Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_fpn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'maskrcnn0_rpn0_rpnhead0_conv0_weight', 'maskrcnn0_rpn0_rpnhead0_conv0_bias', 'maskrcnn0_rpn0_rpnhead0_conv1_weight', 'maskrcnn0_rpn0_rpnhead0_conv1_bias', 'maskrcnn0_rpn0_rpnhead0_conv2_weight', 'maskrcnn0_rpn0_rpnhead0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_fpn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'maskrcnn0_rpn0_rpnhead0_conv0_weight', 'maskrcnn0_rpn0_rpnhead0_conv0_bias', 'maskrcnn0_rpn0_rpnhead0_conv1_weight', 'maskrcnn0_rpn0_rpnhead0_conv1_bias', 'maskrcnn0_rpn0_rpnhead0_conv2_weight', 'maskrcnn0_rpn0_rpnhead0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_fpn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'maskrcnn0_rpn0_rpnhead0_conv0_weight', 'maskrcnn0_rpn0_rpnhead0_conv0_bias', 'maskrcnn0_rpn0_rpnhead0_conv1_weight', 'maskrcnn0_rpn0_rpnhead0_conv1_bias', 'maskrcnn0_rpn0_rpnhead0_conv2_weight', 'maskrcnn0_rpn0_rpnhead0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 16.083 samples/sec, RPN_Conf=0.270,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.633,RCNN_SmoothL1=0.135,RCNN_Mask=0.745,RPNAcc=0.871,RPNL1Loss=0.572,RCNNAcc=0.927,RCNNL1Loss=2.158,MaskAcc=0.522,MaskFGAcc=0.504 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 19.235 samples/sec, RPN_Conf=0.226,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.146,RCNN_Mask=0.715,RPNAcc=0.885,RPNL1Loss=0.559,RCNNAcc=0.929,RCNNL1Loss=2.198,MaskAcc=0.535,MaskFGAcc=0.511 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 19.214 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.156,RCNN_Mask=0.698,RPNAcc=0.904,RPNL1Loss=0.542,RCNNAcc=0.927,RCNNL1Loss=2.227,MaskAcc=0.548,MaskFGAcc=0.515 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 18.300 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.167,RCNN_Mask=0.686,RPNAcc=0.915,RPNL1Loss=0.531,RCNNAcc=0.923,RCNNL1Loss=2.248,MaskAcc=0.563,MaskFGAcc=0.522 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 19.059 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.177,RCNN_Mask=0.673,RPNAcc=0.923,RPNL1Loss=0.522,RCNNAcc=0.920,RCNNL1Loss=2.266,MaskAcc=0.578,MaskFGAcc=0.529 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 19.144 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.187,RCNN_Mask=0.663,RPNAcc=0.928,RPNL1Loss=0.514,RCNNAcc=0.916,RCNNL1Loss=2.279,MaskAcc=0.591,MaskFGAcc=0.534 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 18.999 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.194,RCNN_Mask=0.654,RPNAcc=0.932,RPNL1Loss=0.510,RCNNAcc=0.914,RCNNL1Loss=2.286,MaskAcc=0.602,MaskFGAcc=0.541 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 19.072 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.202,RCNN_Mask=0.645,RPNAcc=0.936,RPNL1Loss=0.506,RCNNAcc=0.912,RCNNL1Loss=2.293,MaskAcc=0.613,MaskFGAcc=0.549 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 18.998 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.564,RCNN_SmoothL1=0.207,RCNN_Mask=0.636,RPNAcc=0.938,RPNL1Loss=0.501,RCNNAcc=0.910,RCNNL1Loss=2.290,MaskAcc=0.622,MaskFGAcc=0.555 