - Epoch [108][2850/3992] lr: 1.000e-06, eta: 2 days, 2:47:03, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0281, loss_cls: 0.1431, acc: 94.6719, loss_bbox: 0.2456, loss_mask: 0.0000, loss: 0.4303 2022-05-13 17:24:58,914 - mmdet - INFO - Epoch [108][2900/3992] lr: 1.000e-06, eta: 2 days, 2:46:39, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0218, loss_cls: 0.1350, acc: 94.9219, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.3950 2022-05-13 17:25:24,050 - mmdet - INFO - Epoch [108][2950/3992] lr: 1.000e-06, eta: 2 days, 2:46:15, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0243, loss_cls: 0.1406, acc: 94.7734, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4145 2022-05-13 17:25:50,020 - mmdet - INFO - Epoch [108][3000/3992] lr: 1.000e-06, eta: 2 days, 2:45:51, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0264, loss_cls: 0.1265, acc: 95.2148, loss_bbox: 0.2327, loss_mask: 0.0000, loss: 0.4019 2022-05-13 17:26:15,252 - mmdet - INFO - Epoch [108][3050/3992] lr: 1.000e-06, eta: 2 days, 2:45:26, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0256, loss_cls: 0.1405, acc: 94.6211, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4286 2022-05-13 17:26:39,417 - mmdet - INFO - Epoch [108][3100/3992] lr: 1.000e-06, eta: 2 days, 2:45:01, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0258, loss_cls: 0.1445, acc: 94.3984, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4233 2022-05-13 17:27:04,087 - mmdet - INFO - Epoch [108][3150/3992] lr: 1.000e-06, eta: 2 days, 2:44:36, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0257, loss_cls: 0.1448, acc: 94.7754, loss_bbox: 0.2326, loss_mask: 0.0000, loss: 0.4183 2022-05-13 17:27:28,797 - mmdet - INFO - Epoch [108][3200/3992] lr: 1.000e-06, eta: 2 days, 2:44:11, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0258, loss_cls: 0.1342, acc: 94.8398, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4113 2022-05-13 17:27:53,733 - mmdet - INFO - Epoch [108][3250/3992] lr: 1.000e-06, eta: 2 days, 2:43:46, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0222, loss_cls: 0.1184, acc: 95.4629, loss_bbox: 0.2159, loss_mask: 0.0000, loss: 0.3671 2022-05-13 17:28:19,397 - mmdet - INFO - Epoch [108][3300/3992] lr: 1.000e-06, eta: 2 days, 2:43:22, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0215, loss_cls: 0.1425, acc: 94.8789, loss_bbox: 0.2254, loss_mask: 0.0000, loss: 0.4000 2022-05-13 17:28:44,371 - mmdet - INFO - Epoch [108][3350/3992] lr: 1.000e-06, eta: 2 days, 2:42:58, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0250, loss_cls: 0.1486, acc: 94.3691, loss_bbox: 0.2402, loss_mask: 0.0000, loss: 0.4308 2022-05-13 17:29:10,326 - mmdet - INFO - Epoch [108][3400/3992] lr: 1.000e-06, eta: 2 days, 2:42:34, time: 0.519, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0313, loss_cls: 0.1718, acc: 93.6660, loss_bbox: 0.2833, loss_mask: 0.0000, loss: 0.5026 2022-05-13 17:29:34,894 - mmdet - INFO - Epoch [108][3450/3992] lr: 1.000e-06, eta: 2 days, 2:42:09, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0247, loss_cls: 0.1221, acc: 95.3984, loss_bbox: 0.2177, loss_mask: 0.0000, loss: 0.3758 2022-05-13 17:29:59,497 - mmdet - INFO - Epoch [108][3500/3992] lr: 1.000e-06, eta: 2 days, 2:41:44, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0278, loss_cls: 0.1565, acc: 94.2871, loss_bbox: 0.2632, loss_mask: 0.0000, loss: 0.4623 2022-05-13 17:30:24,768 - mmdet - INFO - Epoch [108][3550/3992] lr: 1.000e-06, eta: 2 days, 2:41:19, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0248, loss_cls: 0.1346, acc: 94.8066, loss_bbox: 0.2347, loss_mask: 0.0000, loss: 0.4045 2022-05-13 17:30:49,498 - mmdet - INFO - Epoch [108][3600/3992] lr: 1.000e-06, eta: 2 days, 2:40:54, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0277, loss_cls: 0.1453, acc: 94.6680, loss_bbox: 0.2510, loss_mask: 0.0000, loss: 0.4381 2022-05-13 17:31:14,403 - mmdet - INFO - Epoch [108][3650/3992] lr: 1.000e-06, eta: 2 days, 2:40:30, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0207, loss_cls: 0.1324, acc: 95.1602, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4005 2022-05-13 17:31:39,229 - mmdet - INFO - Epoch [108][3700/3992] lr: 1.000e-06, eta: 2 days, 2:40:05, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0239, loss_cls: 0.1342, acc: 95.0898, loss_bbox: 0.2173, loss_mask: 0.0000, loss: 0.3851 2022-05-13 17:32:03,764 - mmdet - INFO - Epoch [108][3750/3992] lr: 1.000e-06, eta: 2 days, 2:39:40, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0254, loss_cls: 0.1302, acc: 95.1465, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.3985 2022-05-13 17:32:28,954 - mmdet - INFO - Epoch [108][3800/3992] lr: 1.000e-06, eta: 2 days, 2:39:15, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0260, loss_cls: 0.1266, acc: 95.2246, loss_bbox: 0.2343, loss_mask: 0.0000, loss: 0.4011 2022-05-13 17:32:52,893 - mmdet - INFO - Epoch [108][3850/3992] lr: 1.000e-06, eta: 2 days, 2:38:50, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0235, loss_cls: 0.1450, acc: 94.7090, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4235 2022-05-13 17:33:16,799 - mmdet - INFO - Epoch [108][3900/3992] lr: 1.000e-06, eta: 2 days, 2:38:24, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0301, loss_cls: 0.1601, acc: 94.2656, loss_bbox: 0.2735, loss_mask: 0.0000, loss: 0.4762 2022-05-13 17:33:42,295 - mmdet - INFO - Epoch [108][3950/3992] lr: 1.000e-06, eta: 2 days, 2:38:00, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0257, loss_cls: 0.1487, acc: 94.4238, loss_bbox: 0.2494, loss_mask: 0.0000, loss: 0.4348 2022-05-13 17:34:04,185 - mmdet - INFO - Saving checkpoint at 108 epochs 2022-05-13 17:39:39,786 - mmdet - INFO - Evaluating bbox... 2022-05-13 17:39:54,369 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.225 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.045 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.159 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.105 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 17:39:54,374 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.115 | table | 0.257 | desk | 0.098 | | sofa_chair | 0.484 | pillow | 0.058 | box | 0.021 | | garbage_bin | 0.349 | cabinet | 0.043 | drawer | 0.057 | | shelf | 0.105 | kitchen_counter | 0.168 | kitchen_cabinet | 0.199 | | cpu | 0.027 | bench | 0.164 | file_cabinet | 0.086 | | whiteboard | 0.146 | lamp | 0.172 | endtable | 0.136 | | bookshelf | 0.223 | coffee_table | 0.196 | dresser | 0.173 | | paper | 0.009 | printer | 0.212 | monitor | 0.222 | | back_pack | 0.074 | night_stand | 0.298 | door | 0.074 | | picture | 0.044 | ottoman | 0.182 | stool | 0.229 | | outlet | 0.000 | towel | 0.074 | tray | 0.011 | | bag | 0.013 | stove | 0.110 | bathtub | 0.436 | | scanner | 0.200 | cubby | 0.024 | mirror | 0.026 | | bottle | 0.004 | rack | 0.020 | cup | 0.080 | | thermos | 0.016 | island | 0.089 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.182 | | cart | 0.096 | tv_stand | 0.126 | poster | 0.002 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.420 | plant | 0.037 | bed | 0.607 | | dining_table | 0.006 | toilet | 0.541 | tv | 0.261 | | laptop | 0.111 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.027 | microwave | 0.249 | | oven | 0.017 | paper_towel_dispenser | 0.230 | sink | 0.166 | | fridge | 0.168 | book | 0.007 | clock | 0.073 | | vase | 0.037 | fire_extinguisher | 0.009 | blinds | 0.019 | | podium | 0.200 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:39:54,377 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.219 | table | 0.456 | desk | 0.206 | | sofa_chair | 0.676 | pillow | 0.143 | box | 0.051 | | garbage_bin | 0.607 | cabinet | 0.086 | drawer | 0.089 | | shelf | 0.216 | kitchen_counter | 0.296 | kitchen_cabinet | 0.319 | | cpu | 0.073 | bench | 0.309 | file_cabinet | 0.119 | | whiteboard | 0.231 | lamp | 0.373 | endtable | 0.255 | | bookshelf | 0.407 | coffee_table | 0.372 | dresser | 0.262 | | paper | 0.025 | printer | 0.360 | monitor | 0.536 | | back_pack | 0.147 | night_stand | 0.526 | door | 0.114 | | picture | 0.076 | ottoman | 0.263 | stool | 0.424 | | outlet | 0.000 | towel | 0.114 | tray | 0.034 | | bag | 0.018 | stove | 0.199 | bathtub | 0.683 | | scanner | 0.308 | cubby | 0.037 | mirror | 0.052 | | bottle | 0.007 | rack | 0.029 | cup | 0.189 | | thermos | 0.152 | island | 0.125 | counter | 0.038 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.312 | | cart | 0.148 | tv_stand | 0.243 | poster | 0.007 | | soap_dispenser | 0.016 | toy | nan | chair | 0.682 | | sofa | 0.614 | plant | 0.096 | bed | 0.876 | | dining_table | 0.011 | toilet | 0.863 | tv | 0.456 | | laptop | 0.232 | mouse | 0.107 | basket | 0.000 | | keyboard | 0.246 | telephone | 0.069 | microwave | 0.468 | | oven | 0.036 | paper_towel_dispenser | 0.378 | sink | 0.499 | | fridge | 0.317 | book | 0.022 | clock | 0.120 | | vase | 0.079 | fire_extinguisher | 0.075 | blinds | 0.044 | | podium | 0.277 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:39:54,381 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.256 | desk | 0.088 | | sofa_chair | 0.564 | pillow | 0.037 | box | 0.016 | | garbage_bin | 0.370 | cabinet | 0.040 | drawer | 0.062 | | shelf | 0.098 | kitchen_counter | 0.165 | kitchen_cabinet | 0.205 | | cpu | 0.007 | bench | 0.145 | file_cabinet | 0.117 | | whiteboard | 0.155 | lamp | 0.137 | endtable | 0.106 | | bookshelf | 0.220 | coffee_table | 0.163 | dresser | 0.195 | | paper | 0.003 | printer | 0.212 | monitor | 0.144 | | back_pack | 0.042 | night_stand | 0.304 | door | 0.100 | | picture | 0.049 | ottoman | 0.225 | stool | 0.254 | | outlet | 0.000 | towel | 0.074 | tray | 0.011 | | bag | 0.017 | stove | 0.104 | bathtub | 0.488 | | scanner | 0.181 | cubby | 0.026 | mirror | 0.014 | | bottle | 0.006 | rack | 0.022 | cup | 0.046 | | thermos | 0.000 | island | 0.104 | counter | 0.037 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.161 | | cart | 0.096 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.299 | | sofa | 0.464 | plant | 0.025 | bed | 0.695 | | dining_table | 0.002 | toilet | 0.588 | tv | 0.267 | | laptop | 0.095 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.028 | telephone | 0.011 | microwave | 0.237 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.072 | | fridge | 0.130 | book | 0.003 | clock | 0.103 | | vase | 0.023 | fire_extinguisher | 0.000 | blinds | 0.008 | | podium | 0.277 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:39:54,381 - mmdet - INFO - Evaluating segm... 2022-05-13 17:40:11,055 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 17:40:11,059 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:40:11,063 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:40:11,066 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 17:40:11,362 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 17:40:11,362 - mmdet - INFO - Epoch(val) [108][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2250, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0450, bbox_mAP_l: 0.1590, bbox_mAP_copypaste: 0.126 0.225 0.124 0.005 0.045 0.159, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 17:40:38,188 - mmdet - INFO - Epoch [109][50/3992] lr: 1.000e-06, eta: 2 days, 2:36:58, time: 0.536, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0284, loss_cls: 0.1472, acc: 94.3828, loss_bbox: 0.2547, loss_mask: 0.0000, loss: 0.4419 2022-05-13 17:41:03,981 - mmdet - INFO - Epoch [109][100/3992] lr: 1.000e-06, eta: 2 days, 2:36:34, time: 0.516, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0288, loss_cls: 0.1598, acc: 94.0117, loss_bbox: 0.2655, loss_mask: 0.0000, loss: 0.4697 2022-05-13 17:41:28,148 - mmdet - INFO - Epoch [109][150/3992] lr: 1.000e-06, eta: 2 days, 2:36:09, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0229, loss_cls: 0.1372, acc: 95.0273, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3932 2022-05-13 17:41:52,765 - mmdet - INFO - Epoch [109][200/3992] lr: 1.000e-06, eta: 2 days, 2:35:44, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0250, loss_cls: 0.1337, acc: 95.0234, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3958 2022-05-13 17:42:16,949 - mmdet - INFO - Epoch [109][250/3992] lr: 1.000e-06, eta: 2 days, 2:35:19, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0242, loss_cls: 0.1307, acc: 95.1055, loss_bbox: 0.2186, loss_mask: 0.0000, loss: 0.3869 2022-05-13 17:42:41,613 - mmdet - INFO - Epoch [109][300/3992] lr: 1.000e-06, eta: 2 days, 2:34:54, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0262, loss_cls: 0.1480, acc: 94.5469, loss_bbox: 0.2408, loss_mask: 0.0000, loss: 0.4305 2022-05-13 17:43:07,002 - mmdet - INFO - Epoch [109][350/3992] lr: 1.000e-06, eta: 2 days, 2:34:29, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0236, loss_cls: 0.1298, acc: 95.1875, loss_bbox: 0.2241, loss_mask: 0.0000, loss: 0.3930 2022-05-13 17:43:31,768 - mmdet - INFO - Epoch [109][400/3992] lr: 1.000e-06, eta: 2 days, 2:34:04, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0231, loss_cls: 0.1345, acc: 95.0898, loss_bbox: 0.2329, loss_mask: 0.0000, loss: 0.4025 2022-05-13 17:43:56,289 - mmdet - INFO - Epoch [109][450/3992] lr: 1.000e-06, eta: 2 days, 2:33:39, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0219, loss_cls: 0.1244, acc: 95.2148, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3825 2022-05-13 17:44:21,367 - mmdet - INFO - Epoch [109][500/3992] lr: 1.000e-06, eta: 2 days, 2:33:15, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0235, loss_cls: 0.1431, acc: 94.4805, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4326 2022-05-13 17:44:46,723 - mmdet - INFO - Epoch [109][550/3992] lr: 1.000e-06, eta: 2 days, 2:32:51, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0302, loss_cls: 0.1518, acc: 94.4883, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4501 2022-05-13 17:45:12,534 - mmdet - INFO - Epoch [109][600/3992] lr: 1.000e-06, eta: 2 days, 2:32:27, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0248, loss_cls: 0.1393, acc: 94.8027, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.4132 2022-05-13 17:45:37,715 - mmdet - INFO - Epoch [109][650/3992] lr: 1.000e-06, eta: 2 days, 2:32:02, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0213, loss_rpn_bbox: 0.0275, loss_cls: 0.1528, acc: 94.4824, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4393 2022-05-13 17:46:02,287 - mmdet - INFO - Epoch [109][700/3992] lr: 1.000e-06, eta: 2 days, 2:31:37, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0237, loss_cls: 0.1278, acc: 95.2070, loss_bbox: 0.2303, loss_mask: 0.0000, loss: 0.3923 2022-05-13 17:46:27,672 - mmdet - INFO - Epoch [109][750/3992] lr: 1.000e-06, eta: 2 days, 2:31:13, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0277, loss_cls: 0.1591, acc: 94.2285, loss_bbox: 0.2612, loss_mask: 0.0000, loss: 0.4605 2022-05-13 17:46:52,565 - mmdet - INFO - Epoch [109][800/3992] lr: 1.000e-06, eta: 2 days, 2:30:48, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0233, loss_cls: 0.1338, acc: 95.1094, loss_bbox: 0.2210, loss_mask: 0.0000, loss: 0.3893 2022-05-13 17:47:18,290 - mmdet - INFO - Epoch [109][850/3992] lr: 1.000e-06, eta: 2 days, 2:30:24, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0283, loss_cls: 0.1448, acc: 94.6992, loss_bbox: 0.2394, loss_mask: 0.0000, loss: 0.4263 2022-05-13 17:47:43,958 - mmdet - INFO - Epoch [109][900/3992] lr: 1.000e-06, eta: 2 days, 2:30:00, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0259, loss_cls: 0.1402, acc: 94.8086, loss_bbox: 0.2453, loss_mask: 0.0000, loss: 0.4210 2022-05-13 17:48:08,352 - mmdet - INFO - Epoch [109][950/3992] lr: 1.000e-06, eta: 2 days, 2:29:35, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0213, loss_cls: 0.1238, acc: 95.5176, loss_bbox: 0.2120, loss_mask: 0.0000, loss: 0.3684 2022-05-13 17:48:33,416 - mmdet - INFO - Epoch [109][1000/3992] lr: 1.000e-06, eta: 2 days, 2:29:10, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0216, loss_rpn_bbox: 0.0246, loss_cls: 0.1413, acc: 94.9453, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.4103 2022-05-13 17:48:58,462 - mmdet - INFO - Epoch [109][1050/3992] lr: 1.000e-06, eta: 2 days, 2:28:45, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0236, loss_cls: 0.1379, acc: 94.5586, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4227 2022-05-13 17:49:23,475 - mmdet - INFO - Epoch [109][1100/3992] lr: 1.000e-06, eta: 2 days, 2:28:21, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0221, loss_cls: 0.1359, acc: 94.7734, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4056 2022-05-13 17:49:49,143 - mmdet - INFO - Epoch [109][1150/3992] lr: 1.000e-06, eta: 2 days, 2:27:57, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0236, loss_cls: 0.1300, acc: 95.0957, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.3989 2022-05-13 17:50:15,569 - mmdet - INFO - Epoch [109][1200/3992] lr: 1.000e-06, eta: 2 days, 2:27:33, time: 0.529, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0267, loss_cls: 0.1421, acc: 94.5547, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4295 2022-05-13 17:50:40,532 - mmdet - INFO - Epoch [109][1250/3992] lr: 1.000e-06, eta: 2 days, 2:27:09, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0248, loss_cls: 0.1336, acc: 94.8340, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4160 2022-05-13 17:51:05,609 - mmdet - INFO - Epoch [109][1300/3992] lr: 1.000e-06, eta: 2 days, 2:26:44, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0243, loss_cls: 0.1380, acc: 94.6621, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.4016 2022-05-13 17:51:31,583 - mmdet - INFO - Epoch [109][1350/3992] lr: 1.000e-06, eta: 2 days, 2:26:20, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0263, loss_cls: 0.1366, acc: 94.8301, loss_bbox: 0.2369, loss_mask: 0.0000, loss: 0.4114 2022-05-13 17:51:56,993 - mmdet - INFO - Epoch [109][1400/3992] lr: 1.000e-06, eta: 2 days, 2:25:56, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0251, loss_cls: 0.1308, acc: 94.9355, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4115 2022-05-13 17:52:21,829 - mmdet - INFO - Epoch [109][1450/3992] lr: 1.000e-06, eta: 2 days, 2:25:31, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0243, loss_cls: 0.1251, acc: 95.2793, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.3887 2022-05-13 17:52:46,767 - mmdet - INFO - Epoch [109][1500/3992] lr: 1.000e-06, eta: 2 days, 2:25:06, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0252, loss_cls: 0.1381, acc: 94.9121, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4235 2022-05-13 17:53:11,018 - mmdet - INFO - Epoch [109][1550/3992] lr: 1.000e-06, eta: 2 days, 2:24:41, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0223, loss_cls: 0.1340, acc: 94.9062, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4026 2022-05-13 17:53:35,367 - mmdet - INFO - Epoch [109][1600/3992] lr: 1.000e-06, eta: 2 days, 2:24:16, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0257, loss_cls: 0.1461, acc: 94.5801, loss_bbox: 0.2447, loss_mask: 0.0000, loss: 0.4277 2022-05-13 17:54:00,715 - mmdet - INFO - Epoch [109][1650/3992] lr: 1.000e-06, eta: 2 days, 2:23:52, time: 0.507, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0246, loss_cls: 0.1199, acc: 95.5879, loss_bbox: 0.2093, loss_mask: 0.0000, loss: 0.3675 2022-05-13 17:54:24,995 - mmdet - INFO - Epoch [109][1700/3992] lr: 1.000e-06, eta: 2 days, 2:23:26, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0230, loss_cls: 0.1367, acc: 95.1230, loss_bbox: 0.2227, loss_mask: 0.0000, loss: 0.3946 2022-05-13 17:54:49,486 - mmdet - INFO - Epoch [109][1750/3992] lr: 1.000e-06, eta: 2 days, 2:23:01, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0271, loss_cls: 0.1529, acc: 94.2344, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4411 2022-05-13 17:55:14,247 - mmdet - INFO - Epoch [109][1800/3992] lr: 1.000e-06, eta: 2 days, 2:22:36, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0224, loss_cls: 0.1331, acc: 94.9219, loss_bbox: 0.2283, loss_mask: 0.0000, loss: 0.3933 2022-05-13 17:55:39,703 - mmdet - INFO - Epoch [109][1850/3992] lr: 1.000e-06, eta: 2 days, 2:22:12, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0265, loss_cls: 0.1390, acc: 94.7441, loss_bbox: 0.2335, loss_mask: 0.0000, loss: 0.4115 2022-05-13 17:56:06,074 - mmdet - INFO - Epoch [109][1900/3992] lr: 1.000e-06, eta: 2 days, 2:21:49, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0287, loss_cls: 0.1447, acc: 94.5312, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4291 2022-05-13 17:56:31,070 - mmdet - INFO - Epoch [109][1950/3992] lr: 1.000e-06, eta: 2 days, 2:21:24, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0261, loss_cls: 0.1496, acc: 94.6973, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4317 2022-05-13 17:56:56,282 - mmdet - INFO - Epoch [109][2000/3992] lr: 1.000e-06, eta: 2 days, 2:20:59, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0196, loss_rpn_bbox: 0.0288, loss_cls: 0.1527, acc: 94.2695, loss_bbox: 0.2624, loss_mask: 0.0000, loss: 0.4636 2022-05-13 17:57:21,786 - mmdet - INFO - Epoch [109][2050/3992] lr: 1.000e-06, eta: 2 days, 2:20:35, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0246, loss_cls: 0.1318, acc: 95.1582, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3969 2022-05-13 17:57:46,575 - mmdet - INFO - Epoch [109][2100/3992] lr: 1.000e-06, eta: 2 days, 2:20:10, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0202, loss_rpn_bbox: 0.0245, loss_cls: 0.1392, acc: 95.0000, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.4120 2022-05-13 17:58:12,247 - mmdet - INFO - Epoch [109][2150/3992] lr: 1.000e-06, eta: 2 days, 2:19:46, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0245, loss_cls: 0.1482, acc: 94.8359, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4274 2022-05-13 17:58:37,486 - mmdet - INFO - Epoch [109][2200/3992] lr: 1.000e-06, eta: 2 days, 2:19:22, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0256, loss_cls: 0.1442, acc: 94.8789, loss_bbox: 0.2189, loss_mask: 0.0000, loss: 0.4050 2022-05-13 17:59:03,030 - mmdet - INFO - Epoch [109][2250/3992] lr: 1.000e-06, eta: 2 days, 2:18:58, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0283, loss_cls: 0.1595, acc: 94.1270, loss_bbox: 0.2703, loss_mask: 0.0000, loss: 0.4726 2022-05-13 17:59:28,113 - mmdet - INFO - Epoch [109][2300/3992] lr: 1.000e-06, eta: 2 days, 2:18:33, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0261, loss_cls: 0.1406, acc: 94.8184, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4211 2022-05-13 17:59:53,670 - mmdet - INFO - Epoch [109][2350/3992] lr: 1.000e-06, eta: 2 days, 2:18:09, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0239, loss_cls: 0.1394, acc: 94.6992, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4165 2022-05-13 18:00:18,449 - mmdet - INFO - Epoch [109][2400/3992] lr: 1.000e-06, eta: 2 days, 2:17:44, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0268, loss_cls: 0.1417, acc: 94.7441, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4266 2022-05-13 18:00:44,009 - mmdet - INFO - Epoch [109][2450/3992] lr: 1.000e-06, eta: 2 days, 2:17:20, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0244, loss_cls: 0.1342, acc: 95.2246, loss_bbox: 0.2125, loss_mask: 0.0000, loss: 0.3850 2022-05-13 18:01:09,435 - mmdet - INFO - Epoch [109][2500/3992] lr: 1.000e-06, eta: 2 days, 2:16:56, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0257, loss_cls: 0.1434, acc: 94.7305, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4300 2022-05-13 18:01:34,955 - mmdet - INFO - Epoch [109][2550/3992] lr: 1.000e-06, eta: 2 days, 2:16:31, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0278, loss_cls: 0.1470, acc: 94.4082, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4465 2022-05-13 18:02:00,563 - mmdet - INFO - Epoch [109][2600/3992] lr: 1.000e-06, eta: 2 days, 2:16:07, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0221, loss_cls: 0.1315, acc: 94.8652, loss_bbox: 0.2352, loss_mask: 0.0000, loss: 0.3980 2022-05-13 18:02:26,173 - mmdet - INFO - Epoch [109][2650/3992] lr: 1.000e-06, eta: 2 days, 2:15:43, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0234, loss_cls: 0.1313, acc: 95.0117, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.3899 2022-05-13 18:02:51,710 - mmdet - INFO - Epoch [109][2700/3992] lr: 1.000e-06, eta: 2 days, 2:15:19, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0285, loss_cls: 0.1404, acc: 94.7754, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4143 2022-05-13 18:03:16,029 - mmdet - INFO - Epoch [109][2750/3992] lr: 1.000e-06, eta: 2 days, 2:14:54, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0225, loss_cls: 0.1350, acc: 95.0898, loss_bbox: 0.2155, loss_mask: 0.0000, loss: 0.3864 2022-05-13 18:03:40,385 - mmdet - INFO - Epoch [109][2800/3992] lr: 1.000e-06, eta: 2 days, 2:14:28, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0234, loss_cls: 0.1337, acc: 95.2148, loss_bbox: 0.2339, loss_mask: 0.0000, loss: 0.4048 2022-05-13 18:04:04,748 - mmdet - INFO - Epoch [109][2850/3992] lr: 1.000e-06, eta: 2 days, 2:14:03, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0238, loss_cls: 0.1319, acc: 95.1914, loss_bbox: 0.2294, loss_mask: 0.0000, loss: 0.3967 2022-05-13 18:04:31,082 - mmdet - INFO - Epoch [109][2900/3992] lr: 1.000e-06, eta: 2 days, 2:13:40, time: 0.527, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0255, loss_cls: 0.1425, acc: 94.5273, loss_bbox: 0.2646, loss_mask: 0.0000, loss: 0.4425 2022-05-13 18:04:55,959 - mmdet - INFO - Epoch [109][2950/3992] lr: 1.000e-06, eta: 2 days, 2:13:15, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0251, loss_cls: 0.1355, acc: 94.7656, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4014 2022-05-13 18:05:20,950 - mmdet - INFO - Epoch [109][3000/3992] lr: 1.000e-06, eta: 2 days, 2:12:50, time: 0.500, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0192, loss_cls: 0.1171, acc: 95.4941, loss_bbox: 0.2049, loss_mask: 0.0000, loss: 0.3544 2022-05-13 18:05:46,123 - mmdet - INFO - Epoch [109][3050/3992] lr: 1.000e-06, eta: 2 days, 2:12:26, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0219, loss_cls: 0.1409, acc: 94.9629, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3988 2022-05-13 18:06:10,550 - mmdet - INFO - Epoch [109][3100/3992] lr: 1.000e-06, eta: 2 days, 2:12:01, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0265, loss_cls: 0.1290, acc: 95.2637, loss_bbox: 0.2250, loss_mask: 0.0000, loss: 0.3909 2022-05-13 18:06:36,521 - mmdet - INFO - Epoch [109][3150/3992] lr: 1.000e-06, eta: 2 days, 2:11:37, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0288, loss_cls: 0.1459, acc: 94.5625, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4428 2022-05-13 18:07:00,172 - mmdet - INFO - Epoch [109][3200/3992] lr: 1.000e-06, eta: 2 days, 2:11:11, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0221, loss_cls: 0.1283, acc: 95.2676, loss_bbox: 0.2196, loss_mask: 0.0000, loss: 0.3837 2022-05-13 18:07:26,275 - mmdet - INFO - Epoch [109][3250/3992] lr: 1.000e-06, eta: 2 days, 2:10:47, time: 0.522, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0278, loss_cls: 0.1597, acc: 94.1094, loss_bbox: 0.2565, loss_mask: 0.0000, loss: 0.4583 2022-05-13 18:07:51,923 - mmdet - INFO - Epoch [109][3300/3992] lr: 1.000e-06, eta: 2 days, 2:10:23, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0281, loss_cls: 0.1455, acc: 94.7285, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4346 2022-05-13 18:08:16,527 - mmdet - INFO - Epoch [109][3350/3992] lr: 1.000e-06, eta: 2 days, 2:09:58, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0233, loss_cls: 0.1243, acc: 95.1699, loss_bbox: 0.2146, loss_mask: 0.0000, loss: 0.3758 2022-05-13 18:08:42,398 - mmdet - INFO - Epoch [109][3400/3992] lr: 1.000e-06, eta: 2 days, 2:09:34, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0272, loss_cls: 0.1388, acc: 94.8594, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4185 2022-05-13 18:09:08,787 - mmdet - INFO - Epoch [109][3450/3992] lr: 1.000e-06, eta: 2 days, 2:09:11, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0252, loss_cls: 0.1422, acc: 94.7441, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4288 2022-05-13 18:09:33,951 - mmdet - INFO - Epoch [109][3500/3992] lr: 1.000e-06, eta: 2 days, 2:08:46, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0262, loss_cls: 0.1500, acc: 94.4297, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4356 2022-05-13 18:09:58,804 - mmdet - INFO - Epoch [109][3550/3992] lr: 1.000e-06, eta: 2 days, 2:08:21, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0275, loss_cls: 0.1355, acc: 94.8066, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4131 2022-05-13 18:10:24,345 - mmdet - INFO - Epoch [109][3600/3992] lr: 1.000e-06, eta: 2 days, 2:07:57, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0291, loss_cls: 0.1540, acc: 94.5039, loss_bbox: 0.2429, loss_mask: 0.0000, loss: 0.4405 2022-05-13 18:10:49,788 - mmdet - INFO - Epoch [109][3650/3992] lr: 1.000e-06, eta: 2 days, 2:07:33, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0187, loss_rpn_bbox: 0.0301, loss_cls: 0.1600, acc: 94.0117, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4717 2022-05-13 18:11:15,246 - mmdet - INFO - Epoch [109][3700/3992] lr: 1.000e-06, eta: 2 days, 2:07:09, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0216, loss_cls: 0.1329, acc: 95.2090, loss_bbox: 0.2229, loss_mask: 0.0000, loss: 0.3916 2022-05-13 18:11:40,836 - mmdet - INFO - Epoch [109][3750/3992] lr: 1.000e-06, eta: 2 days, 2:06:44, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0281, loss_cls: 0.1428, acc: 94.7109, loss_bbox: 0.2417, loss_mask: 0.0000, loss: 0.4250 2022-05-13 18:12:06,731 - mmdet - INFO - Epoch [109][3800/3992] lr: 1.000e-06, eta: 2 days, 2:06:21, time: 0.518, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0268, loss_cls: 0.1381, acc: 94.6797, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4137 2022-05-13 18:12:31,805 - mmdet - INFO - Epoch [109][3850/3992] lr: 1.000e-06, eta: 2 days, 2:05:56, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0267, loss_cls: 0.1469, acc: 94.5078, loss_bbox: 0.2459, loss_mask: 0.0000, loss: 0.4323 2022-05-13 18:12:57,003 - mmdet - INFO - Epoch [109][3900/3992] lr: 1.000e-06, eta: 2 days, 2:05:31, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0246, loss_cls: 0.1488, acc: 94.4980, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4365 2022-05-13 18:13:22,632 - mmdet - INFO - Epoch [109][3950/3992] lr: 1.000e-06, eta: 2 days, 2:05:07, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0271, loss_cls: 0.1514, acc: 94.1738, loss_bbox: 0.2599, loss_mask: 0.0000, loss: 0.4520 2022-05-13 18:13:43,784 - mmdet - INFO - Saving checkpoint at 109 epochs 2022-05-13 18:19:18,158 - mmdet - INFO - Evaluating bbox... 2022-05-13 18:19:34,032 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.026 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.100 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.293 2022-05-13 18:19:34,036 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.112 | table | 0.256 | desk | 0.097 | | sofa_chair | 0.483 | pillow | 0.056 | box | 0.022 | | garbage_bin | 0.348 | cabinet | 0.044 | drawer | 0.057 | | shelf | 0.103 | kitchen_counter | 0.168 | kitchen_cabinet | 0.195 | | cpu | 0.030 | bench | 0.163 | file_cabinet | 0.086 | | whiteboard | 0.140 | lamp | 0.170 | endtable | 0.132 | | bookshelf | 0.229 | coffee_table | 0.195 | dresser | 0.174 | | paper | 0.011 | printer | 0.216 | monitor | 0.225 | | back_pack | 0.070 | night_stand | 0.293 | door | 0.074 | | picture | 0.044 | ottoman | 0.183 | stool | 0.225 | | outlet | 0.000 | towel | 0.076 | tray | 0.009 | | bag | 0.014 | stove | 0.115 | bathtub | 0.432 | | scanner | 0.193 | cubby | 0.022 | mirror | 0.024 | | bottle | 0.004 | rack | 0.021 | cup | 0.079 | | thermos | 0.016 | island | 0.087 | counter | 0.029 | | bowl | 0.056 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.008 | coffee_maker | 0.198 | | cart | 0.094 | tv_stand | 0.115 | poster | 0.003 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.421 | plant | 0.033 | bed | 0.607 | | dining_table | 0.006 | toilet | 0.544 | tv | 0.258 | | laptop | 0.107 | mouse | 0.035 | basket | 0.000 | | keyboard | 0.079 | telephone | 0.026 | microwave | 0.255 | | oven | 0.016 | paper_towel_dispenser | 0.230 | sink | 0.168 | | fridge | 0.166 | book | 0.007 | clock | 0.078 | | vase | 0.039 | fire_extinguisher | 0.009 | blinds | 0.020 | | podium | 0.205 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:34,039 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.215 | table | 0.457 | desk | 0.202 | | sofa_chair | 0.677 | pillow | 0.140 | box | 0.054 | | garbage_bin | 0.608 | cabinet | 0.085 | drawer | 0.089 | | shelf | 0.214 | kitchen_counter | 0.291 | kitchen_cabinet | 0.318 | | cpu | 0.079 | bench | 0.309 | file_cabinet | 0.120 | | whiteboard | 0.224 | lamp | 0.369 | endtable | 0.247 | | bookshelf | 0.413 | coffee_table | 0.367 | dresser | 0.270 | | paper | 0.027 | printer | 0.362 | monitor | 0.540 | | back_pack | 0.142 | night_stand | 0.515 | door | 0.115 | | picture | 0.075 | ottoman | 0.265 | stool | 0.424 | | outlet | 0.000 | towel | 0.121 | tray | 0.028 | | bag | 0.020 | stove | 0.203 | bathtub | 0.686 | | scanner | 0.312 | cubby | 0.030 | mirror | 0.050 | | bottle | 0.007 | rack | 0.031 | cup | 0.187 | | thermos | 0.152 | island | 0.122 | counter | 0.035 | | bowl | 0.089 | plate | 0.001 | organizer | 0.002 | | switch | 0.000 | pen | 0.042 | coffee_maker | 0.295 | | cart | 0.146 | tv_stand | 0.184 | poster | 0.007 | | soap_dispenser | 0.017 | toy | nan | chair | 0.682 | | sofa | 0.617 | plant | 0.093 | bed | 0.875 | | dining_table | 0.010 | toilet | 0.865 | tv | 0.451 | | laptop | 0.231 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.260 | telephone | 0.071 | microwave | 0.470 | | oven | 0.032 | paper_towel_dispenser | 0.378 | sink | 0.480 | | fridge | 0.304 | book | 0.020 | clock | 0.119 | | vase | 0.078 | fire_extinguisher | 0.075 | blinds | 0.045 | | podium | 0.276 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:34,043 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.110 | table | 0.258 | desk | 0.084 | | sofa_chair | 0.562 | pillow | 0.033 | box | 0.013 | | garbage_bin | 0.382 | cabinet | 0.043 | drawer | 0.062 | | shelf | 0.090 | kitchen_counter | 0.156 | kitchen_cabinet | 0.221 | | cpu | 0.006 | bench | 0.145 | file_cabinet | 0.118 | | whiteboard | 0.148 | lamp | 0.139 | endtable | 0.110 | | bookshelf | 0.227 | coffee_table | 0.166 | dresser | 0.195 | | paper | 0.003 | printer | 0.204 | monitor | 0.143 | | back_pack | 0.039 | night_stand | 0.307 | door | 0.105 | | picture | 0.048 | ottoman | 0.218 | stool | 0.240 | | outlet | 0.000 | towel | 0.076 | tray | 0.001 | | bag | 0.019 | stove | 0.109 | bathtub | 0.486 | | scanner | 0.183 | cubby | 0.026 | mirror | 0.012 | | bottle | 0.005 | rack | 0.026 | cup | 0.046 | | thermos | 0.000 | island | 0.101 | counter | 0.034 | | bowl | 0.059 | plate | 0.000 | organizer | 0.002 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.088 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.017 | toy | nan | chair | 0.302 | | sofa | 0.459 | plant | 0.028 | bed | 0.695 | | dining_table | 0.002 | toilet | 0.617 | tv | 0.276 | | laptop | 0.088 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.023 | telephone | 0.010 | microwave | 0.238 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.071 | | fridge | 0.129 | book | 0.005 | clock | 0.103 | | vase | 0.041 | fire_extinguisher | 0.000 | blinds | 0.008 | | podium | 0.276 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:34,043 - mmdet - INFO - Evaluating segm... 2022-05-13 18:19:51,554 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 18:19:51,559 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:51,562 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:51,565 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:19:51,858 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 18:19:51,859 - mmdet - INFO - Epoch(val) [109][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.223 0.124 0.006 0.043 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 18:20:18,334 - mmdet - INFO - Epoch [110][50/3992] lr: 1.000e-06, eta: 2 days, 2:04:06, time: 0.529, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0211, loss_cls: 0.1285, acc: 95.2031, loss_bbox: 0.2140, loss_mask: 0.0000, loss: 0.3746 2022-05-13 18:20:42,269 - mmdet - INFO - Epoch [110][100/3992] lr: 1.000e-06, eta: 2 days, 2:03:40, time: 0.479, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0249, loss_cls: 0.1488, acc: 94.3184, loss_bbox: 0.2564, loss_mask: 0.0000, loss: 0.4439 2022-05-13 18:21:07,324 - mmdet - INFO - Epoch [110][150/3992] lr: 1.000e-06, eta: 2 days, 2:03:16, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0245, loss_cls: 0.1423, acc: 94.6348, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4207 2022-05-13 18:21:32,325 - mmdet - INFO - Epoch [110][200/3992] lr: 1.000e-06, eta: 2 days, 2:02:51, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0236, loss_cls: 0.1454, acc: 94.6504, loss_bbox: 0.2225, loss_mask: 0.0000, loss: 0.4093 2022-05-13 18:21:56,851 - mmdet - INFO - Epoch [110][250/3992] lr: 1.000e-06, eta: 2 days, 2:02:26, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0256, loss_cls: 0.1510, acc: 94.7949, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4346 2022-05-13 18:22:21,932 - mmdet - INFO - Epoch [110][300/3992] lr: 1.000e-06, eta: 2 days, 2:02:01, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0272, loss_cls: 0.1541, acc: 94.4375, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4382 2022-05-13 18:22:47,953 - mmdet - INFO - Epoch [110][350/3992] lr: 1.000e-06, eta: 2 days, 2:01:37, time: 0.520, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0313, loss_cls: 0.1520, acc: 94.2148, loss_bbox: 0.2616, loss_mask: 0.0000, loss: 0.4586 2022-05-13 18:23:13,058 - mmdet - INFO - Epoch [110][400/3992] lr: 1.000e-06, eta: 