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 19.150 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.210,RCNN_Mask=0.628,RPNAcc=0.941,RPNL1Loss=0.498,RCNNAcc=0.909,RCNNL1Loss=2.282,MaskAcc=0.630,MaskFGAcc=0.561 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 19.271 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.213,RCNN_Mask=0.621,RPNAcc=0.943,RPNL1Loss=0.495,RCNNAcc=0.908,RCNNL1Loss=2.272,MaskAcc=0.637,MaskFGAcc=0.565 [Epoch 0][Batch 1199], Speed: 18.982 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.571,RCNN_SmoothL1=0.217,RCNN_Mask=0.614,RPNAcc=0.945,RPNL1Loss=0.491,RCNNAcc=0.906,RCNNL1Loss=2.262,MaskAcc=0.644,MaskFGAcc=0.569 [Epoch 0][Batch 1299], Speed: 18.988 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.573,RCNN_SmoothL1=0.220,RCNN_Mask=0.607,RPNAcc=0.946,RPNL1Loss=0.488,RCNNAcc=0.904,RCNNL1Loss=2.248,MaskAcc=0.650,MaskFGAcc=0.572 [Epoch 0][Batch 1399], Speed: 19.050 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.574,RCNN_SmoothL1=0.222,RCNN_Mask=0.602,RPNAcc=0.947,RPNL1Loss=0.485,RCNNAcc=0.903,RCNNL1Loss=2.236,MaskAcc=0.655,MaskFGAcc=0.574 [Epoch 0][Batch 1499], Speed: 19.366 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.574,RCNN_SmoothL1=0.223,RCNN_Mask=0.597,RPNAcc=0.948,RPNL1Loss=0.483,RCNNAcc=0.903,RCNNL1Loss=2.223,MaskAcc=0.660,MaskFGAcc=0.577 Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_fpn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'maskrcnn0_rpn0_rpnhead0_conv0_weight', 'maskrcnn0_rpn0_rpnhead0_conv0_bias', 'maskrcnn0_rpn0_rpnhead0_conv1_weight', 'maskrcnn0_rpn0_rpnhead0_conv1_bias', 'maskrcnn0_rpn0_rpnhead0_conv2_weight', 'maskrcnn0_rpn0_rpnhead0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias', 'maskrcnn0_mask0_conv2_weight', 'maskrcnn0_mask0_conv2_bias', 'maskrcnn0_mask0_conv3_weight', 'maskrcnn0_mask0_conv3_bias', 'maskrcnn0_mask0_conv4_weight', 'maskrcnn0_mask0_conv4_bias', 'maskrcnn0_mask0_conv5_weight', 'maskrcnn0_mask0_conv5_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 15.778 samples/sec, RPN_Conf=0.264,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.645,RCNN_SmoothL1=0.138,RCNN_Mask=0.715,RPNAcc=0.877,RPNL1Loss=0.574,RCNNAcc=0.927,RCNNL1Loss=2.175,MaskAcc=0.541,MaskFGAcc=0.544 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 18.743 samples/sec, RPN_Conf=0.212,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.149,RCNN_Mask=0.693,RPNAcc=0.906,RPNL1Loss=0.560,RCNNAcc=0.928,RCNNL1Loss=2.204,MaskAcc=0.562,MaskFGAcc=0.561 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 18.558 samples/sec, RPN_Conf=0.186,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.163,RCNN_Mask=0.681,RPNAcc=0.919,RPNL1Loss=0.547,RCNNAcc=0.924,RCNNL1Loss=2.244,MaskAcc=0.577,MaskFGAcc=0.575 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 18.534 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.174,RCNN_Mask=0.670,RPNAcc=0.926,RPNL1Loss=0.540,RCNNAcc=0.921,RCNNL1Loss=2.265,MaskAcc=0.591,MaskFGAcc=0.588 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 18.616 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.184,RCNN_Mask=0.658,RPNAcc=0.932,RPNL1Loss=0.531,RCNNAcc=0.918,RCNNL1Loss=2.284,MaskAcc=0.606,MaskFGAcc=0.602 