2 days, 2:01:13, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0249, loss_cls: 0.1383, acc: 94.9785, loss_bbox: 0.2242, loss_mask: 0.0000, loss: 0.4018 2022-05-13 18:23:38,666 - mmdet - INFO - Epoch [110][450/3992] lr: 1.000e-06, eta: 2 days, 2:00:49, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0242, loss_cls: 0.1448, acc: 94.6191, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4277 2022-05-13 18:24:03,703 - mmdet - INFO - Epoch [110][500/3992] lr: 1.000e-06, eta: 2 days, 2:00:24, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0242, loss_cls: 0.1396, acc: 94.5391, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4255 2022-05-13 18:24:28,770 - mmdet - INFO - Epoch [110][550/3992] lr: 1.000e-06, eta: 2 days, 1:59:59, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0193, loss_rpn_bbox: 0.0303, loss_cls: 0.1432, acc: 94.7930, loss_bbox: 0.2495, loss_mask: 0.0000, loss: 0.4423 2022-05-13 18:24:55,418 - mmdet - INFO - Epoch [110][600/3992] lr: 1.000e-06, eta: 2 days, 1:59:36, time: 0.533, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0281, loss_cls: 0.1473, acc: 94.3555, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4428 2022-05-13 18:25:20,454 - mmdet - INFO - Epoch [110][650/3992] lr: 1.000e-06, eta: 2 days, 1:59:12, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0249, loss_cls: 0.1313, acc: 94.9434, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.3998 2022-05-13 18:25:45,152 - mmdet - INFO - Epoch [110][700/3992] lr: 1.000e-06, eta: 2 days, 1:58:47, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0221, loss_cls: 0.1173, acc: 95.6055, loss_bbox: 0.2062, loss_mask: 0.0000, loss: 0.3618 2022-05-13 18:26:10,857 - mmdet - INFO - Epoch [110][750/3992] lr: 1.000e-06, eta: 2 days, 1:58:23, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0167, loss_rpn_bbox: 0.0316, loss_cls: 0.1547, acc: 94.6602, loss_bbox: 0.2516, loss_mask: 0.0000, loss: 0.4546 2022-05-13 18:26:36,406 - mmdet - INFO - Epoch [110][800/3992] lr: 1.000e-06, eta: 2 days, 1:57:58, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0241, loss_cls: 0.1303, acc: 95.0996, loss_bbox: 0.2225, loss_mask: 0.0000, loss: 0.3862 2022-05-13 18:27:01,510 - mmdet - INFO - Epoch [110][850/3992] lr: 1.000e-06, eta: 2 days, 1:57:34, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0241, loss_cls: 0.1333, acc: 95.1484, loss_bbox: 0.2240, loss_mask: 0.0000, loss: 0.3959 2022-05-13 18:27:26,807 - mmdet - INFO - Epoch [110][900/3992] lr: 1.000e-06, eta: 2 days, 1:57:09, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0288, loss_cls: 0.1446, acc: 94.6055, loss_bbox: 0.2370, loss_mask: 0.0000, loss: 0.4277 2022-05-13 18:27:53,424 - mmdet - INFO - Epoch [110][950/3992] lr: 1.000e-06, eta: 2 days, 1:56:46, time: 0.532, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0295, loss_cls: 0.1475, acc: 94.5625, loss_bbox: 0.2498, loss_mask: 0.0000, loss: 0.4400 2022-05-13 18:28:19,164 - mmdet - INFO - Epoch [110][1000/3992] lr: 1.000e-06, eta: 2 days, 1:56:22, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0253, loss_cls: 0.1485, acc: 94.5977, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4285 2022-05-13 18:28:43,850 - mmdet - INFO - Epoch [110][1050/3992] lr: 1.000e-06, eta: 2 days, 1:55:57, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0255, loss_cls: 0.1373, acc: 95.0586, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4048 2022-05-13 18:29:08,885 - mmdet - INFO - Epoch [110][1100/3992] lr: 1.000e-06, eta: 2 days, 1:55:33, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0217, loss_cls: 0.1197, acc: 95.4844, loss_bbox: 0.2020, loss_mask: 0.0000, loss: 0.3547 2022-05-13 18:29:33,829 - mmdet - INFO - Epoch [110][1150/3992] lr: 1.000e-06, eta: 2 days, 1:55:08, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0250, loss_cls: 0.1464, acc: 94.7148, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.4081 2022-05-13 18:29:57,675 - mmdet - INFO - Epoch [110][1200/3992] lr: 1.000e-06, eta: 2 days, 1:54:42, time: 0.477, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0243, loss_cls: 0.1333, acc: 95.0449, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4013 2022-05-13 18:30:23,230 - mmdet - INFO - Epoch [110][1250/3992] lr: 1.000e-06, eta: 2 days, 1:54:18, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0248, loss_cls: 0.1387, acc: 94.7246, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4145 2022-05-13 18:30:49,292 - mmdet - INFO - Epoch [110][1300/3992] lr: 1.000e-06, eta: 2 days, 1:53:54, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0238, loss_cls: 0.1271, acc: 95.2715, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3832 2022-05-13 18:31:14,471 - mmdet - INFO - Epoch [110][1350/3992] lr: 1.000e-06, eta: 2 days, 1:53:30, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0260, loss_cls: 0.1225, acc: 95.3867, loss_bbox: 0.2143, loss_mask: 0.0000, loss: 0.3763 2022-05-13 18:31:39,240 - mmdet - INFO - Epoch [110][1400/3992] lr: 1.000e-06, eta: 2 days, 1:53:05, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0204, loss_cls: 0.1235, acc: 95.4121, loss_bbox: 0.2124, loss_mask: 0.0000, loss: 0.3653 2022-05-13 18:32:04,153 - mmdet - INFO - Epoch [110][1450/3992] lr: 1.000e-06, eta: 2 days, 1:52:40, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0246, loss_cls: 0.1446, acc: 94.7578, loss_bbox: 0.2379, loss_mask: 0.0000, loss: 0.4173 2022-05-13 18:32:29,777 - mmdet - INFO - Epoch [110][1500/3992] lr: 1.000e-06, eta: 2 days, 1:52:16, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0273, loss_cls: 0.1475, acc: 94.6230, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4358 2022-05-13 18:32:56,167 - mmdet - INFO - Epoch [110][1550/3992] lr: 1.000e-06, eta: 2 days, 1:51:52, time: 0.528, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0259, loss_cls: 0.1512, acc: 94.5566, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4374 2022-05-13 18:33:22,124 - mmdet - INFO - Epoch [110][1600/3992] lr: 1.000e-06, eta: 2 days, 1:51:29, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0259, loss_cls: 0.1502, acc: 94.3340, loss_bbox: 0.2543, loss_mask: 0.0000, loss: 0.4450 2022-05-13 18:33:47,727 - mmdet - INFO - Epoch [110][1650/3992] lr: 1.000e-06, eta: 2 days, 1:51:04, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0287, loss_cls: 0.1464, acc: 94.6895, loss_bbox: 0.2465, loss_mask: 0.0000, loss: 0.4360 2022-05-13 18:34:12,756 - mmdet - INFO - Epoch [110][1700/3992] lr: 1.000e-06, eta: 2 days, 1:50:40, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0267, loss_cls: 0.1343, acc: 95.0215, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4079 2022-05-13 18:34:37,545 - mmdet - INFO - Epoch [110][1750/3992] lr: 1.000e-06, eta: 2 days, 1:50:15, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0265, loss_cls: 0.1455, acc: 94.5859, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4291 2022-05-13 18:35:03,132 - mmdet - INFO - Epoch [110][1800/3992] lr: 1.000e-06, eta: 2 days, 1:49:51, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0286, loss_cls: 0.1394, acc: 94.9414, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4241 2022-05-13 18:35:28,139 - mmdet - INFO - Epoch [110][1850/3992] lr: 1.000e-06, eta: 2 days, 1:49:26, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0243, loss_cls: 0.1397, acc: 94.5918, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4182 2022-05-13 18:35:54,043 - mmdet - INFO - Epoch [110][1900/3992] lr: 1.000e-06, eta: 2 days, 1:49:02, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0272, loss_cls: 0.1460, acc: 94.5625, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4355 2022-05-13 18:36:19,489 - mmdet - INFO - Epoch [110][1950/3992] lr: 1.000e-06, eta: 2 days, 1:48:38, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0243, loss_cls: 0.1391, acc: 94.9668, loss_bbox: 0.2334, loss_mask: 0.0000, loss: 0.4109 2022-05-13 18:36:45,687 - mmdet - INFO - Epoch [110][2000/3992] lr: 1.000e-06, eta: 2 days, 1:48:14, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0312, loss_cls: 0.1480, acc: 94.4629, loss_bbox: 0.2605, loss_mask: 0.0000, loss: 0.4516 2022-05-13 18:37:10,214 - mmdet - INFO - Epoch [110][2050/3992] lr: 1.000e-06, eta: 2 days, 1:47:49, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0241, loss_cls: 0.1300, acc: 95.1348, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3925 2022-05-13 18:37:36,617 - mmdet - INFO - Epoch [110][2100/3992] lr: 1.000e-06, eta: 2 days, 1:47:26, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0278, loss_cls: 0.1395, acc: 94.7402, loss_bbox: 0.2362, loss_mask: 0.0000, loss: 0.4159 2022-05-13 18:38:01,402 - mmdet - INFO - Epoch [110][2150/3992] lr: 1.000e-06, eta: 2 days, 1:47:01, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0229, loss_cls: 0.1360, acc: 94.9062, loss_bbox: 0.2311, loss_mask: 0.0000, loss: 0.4012 2022-05-13 18:38:26,894 - mmdet - INFO - Epoch [110][2200/3992] lr: 1.000e-06, eta: 2 days, 1:46:37, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0277, loss_cls: 0.1667, acc: 93.8066, loss_bbox: 0.2617, loss_mask: 0.0000, loss: 0.4705 2022-05-13 18:38:52,102 - mmdet - INFO - Epoch [110][2250/3992] lr: 1.000e-06, eta: 2 days, 1:46:12, time: 0.504, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0264, loss_cls: 0.1507, acc: 94.4355, loss_bbox: 0.2472, loss_mask: 0.0000, loss: 0.4371 2022-05-13 18:39:16,579 - mmdet - INFO - Epoch [110][2300/3992] lr: 1.000e-06, eta: 2 days, 1:45:47, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0283, loss_cls: 0.1444, acc: 94.3945, loss_bbox: 0.2444, loss_mask: 0.0000, loss: 0.4314 2022-05-13 18:39:41,529 - mmdet - INFO - Epoch [110][2350/3992] lr: 1.000e-06, eta: 2 days, 1:45:22, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0278, loss_cls: 0.1368, acc: 95.0117, loss_bbox: 0.2358, loss_mask: 0.0000, loss: 0.4155 2022-05-13 18:40:05,342 - mmdet - INFO - Epoch [110][2400/3992] lr: 1.000e-06, eta: 2 days, 1:44:57, time: 0.476, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0272, loss_cls: 0.1475, acc: 94.6348, loss_bbox: 0.2432, loss_mask: 0.0000, loss: 0.4296 2022-05-13 18:40:30,470 - mmdet - INFO - Epoch [110][2450/3992] lr: 1.000e-06, eta: 2 days, 1:44:32, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0245, loss_cls: 0.1348, acc: 94.9902, loss_bbox: 0.2295, loss_mask: 0.0000, loss: 0.4008 2022-05-13 18:40:56,353 - mmdet - INFO - Epoch [110][2500/3992] lr: 1.000e-06, eta: 2 days, 1:44:08, time: 0.518, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0201, loss_cls: 0.1232, acc: 95.3750, loss_bbox: 0.2133, loss_mask: 0.0000, loss: 0.3688 2022-05-13 18:41:21,853 - mmdet - INFO - Epoch [110][2550/3992] lr: 1.000e-06, eta: 2 days, 1:43:44, time: 0.510, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0293, loss_cls: 0.1575, acc: 94.0215, loss_bbox: 0.2637, loss_mask: 0.0000, loss: 0.4613 2022-05-13 18:41:46,443 - mmdet - INFO - Epoch [110][2600/3992] lr: 1.000e-06, eta: 2 days, 1:43:19, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0248, loss_cls: 0.1434, acc: 94.6035, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4211 2022-05-13 18:42:11,497 - mmdet - INFO - Epoch [110][2650/3992] lr: 1.000e-06, eta: 2 days, 1:42:54, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0233, loss_cls: 0.1382, acc: 94.8145, loss_bbox: 0.2393, loss_mask: 0.0000, loss: 0.4135 2022-05-13 18:42:36,474 - mmdet - INFO - Epoch [110][2700/3992] lr: 1.000e-06, eta: 2 days, 1:42:30, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0246, loss_cls: 0.1258, acc: 95.3027, loss_bbox: 0.2094, loss_mask: 0.0000, loss: 0.3720 2022-05-13 18:43:02,459 - mmdet - INFO - Epoch [110][2750/3992] lr: 1.000e-06, eta: 2 days, 1:42:06, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0305, loss_cls: 0.1444, acc: 94.5352, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4372 2022-05-13 18:43:27,511 - mmdet - INFO - Epoch [110][2800/3992] lr: 1.000e-06, eta: 2 days, 1:41:41, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0254, loss_cls: 0.1356, acc: 94.6719, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4221 2022-05-13 18:43:53,135 - mmdet - INFO - Epoch [110][2850/3992] lr: 1.000e-06, eta: 2 days, 1:41:17, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0172, loss_rpn_bbox: 0.0294, loss_cls: 0.1646, acc: 94.1016, loss_bbox: 0.2644, loss_mask: 0.0000, loss: 0.4756 2022-05-13 18:44:17,852 - mmdet - INFO - Epoch [110][2900/3992] lr: 1.000e-06, eta: 2 days, 1:40:52, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0264, loss_cls: 0.1477, acc: 94.3145, loss_bbox: 0.2438, loss_mask: 0.0000, loss: 0.4332 2022-05-13 18:44:42,845 - mmdet - INFO - Epoch [110][2950/3992] lr: 1.000e-06, eta: 2 days, 1:40:27, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0237, loss_cls: 0.1233, acc: 95.3223, loss_bbox: 0.2177, loss_mask: 0.0000, loss: 0.3765 2022-05-13 18:45:09,393 - mmdet - INFO - Epoch [110][3000/3992] lr: 1.000e-06, eta: 2 days, 1:40:04, time: 0.531, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0258, loss_cls: 0.1411, acc: 94.6113, loss_bbox: 0.2508, loss_mask: 0.0000, loss: 0.4279 2022-05-13 18:45:34,604 - mmdet - INFO - Epoch [110][3050/3992] lr: 1.000e-06, eta: 2 days, 1:39:40, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0267, loss_cls: 0.1350, acc: 94.9805, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4136 2022-05-13 18:45:59,682 - mmdet - INFO - Epoch [110][3100/3992] lr: 1.000e-06, eta: 2 days, 1:39:15, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0282, loss_cls: 0.1510, acc: 94.4453, loss_bbox: 0.2614, loss_mask: 0.0000, loss: 0.4527 2022-05-13 18:46:25,034 - mmdet - INFO - Epoch [110][3150/3992] lr: 1.000e-06, eta: 2 days, 1:38:51, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0251, loss_cls: 0.1355, acc: 94.7520, loss_bbox: 0.2428, loss_mask: 0.0000, loss: 0.4134 2022-05-13 18:46:49,988 - mmdet - INFO - Epoch [110][3200/3992] lr: 1.000e-06, eta: 2 days, 1:38:26, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0243, loss_cls: 0.1374, acc: 94.8164, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4151 2022-05-13 18:47:14,725 - mmdet - INFO - Epoch [110][3250/3992] lr: 1.000e-06, eta: 2 days, 1:38:01, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0253, loss_cls: 0.1319, acc: 95.2188, loss_bbox: 0.2258, loss_mask: 0.0000, loss: 0.4022 2022-05-13 18:47:39,717 - mmdet - INFO - Epoch [110][3300/3992] lr: 1.000e-06, eta: 2 days, 1:37:36, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0180, loss_rpn_bbox: 0.0253, loss_cls: 0.1392, acc: 94.7676, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4215 2022-05-13 18:48:04,969 - mmdet - INFO - Epoch [110][3350/3992] lr: 1.000e-06, eta: 2 days, 1:37:12, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0240, loss_cls: 0.1393, acc: 94.8359, loss_bbox: 0.2291, loss_mask: 0.0000, loss: 0.4062 2022-05-13 18:48:30,082 - mmdet - INFO - Epoch [110][3400/3992] lr: 1.000e-06, eta: 2 days, 1:36:47, time: 0.502, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0268, loss_cls: 0.1484, acc: 94.4297, loss_bbox: 0.2537, loss_mask: 0.0000, loss: 0.4411 2022-05-13 18:48:55,687 - mmdet - INFO - Epoch [110][3450/3992] lr: 1.000e-06, eta: 2 days, 1:36:23, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0270, loss_cls: 0.1620, acc: 94.0684, loss_bbox: 0.2478, loss_mask: 0.0000, loss: 0.4536 2022-05-13 18:49:19,971 - mmdet - INFO - Epoch [110][3500/3992] lr: 1.000e-06, eta: 2 days, 1:35:58, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0246, loss_cls: 0.1238, acc: 95.3203, loss_bbox: 0.2220, loss_mask: 0.0000, loss: 0.3831 2022-05-13 18:49:45,203 - mmdet - INFO - Epoch [110][3550/3992] lr: 1.000e-06, eta: 2 days, 1:35:33, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0264, loss_cls: 0.1327, acc: 94.9258, loss_bbox: 0.2299, loss_mask: 0.0000, loss: 0.4024 2022-05-13 18:50:10,334 - mmdet - INFO - Epoch [110][3600/3992] lr: 1.000e-06, eta: 2 days, 1:35:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0259, loss_cls: 0.1374, acc: 94.8281, loss_bbox: 0.2463, loss_mask: 0.0000, loss: 0.4226 2022-05-13 18:50:34,809 - mmdet - INFO - Epoch [110][3650/3992] lr: 1.000e-06, eta: 2 days, 1:34:44, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0145, loss_rpn_bbox: 0.0270, loss_cls: 0.1427, acc: 94.6074, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4392 2022-05-13 18:50:59,121 - mmdet - INFO - Epoch [110][3700/3992] lr: 1.000e-06, eta: 2 days, 1:34:19, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0166, loss_rpn_bbox: 0.0272, loss_cls: 0.1493, acc: 94.5918, loss_bbox: 0.2462, loss_mask: 0.0000, loss: 0.4393 2022-05-13 18:51:23,695 - mmdet - INFO - Epoch [110][3750/3992] lr: 1.000e-06, eta: 2 days, 1:33:54, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0228, loss_cls: 0.1355, acc: 95.0684, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4086 2022-05-13 18:51:48,108 - mmdet - INFO - Epoch [110][3800/3992] lr: 1.000e-06, eta: 2 days, 1:33:28, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0261, loss_cls: 0.1355, acc: 94.9492, loss_bbox: 0.2237, loss_mask: 0.0000, loss: 0.3978 2022-05-13 18:52:13,599 - mmdet - INFO - Epoch [110][3850/3992] lr: 1.000e-06, eta: 2 days, 1:33:04, time: 0.510, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0263, loss_cls: 0.1463, acc: 94.5059, loss_bbox: 0.2454, loss_mask: 0.0000, loss: 0.4315 2022-05-13 18:52:38,014 - mmdet - INFO - Epoch [110][3900/3992] lr: 1.000e-06, eta: 2 days, 1:32:39, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0220, loss_cls: 0.1339, acc: 94.9785, loss_bbox: 0.2267, loss_mask: 0.0000, loss: 0.3939 2022-05-13 18:53:03,391 - mmdet - INFO - Epoch [110][3950/3992] lr: 1.000e-06, eta: 2 days, 1:32:15, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0286, loss_cls: 0.1317, acc: 95.1035, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.4025 2022-05-13 18:53:24,470 - mmdet - INFO - Saving checkpoint at 110 epochs 2022-05-13 18:58:59,985 - mmdet - INFO - Evaluating bbox... 2022-05-13 18:59:15,028 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.042 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.024 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.102 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.296 2022-05-13 18:59:15,033 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.258 | desk | 0.097 | | sofa_chair | 0.484 | pillow | 0.057 | box | 0.020 | | garbage_bin | 0.349 | cabinet | 0.042 | drawer | 0.057 | | shelf | 0.102 | kitchen_counter | 0.165 | kitchen_cabinet | 0.198 | | cpu | 0.027 | bench | 0.162 | file_cabinet | 0.084 | | whiteboard | 0.143 | lamp | 0.176 | endtable | 0.131 | | bookshelf | 0.221 | coffee_table | 0.196 | dresser | 0.174 | | paper | 0.011 | printer | 0.209 | monitor | 0.223 | | back_pack | 0.070 | night_stand | 0.297 | door | 0.077 | | picture | 0.043 | ottoman | 0.189 | stool | 0.224 | | outlet | 0.000 | towel | 0.074 | tray | 0.013 | | bag | 0.014 | stove | 0.109 | bathtub | 0.428 | | scanner | 0.205 | cubby | 0.019 | mirror | 0.032 | | bottle | 0.003 | rack | 0.021 | cup | 0.077 | | thermos | 0.001 | island | 0.090 | counter | 0.034 | | bowl | 0.056 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.195 | | cart | 0.092 | tv_stand | 0.120 | poster | 0.003 | | soap_dispenser | 0.013 | toy | nan | chair | 0.337 | | sofa | 0.420 | plant | 0.034 | bed | 0.606 | | dining_table | 0.006 | toilet | 0.536 | tv | 0.253 | | laptop | 0.110 | mouse | 0.037 | basket | 0.000 | | keyboard | 0.077 | telephone | 0.026 | microwave | 0.250 | | oven | 0.017 | paper_towel_dispenser | 0.230 | sink | 0.166 | | fridge | 0.183 | book | 0.008 | clock | 0.069 | | vase | 0.039 | fire_extinguisher | 0.013 | blinds | 0.023 | | podium | 0.207 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:15,037 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.224 | table | 0.456 | desk | 0.199 | | sofa_chair | 0.677 | pillow | 0.141 | box | 0.052 | | garbage_bin | 0.611 | cabinet | 0.085 | drawer | 0.087 | | shelf | 0.213 | kitchen_counter | 0.280 | kitchen_cabinet | 0.315 | | cpu | 0.081 | bench | 0.305 | file_cabinet | 0.115 | | whiteboard | 0.223 | lamp | 0.375 | endtable | 0.253 | | bookshelf | 0.408 | coffee_table | 0.372 | dresser | 0.268 | | paper | 0.031 | printer | 0.357 | monitor | 0.542 | | back_pack | 0.158 | night_stand | 0.514 | door | 0.116 | | picture | 0.075 | ottoman | 0.267 | stool | 0.409 | | outlet | 0.000 | towel | 0.111 | tray | 0.035 | | bag | 0.019 | stove | 0.204 | bathtub | 0.680 | | scanner | 0.315 | cubby | 0.031 | mirror | 0.065 | | bottle | 0.006 | rack | 0.030 | cup | 0.185 | | thermos | 0.002 | island | 0.126 | counter | 0.040 | | bowl | 0.087 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.290 | | cart | 0.146 | tv_stand | 0.229 | poster | 0.009 | | soap_dispenser | 0.018 | toy | nan | chair | 0.682 | | sofa | 0.613 | plant | 0.083 | bed | 0.874 | | dining_table | 0.010 | toilet | 0.864 | tv | 0.447 | | laptop | 0.235 | mouse | 0.110 | basket | 0.000 | | keyboard | 0.240 | telephone | 0.072 | microwave | 0.473 | | oven | 0.033 | paper_towel_dispenser | 0.378 | sink | 0.479 | | fridge | 0.324 | book | 0.022 | clock | 0.118 | | vase | 0.075 | fire_extinguisher | 0.097 | blinds | 0.056 | | podium | 0.272 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:15,040 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.093 | table | 0.263 | desk | 0.082 | | sofa_chair | 0.562 | pillow | 0.036 | box | 0.012 | | garbage_bin | 0.381 | cabinet | 0.042 | drawer | 0.062 | | shelf | 0.090 | kitchen_counter | 0.155 | kitchen_cabinet | 0.210 | | cpu | 0.008 | bench | 0.129 | file_cabinet | 0.113 | | whiteboard | 0.149 | lamp | 0.148 | endtable | 0.101 | | bookshelf | 0.209 | coffee_table | 0.144 | dresser | 0.210 | | paper | 0.003 | printer | 0.203 | monitor | 0.148 | | back_pack | 0.038 | night_stand | 0.313 | door | 0.107 | | picture | 0.044 | ottoman | 0.233 | stool | 0.253 | | outlet | 0.000 | towel | 0.074 | tray | 0.014 | | bag | 0.018 | stove | 0.082 | bathtub | 0.482 | | scanner | 0.186 | cubby | 0.015 | mirror | 0.015 | | bottle | 0.004 | rack | 0.026 | cup | 0.052 | | thermos | 0.000 | island | 0.109 | counter | 0.039 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.087 | tv_stand | 0.074 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.299 | | sofa | 0.468 | plant | 0.030 | bed | 0.702 | | dining_table | 0.002 | toilet | 0.589 | tv | 0.266 | | laptop | 0.094 | mouse | 0.004 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.242 | | oven | 0.012 | paper_towel_dispenser | 0.264 | sink | 0.079 | | fridge | 0.228 | book | 0.003 | clock | 0.103 | | vase | 0.042 | fire_extinguisher | 0.000 | blinds | 0.020 | | podium | 0.272 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:15,040 - mmdet - INFO - Evaluating segm... 2022-05-13 18:59:32,477 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 18:59:32,482 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:32,486 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:32,489 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 18:59:32,796 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 18:59:32,797 - mmdet - INFO - Epoch(val) [110][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1250, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0420, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.223 0.125 0.006 0.042 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 19:00:00,091 - mmdet - INFO - Epoch [111][50/3992] lr: 1.000e-06, eta: 2 days, 1:31:14, time: 0.546, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0266, loss_cls: 0.1217, acc: 95.5254, loss_bbox: 0.2126, loss_mask: 0.0000, loss: 0.3749 2022-05-13 19:00:25,284 - mmdet - INFO - Epoch [111][100/3992] lr: 1.000e-06, eta: 2 days, 1:30:49, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0241, loss_cls: 0.1383, acc: 94.7383, loss_bbox: 0.2322, loss_mask: 0.0000, loss: 0.4052 2022-05-13 19:00:51,236 - mmdet - INFO - Epoch [111][150/3992] lr: 1.000e-06, eta: 2 days, 1:30:26, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0275, loss_cls: 0.1473, acc: 94.7637, loss_bbox: 0.2431, loss_mask: 0.0000, loss: 0.4349 2022-05-13 19:01:17,261 - mmdet - INFO - Epoch [111][200/3992] lr: 1.000e-06, eta: 2 days, 1:30:02, time: 0.520, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0243, loss_cls: 0.1345, acc: 94.8340, loss_bbox: 0.2412, loss_mask: 0.0000, loss: 0.4144 2022-05-13 19:01:43,276 - mmdet - INFO - Epoch [111][250/3992] lr: 1.000e-06, eta: 2 days, 1:29:38, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0211, loss_cls: 0.1303, acc: 95.1172, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.3870 2022-05-13 19:02:08,954 - mmdet - INFO - Epoch [111][300/3992] lr: 1.000e-06, eta: 2 days, 1:29:14, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0238, loss_cls: 0.1234, acc: 95.3555, loss_bbox: 0.2205, loss_mask: 0.0000, loss: 0.3788 2022-05-13 19:02:34,587 - mmdet - INFO - Epoch [111][350/3992] lr: 1.000e-06, eta: 2 days, 1:28:50, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0217, loss_cls: 0.1347, acc: 94.9688, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4021 2022-05-13 19:02:59,398 - mmdet - INFO - Epoch [111][400/3992] lr: 1.000e-06, eta: 2 days, 1:28:25, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0239, loss_cls: 0.1326, acc: 95.2090, loss_bbox: 0.2214, loss_mask: 0.0000, loss: 0.3936 2022-05-13 19:03:24,459 - mmdet - INFO - Epoch [111][450/3992] lr: 1.000e-06, eta: 2 days, 1:28:00, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0262, loss_cls: 0.1397, acc: 94.8281, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4174 2022-05-13 19:03:50,606 - mmdet - INFO - Epoch [111][500/3992] lr: 1.000e-06, eta: 2 days, 1:27:36, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0176, loss_rpn_bbox: 0.0302, loss_cls: 0.1511, acc: 94.5684, loss_bbox: 0.2418, loss_mask: 0.0000, loss: 0.4407 2022-05-13 19:04:15,557 - mmdet - INFO - Epoch [111][550/3992] lr: 1.000e-06, eta: 2 days, 1:27:12, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0254, loss_cls: 0.1359, acc: 95.0703, loss_bbox: 0.2230, loss_mask: 0.0000, loss: 0.3978 2022-05-13 19:04:41,088 - mmdet - INFO - Epoch [111][600/3992] lr: 1.000e-06, eta: 2 days, 1:26:48, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0258, loss_cls: 0.1353, acc: 94.9160, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4038 2022-05-13 19:05:06,472 - mmdet - INFO - Epoch [111][650/3992] lr: 1.000e-06, eta: 2 days, 1:26:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0236, loss_cls: 0.1352, acc: 94.6465, loss_bbox: 0.2475, loss_mask: 0.0000, loss: 0.4184 2022-05-13 19:05:31,886 - mmdet - INFO - Epoch [111][700/3992] lr: 1.000e-06, eta: 2 days, 1:25:59, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0275, loss_cls: 0.1508, acc: 94.3809, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4387 2022-05-13 19:05:56,785 - mmdet - INFO - Epoch [111][750/3992] lr: 1.000e-06, eta: 2 days, 1:25:34, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0219, loss_cls: 0.1303, acc: 94.9180, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.3952 2022-05-13 19:06:21,813 - mmdet - INFO - Epoch [111][800/3992] lr: 1.000e-06, eta: 2 days, 1:25:09, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0265, loss_cls: 0.1334, acc: 94.9473, loss_bbox: 0.2387, loss_mask: 0.0000, loss: 0.4115 2022-05-13 19:06:48,108 - mmdet - INFO - Epoch [111][850/3992] lr: 1.000e-06, eta: 2 days, 1:24:46, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0294, loss_cls: 0.1469, acc: 94.4824, loss_bbox: 0.2493, loss_mask: 0.0000, loss: 0.4388 2022-05-13 19:07:11,759 - mmdet - INFO - Epoch [111][900/3992] lr: 1.000e-06, eta: 2 days, 1:24:20, time: 0.473, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0082, loss_rpn_bbox: 0.0211, loss_cls: 0.1169, acc: 95.6895, loss_bbox: 0.2070, loss_mask: 0.0000, loss: 0.3531 2022-05-13 19:07:36,385 - mmdet - INFO - Epoch [111][950/3992] lr: 1.000e-06, eta: 2 days, 1:23:55, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0233, loss_cls: 0.1256, acc: 95.3340, loss_bbox: 0.2159, loss_mask: 0.0000, loss: 0.3803 2022-05-13 19:08:02,073 - mmdet - INFO - Epoch [111][1000/3992] lr: 1.000e-06, eta: 2 days, 1:23:31, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0298, loss_cls: 0.1490, acc: 94.4473, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4529 2022-05-13 19:08:26,035 - mmdet - INFO - Epoch [111][1050/3992] lr: 1.000e-06, eta: 2 days, 1:23:06, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0232, loss_cls: 0.1406, acc: 94.7344, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4138 2022-05-13 19:08:51,035 - mmdet - INFO - Epoch [111][1100/3992] lr: 1.000e-06, eta: 2 days, 1:22:41, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0245, loss_cls: 0.1393, acc: 94.9238, loss_bbox: 0.2386, loss_mask: 0.0000, loss: 0.4178 2022-05-13 19:09:16,942 - mmdet - INFO - Epoch [111][1150/3992] lr: 1.000e-06, eta: 2 days, 1:22:17, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0273, loss_cls: 0.1434, acc: 94.4746, loss_bbox: 0.2500, loss_mask: 0.0000, loss: 0.4342 2022-05-13 19:09:41,986 - mmdet - INFO - Epoch [111][1200/3992] lr: 1.000e-06, eta: 2 days, 1:21:52, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0286, loss_cls: 0.1325, acc: 95.0723, loss_bbox: 0.2263, loss_mask: 0.0000, loss: 0.3999 2022-05-13 19:10:07,045 - mmdet - INFO - Epoch [111][1250/3992] lr: 1.000e-06, eta: 2 days, 1:21:28, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0311, loss_cls: 0.1544, acc: 94.2812, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4566 2022-05-13 19:10:32,546 - mmdet - INFO - Epoch [111][1300/3992] lr: 1.000e-06, eta: 2 days, 1:21:03, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0260, loss_cls: 0.1497, acc: 94.3672, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4508 2022-05-13 19:10:58,481 - mmdet - INFO - Epoch [111][1350/3992] lr: 1.000e-06, eta: 2 days, 1:20:40, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0262, loss_cls: 0.1427, acc: 94.5469, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4320 2022-05-13 19:11:24,043 - mmdet - INFO - Epoch [111][1400/3992] lr: 1.000e-06, eta: 2 days, 1:20:15, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0246, loss_cls: 0.1505, acc: 94.5430, loss_bbox: 0.2413, loss_mask: 0.0000, loss: 0.4301 2022-05-13 19:11:50,255 - mmdet - INFO - Epoch [111][1450/3992] lr: 1.000e-06, eta: 2 days, 1:19:52, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0309, loss_cls: 0.1562, acc: 94.0996, loss_bbox: 0.2672, loss_mask: 0.0000, loss: 0.4682 2022-05-13 19:12:16,283 - mmdet - INFO - Epoch [111][1500/3992] lr: 1.000e-06, eta: 2 days, 1:19:28, time: 0.521, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0264, loss_cls: 0.1504, acc: 94.3848, loss_bbox: 0.2522, loss_mask: 0.0000, loss: 0.4407 2022-05-13 19:12:42,466 - mmdet - INFO - Epoch [111][1550/3992] lr: 1.000e-06, eta: 2 days, 1:19:04, time: 0.524, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0253, loss_cls: 0.1474, acc: 94.5684, loss_bbox: 0.2396, loss_mask: 0.0000, loss: 0.4235 2022-05-13 19:13:07,730 - mmdet - INFO - Epoch [111][1600/3992] lr: 1.000e-06, eta: 2 days, 1:18:40, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0245, loss_cls: 0.1288, acc: 95.0332, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.3895 2022-05-13 19:13:32,584 - mmdet - INFO - Epoch [111][1650/3992] lr: 1.000e-06, eta: 2 days, 1:18:15, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0223, loss_cls: 0.1246, acc: 95.3281, loss_bbox: 0.2345, loss_mask: 0.0000, loss: 0.3922 2022-05-13 19:13:57,440 - mmdet - INFO - Epoch [111][1700/3992] lr: 1.000e-06, eta: 2 days, 1:17:50, time: 0.497, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0252, loss_cls: 0.1468, acc: 94.5859, loss_bbox: 0.2350, loss_mask: 0.0000, loss: 0.4209 2022-05-13 19:14:22,200 - mmdet - INFO - Epoch [111][1750/3992] lr: 1.000e-06, eta: 2 days, 1:17:25, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0181, loss_rpn_bbox: 0.0308, loss_cls: 0.1511, acc: 94.5547, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4493 2022-05-13 19:14:47,447 - mmdet - INFO - Epoch [111][1800/3992] lr: 1.000e-06, eta: 2 days, 1:17:01, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0262, loss_cls: 0.1268, acc: 95.2207, loss_bbox: 0.2277, loss_mask: 0.0000, loss: 0.3923 2022-05-13 19:15:13,147 - mmdet - INFO - Epoch [111][1850/3992] lr: 1.000e-06, eta: 2 days, 1:16:37, time: 0.514, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0237, loss_cls: 0.1354, acc: 95.0645, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3963 2022-05-13 19:15:38,696 - mmdet - INFO - Epoch [111][1900/3992] lr: 1.000e-06, eta: 2 days, 1:16:12, time: 0.511, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0247, loss_cls: 0.1472, acc: 94.4766, loss_bbox: 0.2492, loss_mask: 0.0000, loss: 0.4309 2022-05-13 19:16:03,328 - mmdet - INFO - Epoch [111][1950/3992] lr: 1.000e-06, eta: 2 days, 1:15:47, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0261, loss_cls: 0.1533, acc: 94.5996, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4403 2022-05-13 19:16:28,589 - mmdet - INFO - Epoch [111][2000/3992] lr: 1.000e-06, eta: 2 days, 1:15:23, time: 0.505, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0259, loss_cls: 0.1362, acc: 94.8359, loss_bbox: 0.2445, loss_mask: 0.0000, loss: 0.4187 2022-05-13 19:16:54,276 - mmdet - INFO - Epoch [111][2050/3992] lr: 1.000e-06, eta: 2 days, 1:14:59, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0253, loss_cls: 0.1310, acc: 94.9551, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3931 2022-05-13 19:17:19,662 - mmdet - INFO - Epoch [111][2100/3992] lr: 1.000e-06, eta: 2 days, 1:14:35, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0300, loss_cls: 0.1396, acc: 94.7734, loss_bbox: 0.2384, loss_mask: 0.0000, loss: 0.4227 2022-05-13 19:17:44,504 - mmdet - INFO - Epoch [111][2150/3992] lr: 1.000e-06, eta: 2 days, 1:14:10, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0275, loss_cls: 0.1494, acc: 94.4883, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4501 2022-05-13 19:18:09,365 - mmdet - INFO - Epoch [111][2200/3992] lr: 1.000e-06, eta: 2 days, 1:13:45, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0225, loss_rpn_bbox: 0.0291, loss_cls: 0.1453, acc: 94.7930, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.4306 2022-05-13 19:18:33,625 - mmdet - INFO - Epoch [111][2250/3992] lr: 1.000e-06, eta: 2 days, 1:13:20, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0232, loss_cls: 0.1254, acc: 95.2559, loss_bbox: 0.2365, loss_mask: 0.0000, loss: 0.3961 2022-05-13 19:18:57,704 - mmdet - INFO - Epoch [111][2300/3992] lr: 1.000e-06, eta: 2 days, 1:12:54, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0169, loss_rpn_bbox: 0.0255, loss_cls: 0.1441, acc: 94.7930, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.4121 2022-05-13 19:19:21,603 - mmdet - INFO - Epoch [111][2350/3992] lr: 1.000e-06, eta: 2 days, 1:12:29, time: 0.478, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0210, loss_cls: 0.1150, acc: 95.5273, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3676 2022-05-13 19:19:46,725 - mmdet - INFO - Epoch [111][2400/3992] lr: 1.000e-06, eta: 2 days, 1:12:04, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0295, loss_cls: 0.1435, acc: 94.6816, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4375 2022-05-13 19:20:12,019 - mmdet - INFO - Epoch [111][2450/3992] lr: 1.000e-06, eta: 2 days, 1:11:40, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0246, loss_cls: 0.1527, acc: 94.2988, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4400 2022-05-13 19:20:36,828 - mmdet - INFO - Epoch [111][2500/3992] lr: 1.000e-06, eta: 2 days, 1:11:15, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0240, loss_cls: 0.1522, acc: 94.2832, loss_bbox: 0.2502, loss_mask: 0.0000, loss: 0.4400 2022-05-13 19:21:02,820 - mmdet - INFO - Epoch [111][2550/3992] lr: 1.000e-06, eta: 2 days, 1:10:51, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0292, loss_cls: 0.1578, acc: 94.0664, loss_bbox: 0.2653, loss_mask: 0.0000, loss: 0.4647 2022-05-13 19:21:27,324 - mmdet - INFO - Epoch [111][2600/3992] lr: 1.000e-06, eta: 2 days, 1:10:26, time: 0.490, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0247, loss_cls: 0.1364, acc: 95.0195, loss_bbox: 0.2363, loss_mask: 0.0000, loss: 0.4142 2022-05-13 19:21:52,788 - mmdet - INFO - Epoch [111][2650/3992] lr: 1.000e-06, eta: 2 days, 1:10:02, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0209, loss_cls: 0.1330, acc: 95.1406, loss_bbox: 0.2282, loss_mask: 0.0000, loss: 0.3927 2022-05-13 19:22:17,790 - mmdet - INFO - Epoch [111][2700/3992] lr: 1.000e-06, eta: 2 days, 1:09:37, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0284, loss_cls: 0.1534, acc: 94.1758, loss_bbox: 0.2628, loss_mask: 0.0000, loss: 0.4606 2022-05-13 19:22:42,963 - mmdet - INFO - Epoch [111][2750/3992] lr: 1.000e-06, eta: 2 days, 1:09:13, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0226, loss_cls: 0.1223, acc: 95.2949, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.3872 2022-05-13 19:23:08,251 - mmdet - INFO - Epoch [111][2800/3992] lr: 1.000e-06, eta: 2 days, 1:08:48, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0283, loss_cls: 0.1538, acc: 94.4883, loss_bbox: 0.2426, loss_mask: 0.0000, loss: 0.4390 2022-05-13 19:23:32,975 - mmdet - INFO - Epoch [111][2850/3992] lr: 1.000e-06, eta: 2 days, 1:08:23, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0279, loss_cls: 0.1457, acc: 94.4688, loss_bbox: 0.2513, loss_mask: 0.0000, loss: 0.4367 2022-05-13 19:23:57,574 - mmdet - INFO - Epoch [111][2900/3992] lr: 1.000e-06, eta: 2 days, 1:07:58, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0268, loss_cls: 0.1473, acc: 94.5137, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4339 2022-05-13 19:24:21,920 - mmdet - INFO - Epoch [111][2950/3992] lr: 1.000e-06, eta: 2 days, 1:07:33, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0177, loss_rpn_bbox: 0.0293, loss_cls: 0.1510, acc: 94.4160, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4517 2022-05-13 19:24:47,498 - mmdet - INFO - Epoch [111][3000/3992] lr: 1.000e-06, eta: 2 days, 1:07:09, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0245, loss_cls: 0.1325, acc: 95.0605, loss_bbox: 0.2276, loss_mask: 0.0000, loss: 0.3982 2022-05-13 19:25:12,711 - mmdet - INFO - Epoch [111][3050/3992] lr: 1.000e-06, eta: 2 days, 1:06:44, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0272, loss_cls: 0.1343, acc: 95.0039, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3991 2022-05-13 19:25:37,445 - mmdet - INFO - Epoch [111][3100/3992] lr: 1.000e-06, eta: 2 days, 1:06:19, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0245, loss_cls: 0.1315, acc: 95.0898, loss_bbox: 0.2279, loss_mask: 0.0000, loss: 0.3981 2022-05-13 19:26:02,748 - mmdet - INFO - Epoch [111][3150/3992] lr: 1.000e-06, eta: 2 days, 1:05:55, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0235, loss_cls: 0.1364, acc: 94.9473, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.4031 2022-05-13 19:26:28,764 - mmdet - INFO - Epoch [111][3200/3992] lr: 1.000e-06, eta: 2 days, 1:05:31, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0291, loss_cls: 0.1426, acc: 94.6895, loss_bbox: 0.2371, loss_mask: 0.0000, loss: 0.4212 2022-05-13 19:26:53,054 - mmdet - INFO - Epoch [111][3250/3992] lr: 1.000e-06, eta: 2 days, 1:05:06, time: 0.486, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0293, loss_cls: 0.1342, acc: 94.9863, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4201 2022-05-13 19:27:17,993 - mmdet - INFO - Epoch [111][3300/3992] lr: 1.000e-06, eta: 2 days, 1:04:41, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0174, loss_rpn_bbox: 0.0238, loss_cls: 0.1376, acc: 95.1094, loss_bbox: 0.2278, loss_mask: 0.0000, loss: 0.4066 2022-05-13 19:27:43,162 - mmdet - INFO - Epoch [111][3350/3992] lr: 1.000e-06, eta: 2 days, 1:04:17, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0262, loss_cls: 0.1416, acc: 94.8418, loss_bbox: 0.2484, loss_mask: 0.0000, loss: 0.4277 2022-05-13 19:28:08,029 - mmdet - INFO - Epoch [111][3400/3992] lr: 1.000e-06, eta: 2 days, 1:03:52, time: 0.497, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0186, loss_cls: 0.1117, acc: 95.5977, loss_bbox: 0.2088, loss_mask: 0.0000, loss: 0.3470 2022-05-13 19:28:33,067 - mmdet - INFO - Epoch [111][3450/3992] lr: 1.000e-06, eta: 2 days, 1:03:27, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0234, loss_cls: 0.1358, acc: 94.9863, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4006 2022-05-13 19:28:57,482 - mmdet - INFO - Epoch [111][3500/3992] lr: 1.000e-06, eta: 2 days, 1:03:02, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0085, loss_rpn_bbox: 0.0199, loss_cls: 0.1155, acc: 95.6738, loss_bbox: 0.1964, loss_mask: 0.0000, loss: 0.3403 2022-05-13 19:29:21,295 - mmdet - INFO - Epoch [111][3550/3992] lr: 1.000e-06, eta: 2 days, 1:02:36, time: 0.476, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0267, loss_cls: 0.1511, acc: 94.4141, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4427 2022-05-13 19:29:46,967 - mmdet - INFO - Epoch [111][3600/3992] lr: 1.000e-06, eta: 2 days, 1:02:12, time: 0.513, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0254, loss_cls: 0.1541, acc: 94.3809, loss_bbox: 0.2521, loss_mask: 0.0000, loss: 0.4425 2022-05-13 19:30:11,016 - mmdet - INFO - Epoch [111][3650/3992] lr: 1.000e-06, eta: 2 days, 1:01:47, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0246, loss_cls: 0.1321, acc: 95.0020, loss_bbox: 0.2341, loss_mask: 0.0000, loss: 0.3999 2022-05-13 19:30:36,460 - mmdet - INFO - Epoch [111][3700/3992] lr: 1.000e-06, eta: 2 days, 1:01:23, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0211, loss_cls: 0.1345, acc: 94.8984, loss_bbox: 0.2216, loss_mask: 0.0000, loss: 0.3911 2022-05-13 19:31:00,516 - mmdet - INFO - Epoch [111][3750/3992] lr: 1.000e-06, eta: 2 days, 1:00:57, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0220, loss_cls: 0.1344, acc: 95.1895, loss_bbox: 0.2180, loss_mask: 0.0000, loss: 0.3858 2022-05-13 19:31:26,097 - mmdet - INFO - Epoch [111][3800/3992] lr: 1.000e-06, eta: 2 days, 1:00:33, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0275, loss_cls: 0.1350, acc: 94.8125, loss_bbox: 0.2226, loss_mask: 0.0000, loss: 0.3974 2022-05-13 19:31:52,264 - mmdet - INFO - Epoch [111][3850/3992] lr: 1.000e-06, eta: 2 days, 1:00:09, time: 0.523, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0276, loss_cls: 0.1395, acc: 94.8672, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4377 2022-05-13 19:32:17,730 - mmdet - INFO - Epoch [111][3900/3992] lr: 1.000e-06, eta: 2 days, 0:59:45, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0217, loss_cls: 0.1282, acc: 95.1992, loss_bbox: 0.2188, loss_mask: 0.0000, loss: 0.3784 2022-05-13 19:32:41,685 - mmdet - INFO - Epoch [111][3950/3992] lr: 1.000e-06, eta: 2 days, 0:59:19, time: 0.479, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0183, loss_rpn_bbox: 0.0287, loss_cls: 0.1474, acc: 94.5859, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4341 2022-05-13 19:33:02,731 - mmdet - INFO - Saving checkpoint at 111 epochs 2022-05-13 19:38:37,698 - mmdet - INFO - Evaluating bbox... 2022-05-13 19:38:52,430 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.042 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.020 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.098 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.295 2022-05-13 19:38:52,434 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.257 | desk | 0.097 | | sofa_chair | 0.487 | pillow | 0.056 | box | 0.018 | | garbage_bin | 0.355 | cabinet | 0.042 | drawer | 0.056 | | shelf | 0.106 | kitchen_counter | 0.162 | kitchen_cabinet | 0.197 | | cpu | 0.029 | bench | 0.162 | file_cabinet | 0.084 | | whiteboard | 0.144 | lamp | 0.173 | endtable | 0.135 | | bookshelf | 0.231 | coffee_table | 0.193 | dresser | 0.175 | | paper | 0.010 | printer | 0.212 | monitor | 0.223 | | back_pack | 0.062 | night_stand | 0.291 | door | 0.075 | | picture | 0.043 | ottoman | 0.193 | stool | 0.226 | | outlet | 0.000 | towel | 0.073 | tray | 0.007 | | bag | 0.014 | stove | 0.104 | bathtub | 0.432 | | scanner | 0.201 | cubby | 0.020 | mirror | 0.025 | | bottle | 0.003 | rack | 0.022 | cup | 0.079 | | thermos | 0.001 | island | 0.093 | counter | 0.034 | | bowl | 0.055 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.186 | | cart | 0.099 | tv_stand | 0.122 | poster | 0.003 | | soap_dispenser | 0.013 | toy | nan | chair | 0.338 | | sofa | 0.416 | plant | 0.036 | bed | 0.606 | | dining_table | 0.005 | toilet | 0.538 | tv | 0.256 | | laptop | 0.109 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.078 | telephone | 0.025 | microwave | 0.255 | | oven | 0.013 | paper_towel_dispenser | 0.230 | sink | 0.172 | | fridge | 0.177 | book | 0.008 | clock | 0.072 | | vase | 0.044 | fire_extinguisher | 0.010 | blinds | 0.023 | | podium | 0.205 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:38:52,437 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.208 | table | 0.454 | desk | 0.198 | | sofa_chair | 0.677 | pillow | 0.140 | box | 0.047 | | garbage_bin | 0.621 | cabinet | 0.085 | drawer | 0.086 | | shelf | 0.226 | kitchen_counter | 0.276 | kitchen_cabinet | 0.336 | | cpu | 0.074 | bench | 0.307 | file_cabinet | 0.115 | | whiteboard | 0.229 | lamp | 0.376 | endtable | 0.255 | | bookshelf | 0.418 | coffee_table | 0.368 | dresser | 0.267 | | paper | 0.032 | printer | 0.361 | monitor | 0.536 | | back_pack | 0.138 | night_stand | 0.511 | door | 0.117 | | picture | 0.074 | ottoman | 0.277 | stool | 0.419 | | outlet | 0.000 | towel | 0.111 | tray | 0.026 | | bag | 0.020 | stove | 0.203 | bathtub | 0.679 | | scanner | 0.310 | cubby | 0.027 | mirror | 0.049 | | bottle | 0.005 | rack | 0.033 | cup | 0.189 | | thermos | 0.002 | island | 0.129 | counter | 0.041 | | bowl | 0.089 | plate | 0.002 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.315 | | cart | 0.164 | tv_stand | 0.191 | poster | 0.007 | | soap_dispenser | 0.023 | toy | nan | chair | 0.682 | | sofa | 0.616 | plant | 0.085 | bed | 0.875 | | dining_table | 0.009 | toilet | 0.880 | tv | 0.439 | | laptop | 0.235 | mouse | 0.093 | basket | 0.000 | | keyboard | 0.245 | telephone | 0.067 | microwave | 0.472 | | oven | 0.035 | paper_towel_dispenser | 0.378 | sink | 0.495 | | fridge | 0.313 | book | 0.021 | clock | 0.123 | | vase | 0.086 | fire_extinguisher | 0.103 | blinds | 0.059 | | podium | 0.274 | others | 0.090 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:38:52,440 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.104 | table | 0.260 | desk | 0.084 | | sofa_chair | 0.571 | pillow | 0.035 | box | 0.015 | | garbage_bin | 0.381 | cabinet | 0.039 | drawer | 0.064 | | shelf | 0.088 | kitchen_counter | 0.163 | kitchen_cabinet | 0.206 | | cpu | 0.010 | bench | 0.142 | file_cabinet | 0.112 | | whiteboard | 0.138 | lamp | 0.145 | endtable | 0.116 | | bookshelf | 0.211 | coffee_table | 0.148 | dresser | 0.212 | | paper | 0.003 | printer | 0.203 | monitor | 0.148 | | back_pack | 0.043 | night_stand | 0.314 | door | 0.106 | | picture | 0.047 | ottoman | 0.230 | stool | 0.236 | | outlet | 0.000 | towel | 0.072 | tray | 0.001 | | bag | 0.019 | stove | 0.072 | bathtub | 0.479 | | scanner | 0.182 | cubby | 0.024 | mirror | 0.019 | | bottle | 0.004 | rack | 0.026 | cup | 0.051 | | thermos | 0.000 | island | 0.109 | counter | 0.040 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.165 | | cart | 0.074 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.006 | toy | nan | chair | 0.298 | | sofa | 0.458 | plant | 0.022 | bed | 0.691 | | dining_table | 0.002 | toilet | 0.591 | tv | 0.271 | | laptop | 0.090 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.010 | microwave | 0.240 | | oven | 0.005 | paper_towel_dispenser | 0.264 | sink | 0.074 | | fridge | 0.210 | book | 0.006 | clock | 0.107 | | vase | 0.049 | fire_extinguisher | 0.000 | blinds | 0.016 | | podium | 0.274 | others | 0.033 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:38:52,440 - mmdet - INFO - Evaluating segm... 2022-05-13 19:39:09,550 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 19:39:09,554 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:39:09,557 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:39:09,561 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 19:39:09,858 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 19:39:09,858 - mmdet - INFO - Epoch(val) [111][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0420, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.223 0.124 0.006 0.042 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 19:39:35,715 - mmdet - INFO - Epoch [112][50/3992] lr: 1.000e-06, eta: 2 days, 0:58:18, time: 0.517, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0206, loss_cls: 0.1279, acc: 95.1758, loss_bbox: 0.2198, loss_mask: 0.0000, loss: 0.3778 2022-05-13 19:40:00,958 - mmdet - INFO - Epoch [112][100/3992] lr: 1.000e-06, eta: 2 days, 0:57:53, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0248, loss_cls: 0.1337, acc: 95.0820, loss_bbox: 0.2239, loss_mask: 0.0000, loss: 0.3936 2022-05-13 19:40:25,179 - mmdet - INFO - Epoch [112][150/3992] lr: 1.000e-06, eta: 2 days, 0:57:28, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0215, loss_cls: 0.1302, acc: 95.3105, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3834 2022-05-13 19:40:49,755 - mmdet - INFO - Epoch [112][200/3992] lr: 1.000e-06, eta: 2 days, 0:57:03, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0217, loss_rpn_bbox: 0.0273, loss_cls: 0.1445, acc: 95.0078, loss_bbox: 0.2293, loss_mask: 0.0000, loss: 0.4228 2022-05-13 19:41:14,592 - mmdet - INFO - Epoch [112][250/3992] lr: 1.000e-06, eta: 2 days, 0:56:38, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0245, loss_cls: 0.1424, acc: 94.8164, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4209 2022-05-13 19:41:39,541 - mmdet - INFO - Epoch [112][300/3992] lr: 1.000e-06, eta: 2 days, 0:56:14, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0196, loss_cls: 0.1339, acc: 95.1211, loss_bbox: 0.2044, loss_mask: 0.0000, loss: 0.3672 2022-05-13 19:42:05,187 - mmdet - INFO - Epoch [112][350/3992] lr: 1.000e-06, eta: 2 days, 0:55:49, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0251, loss_cls: 0.1413, acc: 94.6289, loss_bbox: 0.2383, loss_mask: 0.0000, loss: 0.4155 2022-05-13 19:42:30,529 - mmdet - INFO - Epoch [112][400/3992] lr: 1.000e-06, eta: 2 days, 0:55:25, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0235, loss_cls: 0.1290, acc: 95.0996, loss_bbox: 0.2223, loss_mask: 0.0000, loss: 0.3875 2022-05-13 19:42:55,847 - mmdet - INFO - Epoch [112][450/3992] lr: 1.000e-06, eta: 2 days, 0:55:01, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0250, loss_cls: 0.1470, acc: 94.3984, loss_bbox: 0.2400, loss_mask: 0.0000, loss: 0.4224 2022-05-13 19:43:20,933 - mmdet - INFO - Epoch [112][500/3992] lr: 1.000e-06, eta: 2 days, 0:54:36, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0260, loss_cls: 0.1375, acc: 94.6777, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.4065 2022-05-13 19:43:47,020 - mmdet - INFO - Epoch [112][550/3992] lr: 1.000e-06, eta: 2 days, 0:54:12, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0259, loss_cls: 0.1404, acc: 94.9590, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4179 2022-05-13 19:44:11,453 - mmdet - INFO - Epoch [112][600/3992] lr: 1.000e-06, eta: 2 days, 0:53:47, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0230, loss_cls: 0.1288, acc: 95.2051, loss_bbox: 0.2272, loss_mask: 0.0000, loss: 0.3893 2022-05-13 19:44:35,789 - mmdet - INFO - Epoch [112][650/3992] lr: 1.000e-06, eta: 2 days, 0:53:22, time: 0.487, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0251, loss_cls: 0.1338, acc: 94.8223, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4068 2022-05-13 19:45:02,903 - mmdet - INFO - Epoch [112][700/3992] lr: 1.000e-06, eta: 2 days, 0:52:59, time: 0.542, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0269, loss_cls: 0.1687, acc: 93.9238, loss_bbox: 0.2590, loss_mask: 0.0000, loss: 0.4684 2022-05-13 19:45:27,040 - mmdet - INFO - Epoch [112][750/3992] lr: 1.000e-06, eta: 2 days, 0:52:34, time: 0.483, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0214, loss_cls: 0.1225, acc: 95.2930, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3710 2022-05-13 19:45:52,213 - mmdet - INFO - Epoch [112][800/3992] lr: 1.000e-06, eta: 2 days, 0:52:09, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0273, loss_cls: 0.1439, acc: 94.6309, loss_bbox: 0.2466, loss_mask: 0.0000, loss: 0.4303 2022-05-13 19:46:18,631 - mmdet - INFO - Epoch [112][850/3992] lr: 1.000e-06, eta: 2 days, 0:51:46, time: 0.528, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0234, loss_cls: 0.1241, acc: 95.3457, loss_bbox: 0.2225, loss_mask: 0.0000, loss: 0.3797 2022-05-13 19:46:43,445 - mmdet - INFO - Epoch [112][900/3992] lr: 1.000e-06, eta: 2 days, 0:51:21, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0255, loss_cls: 0.1370, acc: 94.7949, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4297 2022-05-13 19:47:09,291 - mmdet - INFO - Epoch [112][950/3992] lr: 1.000e-06, eta: 2 days, 0:50:57, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0243, loss_cls: 0.1480, acc: 94.4316, loss_bbox: 0.2529, loss_mask: 0.0000, loss: 0.4385 2022-05-13 19:47:34,193 - mmdet - INFO - Epoch [112][1000/3992] lr: 1.000e-06, eta: 2 days, 0:50:32, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0295, loss_cls: 0.1319, acc: 94.8984, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4219 2022-05-13 19:47:59,216 - mmdet - INFO - Epoch [112][1050/3992] lr: 1.000e-06, eta: 2 days, 0:50:07, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0250, loss_cls: 0.1568, acc: 94.2969, loss_bbox: 0.2548, loss_mask: 0.0000, loss: 0.4525 2022-05-13 19:48:24,597 - mmdet - INFO - Epoch [112][1100/3992] lr: 1.000e-06, eta: 2 days, 0:49:43, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0254, loss_cls: 0.1381, acc: 94.9629, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.4021 2022-05-13 19:48:49,356 - mmdet - INFO - Epoch [112][1150/3992] lr: 1.000e-06, eta: 2 days, 0:49:18, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0238, loss_cls: 0.1446, acc: 94.5859, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4265 2022-05-13 19:49:13,677 - mmdet - INFO - Epoch [112][1200/3992] lr: 1.000e-06, eta: 2 days, 0:48:53, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0232, loss_cls: 0.1371, acc: 94.9355, loss_bbox: 0.2344, loss_mask: 0.0000, loss: 0.4066 2022-05-13 19:49:39,447 - mmdet - INFO - Epoch [112][1250/3992] lr: 1.000e-06, eta: 2 days, 0:48:29, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0268, loss_cls: 0.1406, acc: 94.8809, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4153 2022-05-13 19:50:04,742 - mmdet - INFO - Epoch [112][1300/3992] lr: 1.000e-06, eta: 2 days, 0:48:04, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0284, loss_cls: 0.1524, acc: 94.4297, loss_bbox: 0.2579, loss_mask: 0.0000, loss: 0.4493 2022-05-13 19:50:29,565 - mmdet - INFO - Epoch [112][1350/3992] lr: 1.000e-06, eta: 2 days, 0:47:40, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0270, loss_cls: 0.1483, acc: 94.4980, loss_bbox: 0.2414, loss_mask: 0.0000, loss: 0.4337 2022-05-13 19:50:53,903 - mmdet - INFO - Epoch [112][1400/3992] lr: 1.000e-06, eta: 2 days, 0:47:14, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0236, loss_cls: 0.1276, acc: 95.1543, loss_bbox: 0.2215, loss_mask: 0.0000, loss: 0.3847 2022-05-13 19:51:18,664 - mmdet - INFO - Epoch [112][1450/3992] lr: 1.000e-06, eta: 2 days, 0:46:50, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0247, loss_cls: 0.1327, acc: 95.2031, loss_bbox: 0.2316, loss_mask: 0.0000, loss: 0.4027 2022-05-13 19:51:44,660 - mmdet - INFO - Epoch [112][1500/3992] lr: 1.000e-06, eta: 2 days, 0:46:26, time: 0.520, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0288, loss_cls: 0.1430, acc: 94.5527, loss_bbox: 0.2506, loss_mask: 0.0000, loss: 0.4348 2022-05-13 19:52:09,596 - mmdet - INFO - Epoch [112][1550/3992] lr: 1.000e-06, eta: 2 days, 0:46:01, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0267, loss_cls: 0.1510, acc: 94.3711, loss_bbox: 0.2528, loss_mask: 0.0000, loss: 0.4460 2022-05-13 19:52:33,933 - mmdet - INFO - Epoch [112][1600/3992] lr: 1.000e-06, eta: 2 days, 0:45:36, time: 0.487, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0225, loss_cls: 0.1314, acc: 94.9434, loss_bbox: 0.2323, loss_mask: 0.0000, loss: 0.3983 2022-05-13 19:52:58,660 - mmdet - INFO - Epoch [112][1650/3992] lr: 1.000e-06, eta: 2 days, 0:45:11, time: 0.495, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0203, loss_cls: 0.1235, acc: 95.3789, loss_bbox: 0.2064, loss_mask: 0.0000, loss: 0.3593 2022-05-13 19:53:24,435 - mmdet - INFO - Epoch [112][1700/3992] lr: 1.000e-06, eta: 2 days, 0:44:47, time: 0.515, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0267, loss_cls: 0.1552, acc: 94.4570, loss_bbox: 0.2410, loss_mask: 0.0000, loss: 0.4384 2022-05-13 19:53:49,839 - mmdet - INFO - Epoch [112][1750/3992] lr: 1.000e-06, eta: 2 days, 0:44:23, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0142, loss_rpn_bbox: 0.0238, loss_cls: 0.1380, acc: 94.9004, loss_bbox: 0.2421, loss_mask: 0.0000, loss: 0.4181 2022-05-13 19:54:14,735 - mmdet - INFO - Epoch [112][1800/3992] lr: 1.000e-06, eta: 2 days, 0:43:58, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0257, loss_cls: 0.1398, acc: 94.7598, loss_bbox: 0.2290, loss_mask: 0.0000, loss: 0.4086 2022-05-13 19:54:40,086 - mmdet - INFO - Epoch [112][1850/3992] lr: 1.000e-06, eta: 2 days, 0:43:33, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0242, loss_cls: 0.1415, acc: 94.8418, loss_bbox: 0.2368, loss_mask: 0.0000, loss: 0.4146 2022-05-13 19:55:05,291 - mmdet - INFO - Epoch [112][1900/3992] lr: 1.000e-06, eta: 2 days, 0:43:09, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0170, loss_rpn_bbox: 0.0260, loss_cls: 0.1515, acc: 94.1172, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4638 2022-05-13 19:55:29,901 - mmdet - INFO - Epoch [112][1950/3992] lr: 1.000e-06, eta: 2 days, 0:42:44, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0252, loss_cls: 0.1323, acc: 95.0566, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3958 2022-05-13 19:55:54,604 - mmdet - INFO - Epoch [112][2000/3992] lr: 1.000e-06, eta: 2 days, 0:42:19, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0229, loss_cls: 0.1372, acc: 94.9141, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4019 2022-05-13 19:56:20,630 - mmdet - INFO - Epoch [112][2050/3992] lr: 1.000e-06, eta: 2 days, 0:41:55, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0221, loss_cls: 0.1198, acc: 95.5098, loss_bbox: 0.2132, loss_mask: 0.0000, loss: 0.3635 2022-05-13 19:56:46,232 - mmdet - INFO - Epoch [112][2100/3992] lr: 1.000e-06, eta: 2 days, 0:41:31, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0286, loss_cls: 0.1507, acc: 94.2949, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4438 2022-05-13 19:57:10,518 - mmdet - INFO - Epoch [112][2150/3992] lr: 1.000e-06, eta: 2 days, 0:41:06, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0230, loss_cls: 0.1371, acc: 95.1719, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3947 2022-05-13 19:57:36,163 - mmdet - INFO - Epoch [112][2200/3992] lr: 1.000e-06, eta: 2 days, 0:40:42, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0151, loss_rpn_bbox: 0.0340, loss_cls: 0.1652, acc: 94.1191, loss_bbox: 0.2595, loss_mask: 0.0000, loss: 0.4738 2022-05-13 19:58:00,673 - mmdet - INFO - Epoch [112][2250/3992] lr: 1.000e-06, eta: 2 days, 0:40:16, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0272, loss_cls: 0.1301, acc: 95.1719, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.4012 2022-05-13 19:58:25,162 - mmdet - INFO - Epoch [112][2300/3992] lr: 1.000e-06, eta: 2 days, 0:39:51, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0286, loss_cls: 0.1380, acc: 94.7832, loss_bbox: 0.2409, loss_mask: 0.0000, loss: 0.4228 2022-05-13 19:58:49,744 - mmdet - INFO - Epoch [112][2350/3992] lr: 1.000e-06, eta: 2 days, 0:39:26, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0250, loss_cls: 0.1228, acc: 95.2109, loss_bbox: 0.2064, loss_mask: 0.0000, loss: 0.3655 2022-05-13 19:59:15,121 - mmdet - INFO - Epoch [112][2400/3992] lr: 1.000e-06, eta: 2 days, 0:39:02, time: 0.508, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0268, loss_cls: 0.1510, acc: 94.3516, loss_bbox: 0.2538, loss_mask: 0.0000, loss: 0.4439 2022-05-13 19:59:39,687 - mmdet - INFO - Epoch [112][2450/3992] lr: 1.000e-06, eta: 2 days, 0:38:37, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0148, loss_rpn_bbox: 0.0234, loss_cls: 0.1259, acc: 95.4863, loss_bbox: 0.2094, loss_mask: 0.0000, loss: 0.3734 2022-05-13 20:00:04,687 - mmdet - INFO - Epoch [112][2500/3992] lr: 1.000e-06, eta: 2 days, 0:38:12, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0308, loss_cls: 0.1440, acc: 94.7266, loss_bbox: 0.2487, loss_mask: 0.0000, loss: 0.4390 2022-05-13 20:00:29,751 - mmdet - INFO - Epoch [112][2550/3992] lr: 1.000e-06, eta: 2 days, 0:37:48, time: 0.501, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0284, loss_cls: 0.1402, acc: 94.5098, loss_bbox: 0.2488, loss_mask: 0.0000, loss: 0.4312 2022-05-13 20:00:54,892 - mmdet - INFO - Epoch [112][2600/3992] lr: 1.000e-06, eta: 2 days, 0:37:23, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0236, loss_cls: 0.1321, acc: 95.2793, loss_bbox: 0.2158, loss_mask: 0.0000, loss: 0.3840 2022-05-13 20:01:20,319 - mmdet - INFO - Epoch [112][2650/3992] lr: 1.000e-06, eta: 2 days, 0:36:59, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0257, loss_cls: 0.1303, acc: 95.3105, loss_bbox: 0.2319, loss_mask: 0.0000, loss: 0.3982 2022-05-13 20:01:45,840 - mmdet - INFO - Epoch [112][2700/3992] lr: 1.000e-06, eta: 2 days, 0:36:35, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0223, loss_cls: 0.1304, acc: 95.0469, loss_bbox: 0.2354, loss_mask: 0.0000, loss: 0.3970 2022-05-13 20:02:10,946 - mmdet - INFO - Epoch [112][2750/3992] lr: 1.000e-06, eta: 2 days, 0:36:10, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0249, loss_cls: 0.1217, acc: 95.4902, loss_bbox: 0.2107, loss_mask: 0.0000, loss: 0.3676 2022-05-13 20:02:35,984 - mmdet - INFO - Epoch [112][2800/3992] lr: 1.000e-06, eta: 2 days, 0:35:45, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0093, loss_rpn_bbox: 0.0205, loss_cls: 0.1272, acc: 95.4043, loss_bbox: 0.2153, loss_mask: 0.0000, loss: 0.3722 2022-05-13 20:03:00,747 - mmdet - INFO - Epoch [112][2850/3992] lr: 1.000e-06, eta: 2 days, 0:35:20, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0241, loss_cls: 0.1370, acc: 94.7188, loss_bbox: 0.2349, loss_mask: 0.0000, loss: 0.4065 2022-05-13 20:03:25,825 - mmdet - INFO - Epoch [112][2900/3992] lr: 1.000e-06, eta: 2 days, 0:34:56, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0289, loss_cls: 0.1457, acc: 94.5254, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4342 2022-05-13 20:03:50,569 - mmdet - INFO - Epoch [112][2950/3992] lr: 1.000e-06, eta: 2 days, 0:34:31, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0250, loss_cls: 0.1339, acc: 94.8711, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.3980 2022-05-13 20:04:15,216 - mmdet - INFO - Epoch [112][3000/3992] lr: 1.000e-06, eta: 2 days, 0:34:06, time: 0.493, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0270, loss_cls: 0.1446, acc: 94.7617, loss_bbox: 0.2357, loss_mask: 0.0000, loss: 0.4232 2022-05-13 20:04:39,628 - mmdet - INFO - Epoch [112][3050/3992] lr: 1.000e-06, eta: 2 days, 0:33:41, time: 0.488, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0260, loss_cls: 0.1368, acc: 94.8320, loss_bbox: 0.2328, loss_mask: 0.0000, loss: 0.4111 2022-05-13 20:05:05,279 - mmdet - INFO - Epoch [112][3100/3992] lr: 1.000e-06, eta: 2 days, 0:33:17, time: 0.513, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0217, loss_cls: 0.1222, acc: 95.3965, loss_bbox: 0.2182, loss_mask: 0.0000, loss: 0.3727 2022-05-13 20:05:31,114 - mmdet - INFO - Epoch [112][3150/3992] lr: 1.000e-06, eta: 2 days, 0:32:53, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0253, loss_cls: 0.1372, acc: 94.8555, loss_bbox: 0.2287, loss_mask: 0.0000, loss: 0.4029 2022-05-13 20:05:57,290 - mmdet - INFO - Epoch [112][3200/3992] lr: 1.000e-06, eta: 2 days, 0:32:29, time: 0.524, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0252, loss_cls: 0.1486, acc: 94.3340, loss_bbox: 0.2499, loss_mask: 0.0000, loss: 0.4341 2022-05-13 20:06:21,860 - mmdet - INFO - Epoch [112][3250/3992] lr: 1.000e-06, eta: 2 days, 0:32:04, time: 0.491, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0236, loss_cls: 0.1259, acc: 95.3105, loss_bbox: 0.2337, loss_mask: 0.0000, loss: 0.3933 2022-05-13 20:06:47,594 - mmdet - INFO - Epoch [112][3300/3992] lr: 1.000e-06, eta: 2 days, 0:31:40, time: 0.515, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0214, loss_cls: 0.1256, acc: 95.2754, loss_bbox: 0.2242, loss_mask: 0.0000, loss: 0.3810 2022-05-13 20:07:12,279 - mmdet - INFO - Epoch [112][3350/3992] lr: 1.000e-06, eta: 2 days, 0:31:15, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0288, loss_cls: 0.1628, acc: 94.0938, loss_bbox: 0.2755, loss_mask: 0.0000, loss: 0.4794 2022-05-13 20:07:37,458 - mmdet - INFO - Epoch [112][3400/3992] lr: 1.000e-06, eta: 2 days, 0:30:50, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0243, loss_cls: 0.1452, acc: 94.4512, loss_bbox: 0.2476, loss_mask: 0.0000, loss: 0.4257 2022-05-13 20:08:01,928 - mmdet - INFO - Epoch [112][3450/3992] lr: 1.000e-06, eta: 2 days, 0:30:25, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0283, loss_cls: 0.1542, acc: 94.3184, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4402 2022-05-13 20:08:26,503 - mmdet - INFO - Epoch [112][3500/3992] lr: 1.000e-06, eta: 2 days, 0:30:00, time: 0.491, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0252, loss_cls: 0.1444, acc: 94.4414, loss_bbox: 0.2458, loss_mask: 0.0000, loss: 0.4309 2022-05-13 20:08:52,462 - mmdet - INFO - Epoch [112][3550/3992] lr: 1.000e-06, eta: 2 days, 0:29:36, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0240, loss_cls: 0.1434, acc: 94.6367, loss_bbox: 0.2360, loss_mask: 0.0000, loss: 0.4163 2022-05-13 20:09:16,915 - mmdet - INFO - Epoch [112][3600/3992] lr: 1.000e-06, eta: 2 days, 0:29:11, time: 0.489, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0226, loss_cls: 0.1424, acc: 94.3789, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4244 2022-05-13 20:09:42,263 - mmdet - INFO - Epoch [112][3650/3992] lr: 1.000e-06, eta: 2 days, 0:28:47, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0284, loss_cls: 0.1491, acc: 94.6328, loss_bbox: 0.2460, loss_mask: 0.0000, loss: 0.4379 2022-05-13 20:10:07,354 - mmdet - INFO - Epoch [112][3700/3992] lr: 1.000e-06, eta: 2 days, 0:28:22, time: 0.502, data_time: 0.015, memory: 9539, loss_rpn_cls: 0.0163, loss_rpn_bbox: 0.0333, loss_cls: 0.1676, acc: 93.8438, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4840 2022-05-13 20:10:31,492 - mmdet - INFO - Epoch [112][3750/3992] lr: 1.000e-06, eta: 2 days, 0:27:57, time: 0.483, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0157, loss_rpn_bbox: 0.0252, loss_cls: 0.1455, acc: 94.6367, loss_bbox: 0.2256, loss_mask: 0.0000, loss: 0.4120 2022-05-13 20:10:56,638 - mmdet - INFO - Epoch [112][3800/3992] lr: 1.000e-06, eta: 2 days, 0:27:32, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0233, loss_cls: 0.1358, acc: 94.9766, loss_bbox: 0.2359, loss_mask: 0.0000, loss: 0.4071 2022-05-13 20:11:21,459 - mmdet - INFO - Epoch [112][3850/3992] lr: 1.000e-06, eta: 2 days, 0:27:08, time: 0.496, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0188, loss_rpn_bbox: 0.0314, loss_cls: 0.1639, acc: 93.9941, loss_bbox: 0.2693, loss_mask: 0.0000, loss: 0.4834 2022-05-13 20:11:46,309 - mmdet - INFO - Epoch [112][3900/3992] lr: 1.000e-06, eta: 2 days, 0:26:43, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0260, loss_cls: 0.1334, acc: 94.8984, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4061 2022-05-13 20:12:11,988 - mmdet - INFO - Epoch [112][3950/3992] lr: 1.000e-06, eta: 2 days, 0:26:19, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0280, loss_cls: 0.1554, acc: 94.2734, loss_bbox: 0.2647, loss_mask: 0.0000, loss: 0.4600 2022-05-13 20:12:32,353 - mmdet - INFO - Saving checkpoint at 112 epochs 2022-05-13 20:18:09,868 - mmdet - INFO - Evaluating bbox... 2022-05-13 20:18:25,455 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.224 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.005 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.249 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.019 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.103 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.297 2022-05-13 20:18:25,460 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.109 | table | 0.257 | desk | 0.096 | | sofa_chair | 0.482 | pillow | 0.056 | box | 0.020 | | garbage_bin | 0.351 | cabinet | 0.043 | drawer | 0.059 | | shelf | 0.107 | kitchen_counter | 0.165 | kitchen_cabinet | 0.202 | | cpu | 0.028 | bench | 0.155 | file_cabinet | 0.085 | | whiteboard | 0.148 | lamp | 0.172 | endtable | 0.134 | | bookshelf | 0.223 | coffee_table | 0.202 | dresser | 0.177 | | paper | 0.010 | printer | 0.216 | monitor | 0.222 | | back_pack | 0.063 | night_stand | 0.296 | door | 0.082 | | picture | 0.047 | ottoman | 0.188 | stool | 0.224 | | outlet | 0.000 | towel | 0.077 | tray | 0.016 | | bag | 0.017 | stove | 0.104 | bathtub | 0.430 | | scanner | 0.201 | cubby | 0.022 | mirror | 0.024 | | bottle | 0.004 | rack | 0.023 | cup | 0.081 | | thermos | 0.001 | island | 0.098 | counter | 0.028 | | bowl | 0.055 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.193 | | cart | 0.095 | tv_stand | 0.123 | poster | 0.002 | | soap_dispenser | 0.013 | toy | nan | chair | 0.337 | | sofa | 0.417 | plant | 0.031 | bed | 0.609 | | dining_table | 0.007 | toilet | 0.535 | tv | 0.255 | | laptop | 0.110 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.030 | microwave | 0.251 | | oven | 0.019 | paper_towel_dispenser | 0.236 | sink | 0.168 | | fridge | 0.180 | book | 0.008 | clock | 0.072 | | vase | 0.039 | fire_extinguisher | 0.009 | blinds | 0.016 | | podium | 0.193 | others | 0.041 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:25,463 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.213 | table | 0.458 | desk | 0.196 | | sofa_chair | 0.675 | pillow | 0.142 | box | 0.052 | | garbage_bin | 0.615 | cabinet | 0.087 | drawer | 0.089 | | shelf | 0.221 | kitchen_counter | 0.275 | kitchen_cabinet | 0.337 | | cpu | 0.083 | bench | 0.295 | file_cabinet | 0.118 | | whiteboard | 0.228 | lamp | 0.368 | endtable | 0.247 | | bookshelf | 0.411 | coffee_table | 0.373 | dresser | 0.268 | | paper | 0.030 | printer | 0.365 | monitor | 0.525 | | back_pack | 0.140 | night_stand | 0.522 | door | 0.124 | | picture | 0.083 | ottoman | 0.269 | stool | 0.411 | | outlet | 0.000 | towel | 0.120 | tray | 0.039 | | bag | 0.022 | stove | 0.201 | bathtub | 0.683 | | scanner | 0.316 | cubby | 0.035 | mirror | 0.051 | | bottle | 0.006 | rack | 0.034 | cup | 0.187 | | thermos | 0.002 | island | 0.132 | counter | 0.034 | | bowl | 0.089 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.320 | | cart | 0.160 | tv_stand | 0.230 | poster | 0.007 | | soap_dispenser | 0.016 | toy | nan | chair | 0.686 | | sofa | 0.616 | plant | 0.083 | bed | 0.876 | | dining_table | 0.012 | toilet | 0.878 | tv | 0.446 | | laptop | 0.239 | mouse | 0.101 | basket | 0.000 | | keyboard | 0.252 | telephone | 0.073 | microwave | 0.468 | | oven | 0.042 | paper_towel_dispenser | 0.392 | sink | 0.491 | | fridge | 0.319 | book | 0.022 | clock | 0.123 | | vase | 0.076 | fire_extinguisher | 0.086 | blinds | 0.046 | | podium | 0.264 | others | 0.089 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:25,467 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.103 | table | 0.258 | desk | 0.085 | | sofa_chair | 0.566 | pillow | 0.036 | box | 0.009 | | garbage_bin | 0.369 | cabinet | 0.042 | drawer | 0.066 | | shelf | 0.097 | kitchen_counter | 0.163 | kitchen_cabinet | 0.226 | | cpu | 0.010 | bench | 0.142 | file_cabinet | 0.116 | | whiteboard | 0.154 | lamp | 0.140 | endtable | 0.113 | | bookshelf | 0.207 | coffee_table | 0.156 | dresser | 0.212 | | paper | 0.003 | printer | 0.208 | monitor | 0.155 | | back_pack | 0.038 | night_stand | 0.311 | door | 0.115 | | picture | 0.050 | ottoman | 0.238 | stool | 0.260 | | outlet | 0.000 | towel | 0.077 | tray | 0.021 | | bag | 0.021 | stove | 0.073 | bathtub | 0.487 | | scanner | 0.187 | cubby | 0.026 | mirror | 0.011 | | bottle | 0.005 | rack | 0.027 | cup | 0.057 | | thermos | 0.000 | island | 0.111 | counter | 0.032 | | bowl | 0.059 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.169 | | cart | 0.066 | tv_stand | 0.075 | poster | 0.000 | | soap_dispenser | 0.016 | toy | nan | chair | 0.295 | | sofa | 0.457 | plant | 0.019 | bed | 0.703 | | dining_table | 0.003 | toilet | 0.573 | tv | 0.264 | | laptop | 0.097 | mouse | 0.006 | basket | 0.000 | | keyboard | 0.026 | telephone | 0.011 | microwave | 0.233 | | oven | 0.007 | paper_towel_dispenser | 0.264 | sink | 0.072 | | fridge | 0.176 | book | 0.005 | clock | 0.089 | | vase | 0.036 | fire_extinguisher | 0.000 | blinds | 0.006 | | podium | 0.264 | others | 0.034 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:25,467 - mmdet - INFO - Evaluating segm... 2022-05-13 20:18:42,968 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 20:18:42,973 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:42,976 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:42,979 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:18:43,273 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 20:18:43,274 - mmdet - INFO - Epoch(val) [112][2619] bbox_mAP: 0.1260, bbox_mAP_50: 0.2240, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0050, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.126 0.224 0.124 0.005 0.043 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 20:19:11,067 - mmdet - INFO - Epoch [113][50/3992] lr: 1.000e-06, eta: 2 days, 0:25:19, time: 0.556, data_time: 0.061, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0309, loss_cls: 0.1461, acc: 94.5254, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4270 2022-05-13 20:19:35,220 - mmdet - INFO - Epoch [113][100/3992] lr: 1.000e-06, eta: 2 days, 0:24:54, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0254, loss_cls: 0.1420, acc: 94.7012, loss_bbox: 0.2425, loss_mask: 0.0000, loss: 0.4223 2022-05-13 20:20:00,259 - mmdet - INFO - Epoch [113][150/3992] lr: 1.000e-06, eta: 2 days, 0:24:29, time: 0.501, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0289, loss_cls: 0.1602, acc: 94.0312, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4659 2022-05-13 20:20:25,078 - mmdet - INFO - Epoch [113][200/3992] lr: 1.000e-06, eta: 2 days, 0:24:04, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0269, loss_cls: 0.1494, acc: 94.3848, loss_bbox: 0.2561, loss_mask: 0.0000, loss: 0.4476 2022-05-13 20:20:49,675 - mmdet - INFO - Epoch [113][250/3992] lr: 1.000e-06, eta: 2 days, 0:23:39, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0225, loss_cls: 0.1380, acc: 95.0977, loss_bbox: 0.2183, loss_mask: 0.0000, loss: 0.3894 2022-05-13 20:21:15,008 - mmdet - INFO - Epoch [113][300/3992] lr: 1.000e-06, eta: 2 days, 0:23:15, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0293, loss_cls: 0.1531, acc: 94.2832, loss_bbox: 0.2541, loss_mask: 0.0000, loss: 0.4517 2022-05-13 20:21:40,030 - mmdet - INFO - Epoch [113][350/3992] lr: 1.000e-06, eta: 2 days, 0:22:50, time: 0.500, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0209, loss_cls: 0.1293, acc: 95.2031, loss_bbox: 0.2162, loss_mask: 0.0000, loss: 0.3794 2022-05-13 20:22:05,400 - mmdet - INFO - Epoch [113][400/3992] lr: 1.000e-06, eta: 2 days, 0:22:26, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0279, loss_cls: 0.1494, acc: 94.4922, loss_bbox: 