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 18.651 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.194,RCNN_Mask=0.646,RPNAcc=0.936,RPNL1Loss=0.524,RCNNAcc=0.914,RCNNL1Loss=2.295,MaskAcc=0.621,MaskFGAcc=0.615 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 18.658 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.202,RCNN_Mask=0.635,RPNAcc=0.940,RPNL1Loss=0.519,RCNNAcc=0.912,RCNNL1Loss=2.301,MaskAcc=0.633,MaskFGAcc=0.627 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 17.843 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.566,RCNN_SmoothL1=0.209,RCNN_Mask=0.622,RPNAcc=0.942,RPNL1Loss=0.513,RCNNAcc=0.910,RCNNL1Loss=2.303,MaskAcc=0.647,MaskFGAcc=0.635 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_fpn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'maskrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'maskrcnn0_rpn0_rpnhead0_conv0_weight', 'maskrcnn0_rpn0_rpnhead0_conv0_bias', 'maskrcnn0_rpn0_rpnhead0_conv1_weight', 'maskrcnn0_rpn0_rpnhead0_conv1_bias', 'maskrcnn0_rpn0_rpnhead0_conv2_weight', 'maskrcnn0_rpn0_rpnhead0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias', 'maskrcnn0_mask0_conv2_weight', 'maskrcnn0_mask0_conv2_bias', 'maskrcnn0_mask0_conv3_weight', 'maskrcnn0_mask0_conv3_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 15.938 samples/sec, RPN_Conf=0.268,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.642,RCNN_SmoothL1=0.135,RCNN_Mask=0.729,RPNAcc=0.875,RPNL1Loss=0.576,RCNNAcc=0.927,RCNNL1Loss=2.153,MaskAcc=0.529,MaskFGAcc=0.554 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 19.013 samples/sec, RPN_Conf=0.216,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.147,RCNN_Mask=0.704,RPNAcc=0.902,RPNL1Loss=0.559,RCNNAcc=0.928,RCNNL1Loss=2.191,MaskAcc=0.550,MaskFGAcc=0.574 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 18.801 samples/sec, RPN_Conf=0.189,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.160,RCNN_Mask=0.689,RPNAcc=0.916,RPNL1Loss=0.544,RCNNAcc=0.925,RCNNL1Loss=2.231,MaskAcc=0.567,MaskFGAcc=0.586 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 17.817 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.171,RCNN_Mask=0.677,RPNAcc=0.924,RPNL1Loss=0.536,RCNNAcc=0.922,RCNNL1Loss=2.252,MaskAcc=0.582,MaskFGAcc=0.599 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 19.108 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.182,RCNN_Mask=0.665,RPNAcc=0.930,RPNL1Loss=0.527,RCNNAcc=0.918,RCNNL1Loss=2.273,MaskAcc=0.597,MaskFGAcc=0.611 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 18.980 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.558,RCNN_SmoothL1=0.192,RCNN_Mask=0.653,RPNAcc=0.934,RPNL1Loss=0.519,RCNNAcc=0.915,RCNNL1Loss=2.285,MaskAcc=0.611,MaskFGAcc=0.622 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 19.138 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.199,RCNN_Mask=0.642,RPNAcc=0.938,RPNL1Loss=0.515,RCNNAcc=0.912,RCNNL1Loss=2.293,MaskAcc=0.623,MaskFGAcc=0.633 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 19.217 