0.2433, loss_mask: 0.0000, loss: 0.4340 2022-05-13 20:22:29,800 - mmdet - INFO - Epoch [113][450/3992] lr: 1.000e-06, eta: 2 days, 0:22:01, time: 0.488, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0238, loss_cls: 0.1309, acc: 95.0859, loss_bbox: 0.2315, loss_mask: 0.0000, loss: 0.3969 2022-05-13 20:22:54,574 - mmdet - INFO - Epoch [113][500/3992] lr: 1.000e-06, eta: 2 days, 0:21:36, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0267, loss_cls: 0.1511, acc: 94.3008, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4457 2022-05-13 20:23:19,730 - mmdet - INFO - Epoch [113][550/3992] lr: 1.000e-06, eta: 2 days, 0:21:11, time: 0.503, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0234, loss_cls: 0.1399, acc: 95.0645, loss_bbox: 0.2325, loss_mask: 0.0000, loss: 0.4063 2022-05-13 20:23:44,084 - mmdet - INFO - Epoch [113][600/3992] lr: 1.000e-06, eta: 2 days, 0:20:46, time: 0.487, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0285, loss_cls: 0.1614, acc: 93.9746, loss_bbox: 0.2663, loss_mask: 0.0000, loss: 0.4720 2022-05-13 20:24:08,046 - mmdet - INFO - Epoch [113][650/3992] lr: 1.000e-06, eta: 2 days, 0:20:21, time: 0.479, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0110, loss_rpn_bbox: 0.0219, loss_cls: 0.1275, acc: 95.2520, loss_bbox: 0.2142, loss_mask: 0.0000, loss: 0.3747 2022-05-13 20:24:32,904 - mmdet - INFO - Epoch [113][700/3992] lr: 1.000e-06, eta: 2 days, 0:19:56, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0238, loss_cls: 0.1402, acc: 94.8809, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4009 2022-05-13 20:24:58,541 - mmdet - INFO - Epoch [113][750/3992] lr: 1.000e-06, eta: 2 days, 0:19:32, time: 0.513, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0255, loss_cls: 0.1357, acc: 94.8730, loss_bbox: 0.2390, loss_mask: 0.0000, loss: 0.4138 2022-05-13 20:25:22,717 - mmdet - INFO - Epoch [113][800/3992] lr: 1.000e-06, eta: 2 days, 0:19:06, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0246, loss_cls: 0.1357, acc: 94.8164, loss_bbox: 0.2348, loss_mask: 0.0000, loss: 0.4039 2022-05-13 20:25:47,786 - mmdet - INFO - Epoch [113][850/3992] lr: 1.000e-06, eta: 2 days, 0:18:42, time: 0.501, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0227, loss_cls: 0.1319, acc: 95.1875, loss_bbox: 0.2246, loss_mask: 0.0000, loss: 0.3896 2022-05-13 20:26:13,061 - mmdet - INFO - Epoch [113][900/3992] lr: 1.000e-06, eta: 2 days, 0:18:17, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0257, loss_cls: 0.1251, acc: 95.2070, loss_bbox: 0.2318, loss_mask: 0.0000, loss: 0.3940 2022-05-13 20:26:38,447 - mmdet - INFO - Epoch [113][950/3992] lr: 1.000e-06, eta: 2 days, 0:17:53, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0235, loss_cls: 0.1353, acc: 95.2090, loss_bbox: 0.2331, loss_mask: 0.0000, loss: 0.4037 2022-05-13 20:27:03,730 - mmdet - INFO - Epoch [113][1000/3992] lr: 1.000e-06, eta: 2 days, 0:17:28, time: 0.506, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0227, loss_cls: 0.1407, acc: 94.9395, loss_bbox: 0.2312, loss_mask: 0.0000, loss: 0.4067 2022-05-13 20:27:27,324 - mmdet - INFO - Epoch [113][1050/3992] lr: 1.000e-06, eta: 2 days, 0:17:03, time: 0.472, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0245, loss_cls: 0.1268, acc: 95.1074, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.3969 2022-05-13 20:27:50,221 - mmdet - INFO - Epoch [113][1100/3992] lr: 1.000e-06, eta: 2 days, 0:16:36, time: 0.458, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0249, loss_cls: 0.1462, acc: 94.5195, loss_bbox: 0.2585, loss_mask: 0.0000, loss: 0.4448 2022-05-13 20:28:16,096 - mmdet - INFO - Epoch [113][1150/3992] lr: 1.000e-06, eta: 2 days, 0:16:12, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0227, loss_cls: 0.1290, acc: 95.3105, loss_bbox: 0.2235, loss_mask: 0.0000, loss: 0.3866 2022-05-13 20:28:40,971 - mmdet - INFO - Epoch [113][1200/3992] lr: 1.000e-06, eta: 2 days, 0:15:48, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0254, loss_cls: 0.1470, acc: 94.6562, loss_bbox: 0.2423, loss_mask: 0.0000, loss: 0.4284 2022-05-13 20:29:06,666 - mmdet - INFO - Epoch [113][1250/3992] lr: 1.000e-06, eta: 2 days, 0:15:23, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0277, loss_cls: 0.1371, acc: 94.9395, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4226 2022-05-13 20:29:31,405 - mmdet - INFO - Epoch [113][1300/3992] lr: 1.000e-06, eta: 2 days, 0:14:59, time: 0.495, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0173, loss_rpn_bbox: 0.0253, loss_cls: 0.1304, acc: 95.0703, loss_bbox: 0.2332, loss_mask: 0.0000, loss: 0.4061 2022-05-13 20:29:55,730 - mmdet - INFO - Epoch [113][1350/3992] lr: 1.000e-06, eta: 2 days, 0:14:33, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0212, loss_cls: 0.1224, acc: 95.5469, loss_bbox: 0.2090, loss_mask: 0.0000, loss: 0.3650 2022-05-13 20:30:21,313 - mmdet - INFO - Epoch [113][1400/3992] lr: 1.000e-06, eta: 2 days, 0:14:09, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0262, loss_cls: 0.1372, acc: 95.0039, loss_bbox: 0.2248, loss_mask: 0.0000, loss: 0.4018 2022-05-13 20:30:46,538 - mmdet - INFO - Epoch [113][1450/3992] lr: 1.000e-06, eta: 2 days, 0:13:45, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0252, loss_cls: 0.1357, acc: 94.8535, loss_bbox: 0.2486, loss_mask: 0.0000, loss: 0.4223 2022-05-13 20:31:12,363 - mmdet - INFO - Epoch [113][1500/3992] lr: 1.000e-06, eta: 2 days, 0:13:21, time: 0.517, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0267, loss_cls: 0.1463, acc: 94.5059, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4308 2022-05-13 20:31:39,556 - mmdet - INFO - Epoch [113][1550/3992] lr: 1.000e-06, eta: 2 days, 0:12:58, time: 0.544, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0299, loss_cls: 0.1383, acc: 94.5879, loss_bbox: 0.2377, loss_mask: 0.0000, loss: 0.4158 2022-05-13 20:32:04,235 - mmdet - INFO - Epoch [113][1600/3992] lr: 1.000e-06, eta: 2 days, 0:12:33, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0216, loss_cls: 0.1283, acc: 95.1152, loss_bbox: 0.2194, loss_mask: 0.0000, loss: 0.3801 2022-05-13 20:32:29,916 - mmdet - INFO - Epoch [113][1650/3992] lr: 1.000e-06, eta: 2 days, 0:12:09, time: 0.514, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0190, loss_rpn_bbox: 0.0273, loss_cls: 0.1472, acc: 94.4336, loss_bbox: 0.2567, loss_mask: 0.0000, loss: 0.4502 2022-05-13 20:32:55,517 - mmdet - INFO - Epoch [113][1700/3992] lr: 1.000e-06, eta: 2 days, 0:11:44, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0266, loss_cls: 0.1483, acc: 94.5859, loss_bbox: 0.2507, loss_mask: 0.0000, loss: 0.4385 2022-05-13 20:33:20,163 - mmdet - INFO - Epoch [113][1750/3992] lr: 1.000e-06, eta: 2 days, 0:11:19, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0215, loss_cls: 0.1099, acc: 95.9160, loss_bbox: 0.1986, loss_mask: 0.0000, loss: 0.3387 2022-05-13 20:33:45,044 - mmdet - INFO - Epoch [113][1800/3992] lr: 1.000e-06, eta: 2 days, 0:10:55, time: 0.498, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0119, loss_rpn_bbox: 0.0280, loss_cls: 0.1460, acc: 94.5254, loss_bbox: 0.2455, loss_mask: 0.0000, loss: 0.4313 2022-05-13 20:34:10,215 - mmdet - INFO - Epoch [113][1850/3992] lr: 1.000e-06, eta: 2 days, 0:10:30, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0243, loss_cls: 0.1483, acc: 94.5723, loss_bbox: 0.2395, loss_mask: 0.0000, loss: 0.4250 2022-05-13 20:34:35,976 - mmdet - INFO - Epoch [113][1900/3992] lr: 1.000e-06, eta: 2 days, 0:10:06, time: 0.515, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0285, loss_cls: 0.1384, acc: 94.9023, loss_bbox: 0.2289, loss_mask: 0.0000, loss: 0.4072 2022-05-13 20:35:00,908 - mmdet - INFO - Epoch [113][1950/3992] lr: 1.000e-06, eta: 2 days, 0:09:41, time: 0.499, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0154, loss_rpn_bbox: 0.0237, loss_cls: 0.1348, acc: 95.0156, loss_bbox: 0.2292, loss_mask: 0.0000, loss: 0.4032 2022-05-13 20:35:26,144 - mmdet - INFO - Epoch [113][2000/3992] lr: 1.000e-06, eta: 2 days, 0:09:17, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0160, loss_rpn_bbox: 0.0311, loss_cls: 0.1575, acc: 94.2129, loss_bbox: 0.2714, loss_mask: 0.0000, loss: 0.4760 2022-05-13 20:35:51,236 - mmdet - INFO - Epoch [113][2050/3992] lr: 1.000e-06, eta: 2 days, 0:08:52, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0168, loss_rpn_bbox: 0.0259, loss_cls: 0.1590, acc: 94.1953, loss_bbox: 0.2437, loss_mask: 0.0000, loss: 0.4454 2022-05-13 20:36:15,748 - mmdet - INFO - Epoch [113][2100/3992] lr: 1.000e-06, eta: 2 days, 0:08:27, time: 0.490, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0236, loss_cls: 0.1413, acc: 95.0273, loss_bbox: 0.2378, loss_mask: 0.0000, loss: 0.4173 2022-05-13 20:36:40,696 - mmdet - INFO - Epoch [113][2150/3992] lr: 1.000e-06, eta: 2 days, 0:08:03, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0259, loss_cls: 0.1455, acc: 94.7051, loss_bbox: 0.2375, loss_mask: 0.0000, loss: 0.4220 2022-05-13 20:37:06,298 - mmdet - INFO - Epoch [113][2200/3992] lr: 1.000e-06, eta: 2 days, 0:07:38, time: 0.512, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0236, loss_cls: 0.1360, acc: 95.0352, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4084 2022-05-13 20:37:31,405 - mmdet - INFO - Epoch [113][2250/3992] lr: 1.000e-06, eta: 2 days, 0:07:14, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0266, loss_cls: 0.1482, acc: 94.5762, loss_bbox: 0.2471, loss_mask: 0.0000, loss: 0.4365 2022-05-13 20:37:56,592 - mmdet - INFO - Epoch [113][2300/3992] lr: 1.000e-06, eta: 2 days, 0:06:49, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0161, loss_rpn_bbox: 0.0243, loss_cls: 0.1351, acc: 94.9941, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.4073 2022-05-13 20:38:21,690 - mmdet - INFO - Epoch [113][2350/3992] lr: 1.000e-06, eta: 2 days, 0:06:25, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0213, loss_cls: 0.1313, acc: 95.2363, loss_bbox: 0.2215, loss_mask: 0.0000, loss: 0.3876 2022-05-13 20:38:47,749 - mmdet - INFO - Epoch [113][2400/3992] lr: 1.000e-06, eta: 2 days, 0:06:01, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0262, loss_cls: 0.1408, acc: 94.7422, loss_bbox: 0.2424, loss_mask: 0.0000, loss: 0.4222 2022-05-13 20:39:12,412 - mmdet - INFO - Epoch [113][2450/3992] lr: 1.000e-06, eta: 2 days, 0:05:36, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0240, loss_cls: 0.1289, acc: 95.0664, loss_bbox: 0.2317, loss_mask: 0.0000, loss: 0.3943 2022-05-13 20:39:37,661 - mmdet - INFO - Epoch [113][2500/3992] lr: 1.000e-06, eta: 2 days, 0:05:11, time: 0.505, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0316, loss_cls: 0.1467, acc: 94.4902, loss_bbox: 0.2551, loss_mask: 0.0000, loss: 0.4464 2022-05-13 20:40:02,261 - mmdet - INFO - Epoch [113][2550/3992] lr: 1.000e-06, eta: 2 days, 0:04:46, time: 0.492, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0178, loss_rpn_bbox: 0.0262, loss_cls: 0.1554, acc: 94.5273, loss_bbox: 0.2338, loss_mask: 0.0000, loss: 0.4332 2022-05-13 20:40:28,083 - mmdet - INFO - Epoch [113][2600/3992] lr: 1.000e-06, eta: 2 days, 0:04:22, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0238, loss_cls: 0.1392, acc: 94.5840, loss_bbox: 0.2473, loss_mask: 0.0000, loss: 0.4204 2022-05-13 20:40:52,344 - mmdet - INFO - Epoch [113][2650/3992] lr: 1.000e-06, eta: 2 days, 0:03:57, time: 0.485, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0250, loss_cls: 0.1440, acc: 94.4863, loss_bbox: 0.2340, loss_mask: 0.0000, loss: 0.4152 2022-05-13 20:41:17,734 - mmdet - INFO - Epoch [113][2700/3992] lr: 1.000e-06, eta: 2 days, 0:03:33, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0136, loss_rpn_bbox: 0.0251, loss_cls: 0.1484, acc: 94.4609, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4276 2022-05-13 20:41:42,545 - mmdet - INFO - Epoch [113][2750/3992] lr: 1.000e-06, eta: 2 days, 0:03:08, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0250, loss_cls: 0.1334, acc: 94.8887, loss_bbox: 0.2450, loss_mask: 0.0000, loss: 0.4166 2022-05-13 20:42:08,116 - mmdet - INFO - Epoch [113][2800/3992] lr: 1.000e-06, eta: 2 days, 0:02:44, time: 0.511, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0192, loss_rpn_bbox: 0.0336, loss_cls: 0.1584, acc: 94.0215, loss_bbox: 0.2629, loss_mask: 0.0000, loss: 0.4740 2022-05-13 20:42:33,712 - mmdet - INFO - Epoch [113][2850/3992] lr: 1.000e-06, eta: 2 days, 0:02:19, time: 0.512, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0296, loss_cls: 0.1465, acc: 94.4629, loss_bbox: 0.2593, loss_mask: 0.0000, loss: 0.4478 2022-05-13 20:42:59,232 - mmdet - INFO - Epoch [113][2900/3992] lr: 1.000e-06, eta: 2 days, 0:01:55, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0275, loss_cls: 0.1283, acc: 95.2227, loss_bbox: 0.2218, loss_mask: 0.0000, loss: 0.3892 2022-05-13 20:43:25,051 - mmdet - INFO - Epoch [113][2950/3992] lr: 1.000e-06, eta: 2 days, 0:01:31, time: 0.516, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0241, loss_cls: 0.1340, acc: 95.0566, loss_bbox: 0.2273, loss_mask: 0.0000, loss: 0.3968 2022-05-13 20:43:50,987 - mmdet - INFO - Epoch [113][3000/3992] lr: 1.000e-06, eta: 2 days, 0:01:07, time: 0.519, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0272, loss_cls: 0.1311, acc: 95.1953, loss_bbox: 0.2222, loss_mask: 0.0000, loss: 0.3905 2022-05-13 20:44:16,919 - mmdet - INFO - Epoch [113][3050/3992] lr: 1.000e-06, eta: 2 days, 0:00:43, time: 0.519, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0269, loss_cls: 0.1471, acc: 94.5195, loss_bbox: 0.2477, loss_mask: 0.0000, loss: 0.4335 2022-05-13 20:44:41,909 - mmdet - INFO - Epoch [113][3100/3992] lr: 1.000e-06, eta: 2 days, 0:00:19, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0225, loss_cls: 0.1304, acc: 95.2852, loss_bbox: 0.2300, loss_mask: 0.0000, loss: 0.3954 2022-05-13 20:45:06,838 - mmdet - INFO - Epoch [113][3150/3992] lr: 1.000e-06, eta: 1 day, 23:59:54, time: 0.499, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0126, loss_rpn_bbox: 0.0222, loss_cls: 0.1320, acc: 95.0664, loss_bbox: 0.2213, loss_mask: 0.0000, loss: 0.3881 2022-05-13 20:45:31,538 - mmdet - INFO - Epoch [113][3200/3992] lr: 1.000e-06, eta: 1 day, 23:59:29, time: 0.494, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0252, loss_cls: 0.1455, acc: 94.5781, loss_bbox: 0.2479, loss_mask: 0.0000, loss: 0.4320 2022-05-13 20:45:57,382 - mmdet - INFO - Epoch [113][3250/3992] lr: 1.000e-06, eta: 1 day, 23:59:05, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0270, loss_cls: 0.1510, acc: 94.3770, loss_bbox: 0.2505, loss_mask: 0.0000, loss: 0.4424 2022-05-13 20:46:21,429 - mmdet - INFO - Epoch [113][3300/3992] lr: 1.000e-06, eta: 1 day, 23:58:39, time: 0.481, data_time: 0.011, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0244, loss_cls: 0.1322, acc: 95.1230, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.3944 2022-05-13 20:46:46,434 - mmdet - INFO - Epoch [113][3350/3992] lr: 1.000e-06, eta: 1 day, 23:58:15, time: 0.500, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0344, loss_cls: 0.1673, acc: 93.9336, loss_bbox: 0.2718, loss_mask: 0.0000, loss: 0.4918 2022-05-13 20:47:11,350 - mmdet - INFO - Epoch [113][3400/3992] lr: 1.000e-06, eta: 1 day, 23:57:50, time: 0.498, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0132, loss_rpn_bbox: 0.0207, loss_cls: 0.1293, acc: 95.4062, loss_bbox: 0.2123, loss_mask: 0.0000, loss: 0.3754 2022-05-13 20:47:36,430 - mmdet - INFO - Epoch [113][3450/3992] lr: 1.000e-06, eta: 1 day, 23:57:25, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0259, loss_cls: 0.1400, acc: 94.8906, loss_bbox: 0.2427, loss_mask: 0.0000, loss: 0.4210 2022-05-13 20:48:00,735 - mmdet - INFO - Epoch [113][3500/3992] lr: 1.000e-06, eta: 1 day, 23:57:00, time: 0.486, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0245, loss_cls: 0.1319, acc: 95.0801, loss_bbox: 0.2264, loss_mask: 0.0000, loss: 0.3928 2022-05-13 20:48:26,209 - mmdet - INFO - Epoch [113][3550/3992] lr: 1.000e-06, eta: 1 day, 23:56:36, time: 0.509, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0234, loss_cls: 0.1390, acc: 95.0020, loss_bbox: 0.2228, loss_mask: 0.0000, loss: 0.4004 2022-05-13 20:48:51,563 - mmdet - INFO - Epoch [113][3600/3992] lr: 1.000e-06, eta: 1 day, 23:56:12, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0248, loss_cls: 0.1424, acc: 94.4492, loss_bbox: 0.2474, loss_mask: 0.0000, loss: 0.4284 2022-05-13 20:49:17,265 - mmdet - INFO - Epoch [113][3650/3992] lr: 1.000e-06, eta: 1 day, 23:55:47, time: 0.514, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0301, loss_cls: 0.1519, acc: 94.1660, loss_bbox: 0.2531, loss_mask: 0.0000, loss: 0.4469 2022-05-13 20:49:41,973 - mmdet - INFO - Epoch [113][3700/3992] lr: 1.000e-06, eta: 1 day, 23:55:23, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0241, loss_cls: 0.1331, acc: 95.0488, loss_bbox: 0.2284, loss_mask: 0.0000, loss: 0.3972 2022-05-13 20:50:06,792 - mmdet - INFO - Epoch [113][3750/3992] lr: 1.000e-06, eta: 1 day, 23:54:58, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0135, loss_rpn_bbox: 0.0248, loss_cls: 0.1412, acc: 94.8535, loss_bbox: 0.2281, loss_mask: 0.0000, loss: 0.4077 2022-05-13 20:50:32,716 - mmdet - INFO - Epoch [113][3800/3992] lr: 1.000e-06, eta: 1 day, 23:54:34, time: 0.518, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0242, loss_cls: 0.1373, acc: 94.8281, loss_bbox: 0.2364, loss_mask: 0.0000, loss: 0.4098 2022-05-13 20:50:57,522 - mmdet - INFO - Epoch [113][3850/3992] lr: 1.000e-06, eta: 1 day, 23:54:09, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0270, loss_cls: 0.1329, acc: 94.9336, loss_bbox: 0.2376, loss_mask: 0.0000, loss: 0.4064 2022-05-13 20:51:22,965 - mmdet - INFO - Epoch [113][3900/3992] lr: 1.000e-06, eta: 1 day, 23:53:45, time: 0.509, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0261, loss_cls: 0.1371, acc: 94.9316, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4124 2022-05-13 20:51:48,315 - mmdet - INFO - Epoch [113][3950/3992] lr: 1.000e-06, eta: 1 day, 23:53:20, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0272, loss_cls: 0.1364, acc: 94.7461, loss_bbox: 0.2405, loss_mask: 0.0000, loss: 0.4165 2022-05-13 20:52:10,192 - mmdet - INFO - Saving checkpoint at 113 epochs 2022-05-13 20:57:45,626 - mmdet - INFO - Evaluating bbox... 2022-05-13 20:58:01,410 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.223 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.006 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.043 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.160 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.247 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.022 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.101 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.294 2022-05-13 20:58:01,415 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.114 | table | 0.257 | desk | 0.095 | | sofa_chair | 0.484 | pillow | 0.056 | box | 0.019 | | garbage_bin | 0.353 | cabinet | 0.044 | drawer | 0.057 | | shelf | 0.108 | kitchen_counter | 0.166 | kitchen_cabinet | 0.202 | | cpu | 0.028 | bench | 0.160 | file_cabinet | 0.089 | | whiteboard | 0.142 | lamp | 0.173 | endtable | 0.134 | | bookshelf | 0.229 | coffee_table | 0.197 | dresser | 0.174 | | paper | 0.010 | printer | 0.213 | monitor | 0.222 | | back_pack | 0.071 | night_stand | 0.296 | door | 0.078 | | picture | 0.044 | ottoman | 0.184 | stool | 0.226 | | outlet | 0.000 | towel | 0.079 | tray | 0.010 | | bag | 0.019 | stove | 0.100 | bathtub | 0.431 | | scanner | 0.198 | cubby | 0.020 | mirror | 0.027 | | bottle | 0.003 | rack | 0.020 | cup | 0.077 | | thermos | 0.001 | island | 0.087 | counter | 0.029 | | bowl | 0.053 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.021 | coffee_maker | 0.184 | | cart | 0.096 | tv_stand | 0.114 | poster | 0.002 | | soap_dispenser | 0.012 | toy | nan | chair | 0.336 | | sofa | 0.417 | plant | 0.035 | bed | 0.601 | | dining_table | 0.006 | toilet | 0.539 | tv | 0.252 | | laptop | 0.113 | mouse | 0.033 | basket | 0.000 | | keyboard | 0.082 | telephone | 0.031 | microwave | 0.257 | | oven | 0.015 | paper_towel_dispenser | 0.230 | sink | 0.165 | | fridge | 0.192 | book | 0.008 | clock | 0.066 | | vase | 0.040 | fire_extinguisher | 0.007 | blinds | 0.028 | | podium | 0.185 | others | 0.040 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:01,418 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.226 | table | 0.452 | desk | 0.198 | | sofa_chair | 0.675 | pillow | 0.140 | box | 0.049 | | garbage_bin | 0.616 | cabinet | 0.087 | drawer | 0.087 | | shelf | 0.229 | kitchen_counter | 0.280 | kitchen_cabinet | 0.326 | | cpu | 0.083 | bench | 0.308 | file_cabinet | 0.125 | | whiteboard | 0.229 | lamp | 0.378 | endtable | 0.249 | | bookshelf | 0.411 | coffee_table | 0.370 | dresser | 0.269 | | paper | 0.033 | printer | 0.363 | monitor | 0.531 | | back_pack | 0.144 | night_stand | 0.523 | door | 0.124 | | picture | 0.079 | ottoman | 0.269 | stool | 0.421 | | outlet | 0.000 | towel | 0.123 | tray | 0.032 | | bag | 0.027 | stove | 0.199 | bathtub | 0.679 | | scanner | 0.306 | cubby | 0.030 | mirror | 0.060 | | bottle | 0.005 | rack | 0.030 | cup | 0.191 | | thermos | 0.002 | island | 0.124 | counter | 0.035 | | bowl | 0.092 | plate | 0.001 | organizer | 0.001 | | switch | 0.000 | pen | 0.104 | coffee_maker | 0.299 | | cart | 0.158 | tv_stand | 0.191 | poster | 0.008 | | soap_dispenser | 0.018 | toy | nan | chair | 0.682 | | sofa | 0.613 | plant | 0.087 | bed | 0.877 | | dining_table | 0.011 | toilet | 0.888 | tv | 0.442 | | laptop | 0.233 | mouse | 0.095 | basket | 0.000 | | keyboard | 0.250 | telephone | 0.085 | microwave | 0.470 | | oven | 0.030 | paper_towel_dispenser | 0.378 | sink | 0.479 | | fridge | 0.322 | book | 0.021 | clock | 0.115 | | vase | 0.078 | fire_extinguisher | 0.074 | blinds | 0.066 | | podium | 0.256 | others | 0.087 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:01,422 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.108 | table | 0.260 | desk | 0.084 | | sofa_chair | 0.568 | pillow | 0.034 | box | 0.010 | | garbage_bin | 0.367 | cabinet | 0.039 | drawer | 0.061 | | shelf | 0.093 | kitchen_counter | 0.151 | kitchen_cabinet | 0.215 | | cpu | 0.006 | bench | 0.138 | file_cabinet | 0.122 | | whiteboard | 0.155 | lamp | 0.147 | endtable | 0.105 | | bookshelf | 0.218 | coffee_table | 0.157 | dresser | 0.213 | | paper | 0.002 | printer | 0.208 | monitor | 0.140 | | back_pack | 0.059 | night_stand | 0.307 | door | 0.110 | | picture | 0.047 | ottoman | 0.225 | stool | 0.243 | | outlet | 0.000 | towel | 0.078 | tray | 0.000 | | bag | 0.025 | stove | 0.069 | bathtub | 0.491 | | scanner | 0.179 | cubby | 0.024 | mirror | 0.009 | | bottle | 0.004 | rack | 0.025 | cup | 0.051 | | thermos | 0.000 | island | 0.098 | counter | 0.034 | | bowl | 0.030 | plate | 0.000 | organizer | 0.001 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.168 | | cart | 0.071 | tv_stand | 0.122 | poster | 0.000 | | soap_dispenser | 0.018 | toy | nan | chair | 0.293 | | sofa | 0.463 | plant | 0.024 | bed | 0.690 | | dining_table | 0.002 | toilet | 0.575 | tv | 0.268 | | laptop | 0.094 | mouse | 0.005 | basket | 0.000 | | keyboard | 0.025 | telephone | 0.011 | microwave | 0.249 | | oven | 0.006 | paper_towel_dispenser | 0.264 | sink | 0.065 | | fridge | 0.230 | book | 0.003 | clock | 0.083 | | vase | 0.042 | fire_extinguisher | 0.000 | blinds | 0.021 | | podium | 0.256 | others | 0.031 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:01,422 - mmdet - INFO - Evaluating segm... 2022-05-13 20:58:19,472 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.000 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.000 2022-05-13 20:58:19,476 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP | category | AP | category | AP | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:19,479 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP50 | category | AP50 | category | AP50 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:19,482 - mmdet - INFO - +----------------+-------+-----------------------+-------+-----------------+-------+ | category | AP75 | category | AP75 | category | AP75 | +----------------+-------+-----------------------+-------+-----------------+-------+ | person | 0.000 | table | 0.000 | desk | 0.000 | | sofa_chair | 0.000 | pillow | 0.000 | box | 0.000 | | garbage_bin | 0.000 | cabinet | 0.000 | drawer | 0.000 | | shelf | 0.000 | kitchen_counter | 0.000 | kitchen_cabinet | 0.000 | | cpu | 0.000 | bench | 0.000 | file_cabinet | 0.000 | | whiteboard | 0.000 | lamp | 0.000 | endtable | 0.000 | | bookshelf | 0.000 | coffee_table | 0.000 | dresser | 0.000 | | paper | 0.000 | printer | 0.000 | monitor | 0.000 | | back_pack | 0.000 | night_stand | 0.000 | door | 0.000 | | picture | 0.000 | ottoman | 0.000 | stool | 0.000 | | outlet | 0.000 | towel | 0.000 | tray | 0.000 | | bag | 0.000 | stove | 0.000 | bathtub | 0.000 | | scanner | 0.000 | cubby | 0.000 | mirror | 0.000 | | bottle | 0.000 | rack | 0.000 | cup | 0.000 | | thermos | 0.000 | island | 0.000 | counter | 0.000 | | bowl | 0.000 | plate | 0.000 | organizer | 0.000 | | switch | 0.000 | pen | 0.000 | coffee_maker | 0.000 | | cart | 0.000 | tv_stand | 0.000 | poster | 0.000 | | soap_dispenser | 0.000 | toy | nan | chair | 0.000 | | sofa | 0.000 | plant | 0.000 | bed | 0.000 | | dining_table | 0.000 | toilet | 0.000 | tv | 0.000 | | laptop | 0.000 | mouse | 0.000 | basket | 0.000 | | keyboard | 0.000 | telephone | 0.000 | microwave | 0.000 | | oven | 0.000 | paper_towel_dispenser | 0.000 | sink | 0.000 | | fridge | 0.000 | book | 0.000 | clock | 0.000 | | vase | 0.000 | fire_extinguisher | 0.000 | blinds | 0.000 | | podium | 0.000 | others | 0.000 | None | None | +----------------+-------+-----------------------+-------+-----------------+-------+ 2022-05-13 20:58:19,771 - mmdet - INFO - Exp name: mask_rcnn_swin-t-p4-w7_fpn_ms-crop-3x_sunrgbd_rgb_dhs_mixed_with_chess1.py 2022-05-13 20:58:19,771 - mmdet - INFO - Epoch(val) [113][2619] bbox_mAP: 0.1250, bbox_mAP_50: 0.2230, bbox_mAP_75: 0.1240, bbox_mAP_s: 0.0060, bbox_mAP_m: 0.0430, bbox_mAP_l: 0.1600, bbox_mAP_copypaste: 0.125 0.223 0.124 0.006 0.043 0.160, segm_mAP: 0.0000, segm_mAP_50: 0.0000, segm_mAP_75: 0.0000, segm_mAP_s: 0.0000, segm_mAP_m: 0.0000, segm_mAP_l: 0.0000, segm_mAP_copypaste: 0.000 0.000 0.000 0.000 0.000 0.000 2022-05-13 20:58:45,335 - mmdet - INFO - Epoch [114][50/3992] lr: 1.000e-06, eta: 1 day, 23:52:19, time: 0.511, data_time: 0.058, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0263, loss_cls: 0.1437, acc: 94.7656, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4180 2022-05-13 20:59:09,146 - mmdet - INFO - Epoch [114][100/3992] lr: 1.000e-06, eta: 1 day, 23:51:53, time: 0.476, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0149, loss_rpn_bbox: 0.0263, loss_cls: 0.1396, acc: 94.9062, loss_bbox: 0.2389, loss_mask: 0.0000, loss: 0.4197 2022-05-13 20:59:33,194 - mmdet - INFO - Epoch [114][150/3992] lr: 1.000e-06, eta: 1 day, 23:51:28, time: 0.481, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0140, loss_rpn_bbox: 0.0298, loss_cls: 0.1604, acc: 93.9590, loss_bbox: 0.2657, loss_mask: 0.0000, loss: 0.4699 2022-05-13 20:59:58,307 - mmdet - INFO - Epoch [114][200/3992] lr: 1.000e-06, eta: 1 day, 23:51:03, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0195, loss_rpn_bbox: 0.0242, loss_cls: 0.1408, acc: 94.7734, loss_bbox: 0.2270, loss_mask: 0.0000, loss: 0.4115 2022-05-13 21:00:23,516 - mmdet - INFO - Epoch [114][250/3992] lr: 1.000e-06, eta: 1 day, 23:50:39, time: 0.504, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0225, loss_cls: 0.1259, acc: 95.2109, loss_bbox: 0.2162, loss_mask: 0.0000, loss: 0.3754 2022-05-13 21:00:47,672 - mmdet - INFO - Epoch [114][300/3992] lr: 1.000e-06, eta: 1 day, 23:50:14, time: 0.483, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0227, loss_cls: 0.1261, acc: 95.3008, loss_bbox: 0.2269, loss_mask: 0.0000, loss: 0.3860 2022-05-13 21:01:12,760 - mmdet - INFO - Epoch [114][350/3992] lr: 1.000e-06, eta: 1 day, 23:49:49, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0150, loss_rpn_bbox: 0.0293, loss_cls: 0.1580, acc: 94.3242, loss_bbox: 0.2635, loss_mask: 0.0000, loss: 0.4658 2022-05-13 21:01:37,840 - mmdet - INFO - Epoch [114][400/3992] lr: 1.000e-06, eta: 1 day, 23:49:24, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0274, loss_cls: 0.1597, acc: 94.0176, loss_bbox: 0.2667, loss_mask: 0.0000, loss: 0.4700 2022-05-13 21:02:02,949 - mmdet - INFO - Epoch [114][450/3992] lr: 1.000e-06, eta: 1 day, 23:49:00, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0238, loss_cls: 0.1343, acc: 95.0039, loss_bbox: 0.2301, loss_mask: 0.0000, loss: 0.3988 2022-05-13 21:02:28,095 - mmdet - INFO - Epoch [114][500/3992] lr: 1.000e-06, eta: 1 day, 23:48:35, time: 0.503, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0191, loss_rpn_bbox: 0.0257, loss_cls: 0.1462, acc: 94.6895, loss_bbox: 0.2309, loss_mask: 0.0000, loss: 0.4219 2022-05-13 21:02:52,536 - mmdet - INFO - Epoch [114][550/3992] lr: 1.000e-06, eta: 1 day, 23:48:10, time: 0.489, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0153, loss_rpn_bbox: 0.0241, loss_cls: 0.1397, acc: 94.7148, loss_bbox: 0.2434, loss_mask: 0.0000, loss: 0.4225 2022-05-13 21:03:17,759 - mmdet - INFO - Epoch [114][600/3992] lr: 1.000e-06, eta: 1 day, 23:47:46, time: 0.504, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0120, loss_rpn_bbox: 0.0253, loss_cls: 0.1455, acc: 94.6621, loss_bbox: 0.2373, loss_mask: 0.0000, loss: 0.4201 2022-05-13 21:03:43,046 - mmdet - INFO - Epoch [114][650/3992] lr: 1.000e-06, eta: 1 day, 23:47:21, time: 0.506, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0285, loss_cls: 0.1383, acc: 94.7441, loss_bbox: 0.2517, loss_mask: 0.0000, loss: 0.4347 2022-05-13 21:04:08,332 - mmdet - INFO - Epoch [114][700/3992] lr: 1.000e-06, eta: 1 day, 23:46:57, time: 0.506, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0288, loss_cls: 0.1495, acc: 94.4473, loss_bbox: 0.2520, loss_mask: 0.0000, loss: 0.4427 2022-05-13 21:04:33,425 - mmdet - INFO - Epoch [114][750/3992] lr: 1.000e-06, eta: 1 day, 23:46:32, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0184, loss_rpn_bbox: 0.0295, loss_cls: 0.1474, acc: 94.5000, loss_bbox: 0.2504, loss_mask: 0.0000, loss: 0.4457 2022-05-13 21:04:59,708 - mmdet - INFO - Epoch [114][800/3992] lr: 1.000e-06, eta: 1 day, 23:46:08, time: 0.526, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0261, loss_cls: 0.1360, acc: 94.6934, loss_bbox: 0.2397, loss_mask: 0.0000, loss: 0.4142 2022-05-13 21:05:25,090 - mmdet - INFO - Epoch [114][850/3992] lr: 1.000e-06, eta: 1 day, 23:45:44, time: 0.508, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0238, loss_cls: 0.1317, acc: 95.0469, loss_bbox: 0.2219, loss_mask: 0.0000, loss: 0.3885 2022-05-13 21:05:50,211 - mmdet - INFO - Epoch [114][900/3992] lr: 1.000e-06, eta: 1 day, 23:45:19, time: 0.502, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0201, loss_cls: 0.1170, acc: 95.4883, loss_bbox: 0.2066, loss_mask: 0.0000, loss: 0.3560 2022-05-13 21:06:16,348 - mmdet - INFO - Epoch [114][950/3992] lr: 1.000e-06, eta: 1 day, 23:44:56, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0162, loss_rpn_bbox: 0.0272, loss_cls: 0.1407, acc: 94.7402, loss_bbox: 0.2512, loss_mask: 0.0000, loss: 0.4353 2022-05-13 21:06:42,480 - mmdet - INFO - Epoch [114][1000/3992] lr: 1.000e-06, eta: 1 day, 23:44:32, time: 0.523, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0238, loss_cls: 0.1360, acc: 95.0996, loss_bbox: 0.2253, loss_mask: 0.0000, loss: 0.4007 2022-05-13 21:07:06,202 - mmdet - INFO - Epoch [114][1050/3992] lr: 1.000e-06, eta: 1 day, 23:44:06, time: 0.474, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0229, loss_cls: 0.1323, acc: 95.0625, loss_bbox: 0.2300, loss_mask: 0.0000, loss: 0.3953 2022-05-13 21:07:30,988 - mmdet - INFO - Epoch [114][1100/3992] lr: 1.000e-06, eta: 1 day, 23:43:41, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0215, loss_cls: 0.1356, acc: 95.2324, loss_bbox: 0.2132, loss_mask: 0.0000, loss: 0.3826 2022-05-13 21:07:56,366 - mmdet - INFO - Epoch [114][1150/3992] lr: 1.000e-06, eta: 1 day, 23:43:17, time: 0.508, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0152, loss_rpn_bbox: 0.0284, loss_cls: 0.1605, acc: 94.2656, loss_bbox: 0.2563, loss_mask: 0.0000, loss: 0.4604 2022-05-13 21:08:21,732 - mmdet - INFO - Epoch [114][1200/3992] lr: 1.000e-06, eta: 1 day, 23:42:53, time: 0.507, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0268, loss_cls: 0.1332, acc: 94.9668, loss_bbox: 0.2261, loss_mask: 0.0000, loss: 0.3965 2022-05-13 21:08:46,413 - mmdet - INFO - Epoch [114][1250/3992] lr: 1.000e-06, eta: 1 day, 23:42:28, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0175, loss_rpn_bbox: 0.0287, loss_cls: 0.1357, acc: 94.8262, loss_bbox: 0.2298, loss_mask: 0.0000, loss: 0.4117 2022-05-13 21:09:11,118 - mmdet - INFO - Epoch [114][1300/3992] lr: 1.000e-06, eta: 1 day, 23:42:03, time: 0.494, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0263, loss_cls: 0.1467, acc: 94.7051, loss_bbox: 0.2600, loss_mask: 0.0000, loss: 0.4476 2022-05-13 21:09:35,099 - mmdet - INFO - Epoch [114][1350/3992] lr: 1.000e-06, eta: 1 day, 23:41:37, time: 0.480, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0249, loss_cls: 0.1344, acc: 94.9707, loss_bbox: 0.2442, loss_mask: 0.0000, loss: 0.4164 2022-05-13 21:09:59,177 - mmdet - INFO - Epoch [114][1400/3992] lr: 1.000e-06, eta: 1 day, 23:41:12, time: 0.482, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0233, loss_cls: 0.1281, acc: 95.2617, loss_bbox: 0.2257, loss_mask: 0.0000, loss: 0.3875 2022-05-13 21:10:24,049 - mmdet - INFO - Epoch [114][1450/3992] lr: 1.000e-06, eta: 1 day, 23:40:47, time: 0.497, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0244, loss_cls: 0.1409, acc: 94.9688, loss_bbox: 0.2304, loss_mask: 0.0000, loss: 0.4081 2022-05-13 21:10:49,053 - mmdet - INFO - Epoch [114][1500/3992] lr: 1.000e-06, eta: 1 day, 23:40:23, time: 0.500, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0264, loss_cls: 0.1506, acc: 94.6523, loss_bbox: 0.2626, loss_mask: 0.0000, loss: 0.4537 2022-05-13 21:11:14,161 - mmdet - INFO - Epoch [114][1550/3992] lr: 1.000e-06, eta: 1 day, 23:39:58, time: 0.502, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0241, loss_cls: 0.1464, acc: 94.6699, loss_bbox: 0.2403, loss_mask: 0.0000, loss: 0.4251 2022-05-13 21:11:38,980 - mmdet - INFO - Epoch [114][1600/3992] lr: 1.000e-06, eta: 1 day, 23:39:33, time: 0.496, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0237, loss_cls: 0.1343, acc: 94.9199, loss_bbox: 0.2415, loss_mask: 0.0000, loss: 0.4111 2022-05-13 21:12:03,009 - mmdet - INFO - Epoch [114][1650/3992] lr: 1.000e-06, eta: 1 day, 23:39:08, time: 0.481, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0221, loss_cls: 0.1280, acc: 95.1934, loss_bbox: 0.2159, loss_mask: 0.0000, loss: 0.3768 2022-05-13 21:12:27,589 - mmdet - INFO - Epoch [114][1700/3992] lr: 1.000e-06, eta: 1 day, 23:38:43, time: 0.492, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0242, loss_cls: 0.1359, acc: 95.0273, loss_bbox: 0.2275, loss_mask: 0.0000, loss: 0.4035 2022-05-13 21:12:53,106 - mmdet - INFO - Epoch [114][1750/3992] lr: 1.000e-06, eta: 1 day, 23:38:18, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0210, loss_cls: 0.1373, acc: 94.9160, loss_bbox: 0.2262, loss_mask: 0.0000, loss: 0.3942 2022-05-13 21:13:19,083 - mmdet - INFO - Epoch [114][1800/3992] lr: 1.000e-06, eta: 1 day, 23:37:55, time: 0.520, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0113, loss_rpn_bbox: 0.0236, loss_cls: 0.1368, acc: 94.8770, loss_bbox: 0.2406, loss_mask: 0.0000, loss: 0.4123 2022-05-13 21:13:44,945 - mmdet - INFO - Epoch [114][1850/3992] lr: 1.000e-06, eta: 1 day, 23:37:30, time: 0.517, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0232, loss_cls: 0.1387, acc: 95.1426, loss_bbox: 0.2324, loss_mask: 0.0000, loss: 0.4051 2022-05-13 21:14:11,051 - mmdet - INFO - Epoch [114][1900/3992] lr: 1.000e-06, eta: 1 day, 23:37:07, time: 0.522, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0243, loss_cls: 0.1346, acc: 95.0938, loss_bbox: 0.2314, loss_mask: 0.0000, loss: 0.4010 2022-05-13 21:14:36,564 - mmdet - INFO - Epoch [114][1950/3992] lr: 1.000e-06, eta: 1 day, 23:36:42, time: 0.510, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0214, loss_rpn_bbox: 0.0297, loss_cls: 0.1521, acc: 94.2891, loss_bbox: 0.2641, loss_mask: 0.0000, loss: 0.4672 2022-05-13 21:15:00,742 - mmdet - INFO - Epoch [114][2000/3992] lr: 1.000e-06, eta: 1 day, 23:36:17, time: 0.484, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0159, loss_rpn_bbox: 0.0234, loss_cls: 0.1469, acc: 94.6621, loss_bbox: 0.2330, loss_mask: 0.0000, loss: 0.4192 2022-05-13 21:15:26,777 - mmdet - INFO - Epoch [114][2050/3992] lr: 1.000e-06, eta: 1 day, 23:35:53, time: 0.521, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0285, loss_cls: 0.1445, acc: 94.9102, loss_bbox: 0.2361, loss_mask: 0.0000, loss: 0.4229 2022-05-13 21:15:52,020 - mmdet - INFO - Epoch [114][2100/3992] lr: 1.000e-06, eta: 1 day, 23:35:29, time: 0.505, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0301, loss_cls: 0.1529, acc: 94.6016, loss_bbox: 0.2457, loss_mask: 0.0000, loss: 0.4445 2022-05-13 21:16:17,188 - mmdet - INFO - Epoch [114][2150/3992] lr: 1.000e-06, eta: 1 day, 23:35:04, time: 0.503, data_time: 0.014, memory: 9539, loss_rpn_cls: 0.0133, loss_rpn_bbox: 0.0251, loss_cls: 0.1413, acc: 94.5527, loss_bbox: 0.2380, loss_mask: 0.0000, loss: 0.4177 2022-05-13 21:16:41,844 - mmdet - INFO - Epoch [114][2200/3992] lr: 1.000e-06, eta: 1 day, 23:34:39, time: 0.493, data_time: 0.012, memory: 9539, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0226, loss_cls: 0.1443, acc: 94.7070, loss_bbox: 0.2336, loss_mask: 0.0000, loss: 0.4127 2022-05-13 21:17:06,666 - mmdet - INFO - Epoch [114][2250/3992] lr: 1.000e-06, eta: 1 day, 23:34:14, time: 0.496, data_time: 0.013, memory: 9539, loss_rpn_cls: 0.0139, loss_rpn_bbox: 0.0266, loss_cls: 0.1393, acc: 94.9492, loss_bbox: 0.2485, loss_mask: 0.0000, loss: 0.4284