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.566,RCNN_SmoothL1=0.207,RCNN_Mask=0.630,RPNAcc=0.941,RPNL1Loss=0.509,RCNNAcc=0.910,RCNNL1Loss=2.298,MaskAcc=0.636,MaskFGAcc=0.642 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 19.017 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.211,RCNN_Mask=0.620,RPNAcc=0.943,RPNL1Loss=0.504,RCNNAcc=0.909,RCNNL1Loss=2.294,MaskAcc=0.647,MaskFGAcc=0.648 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 19.057 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.214,RCNN_Mask=0.610,RPNAcc=0.946,RPNL1Loss=0.500,RCNNAcc=0.908,RCNNL1Loss=2.287,MaskAcc=0.657,MaskFGAcc=0.652 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 18.986 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.570,RCNN_SmoothL1=0.217,RCNN_Mask=0.600,RPNAcc=0.947,RPNL1Loss=0.496,RCNNAcc=0.906,RCNNL1Loss=2.277,MaskAcc=0.666,MaskFGAcc=0.653 [Epoch 0][Batch 1199], Speed: 18.856 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.573,RCNN_SmoothL1=0.221,RCNN_Mask=0.592,RPNAcc=0.949,RPNL1Loss=0.492,RCNNAcc=0.905,RCNNL1Loss=2.265,MaskAcc=0.674,MaskFGAcc=0.654 [Epoch 0][Batch 1299], Speed: 18.724 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.575,RCNN_SmoothL1=0.224,RCNN_Mask=0.583,RPNAcc=0.950,RPNL1Loss=0.489,RCNNAcc=0.903,RCNNL1Loss=2.252,MaskAcc=0.681,MaskFGAcc=0.654 [Epoch 0][Batch 1399], Speed: 18.920 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.576,RCNN_SmoothL1=0.226,RCNN_Mask=0.576,RPNAcc=0.951,RPNL1Loss=0.485,RCNNAcc=0.902,RCNNL1Loss=2.239,MaskAcc=0.688,MaskFGAcc=0.653 [Epoch 0][Batch 1499], Speed: 18.884 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.575,RCNN_SmoothL1=0.228,RCNN_Mask=0.569,RPNAcc=0.952,RPNL1Loss=0.483,RCNNAcc=0.902,RCNNL1Loss=2.227,MaskAcc=0.694,MaskFGAcc=0.652 [Epoch 0][Batch 1599], Speed: 18.895 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.572,RCNN_SmoothL1=0.228,RCNN_Mask=0.562,RPNAcc=0.953,RPNL1Loss=0.481,RCNNAcc=0.901,RCNNL1Loss=2.215,MaskAcc=0.699,MaskFGAcc=0.651 [Epoch 0][Batch 1699], Speed: 19.050 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.571,RCNN_SmoothL1=0.229,RCNN_Mask=0.556,RPNAcc=0.954,RPNL1Loss=0.478,RCNNAcc=0.901,RCNNL1Loss=2.204,MaskAcc=0.704,MaskFGAcc=0.649 [Epoch 0][Batch 1799], Speed: 18.981 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.230,RCNN_Mask=0.550,RPNAcc=0.955,RPNL1Loss=0.476,RCNNAcc=0.900,RCNNL1Loss=2.188,MaskAcc=0.709,MaskFGAcc=0.648 [Epoch 0][Batch 1899], Speed: 18.929 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.230,RCNN_Mask=0.544,RPNAcc=0.955,RPNL1Loss=0.474,RCNNAcc=0.900,RCNNL1Loss=2.174,MaskAcc=0.713,MaskFGAcc=0.647 [Epoch 0][Batch 1999], Speed: 18.831 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.564,RCNN_SmoothL1=0.230,RCNN_Mask=0.539,RPNAcc=0.956,RPNL1Loss=0.472,RCNNAcc=0.900,RCNNL1Loss=2.160,MaskAcc=0.717,MaskFGAcc=0.646 [Epoch 0][Batch 2099], Speed: 18.908 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.230,RCNN_Mask=0.535,RPNAcc=0.956,RPNL1Loss=0.469,RCNNAcc=0.899,RCNNL1Loss=2.145,MaskAcc=0.721,MaskFGAcc=0.644 [Epoch 0][Batch 2199], Speed: 18.841 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.560,RCNN_SmoothL1=0.229,RCNN_Mask=0.530,RPNAcc=0.957,RPNL1Loss=0.467,RCNNAcc=0.899,RCNNL1Loss=2.129,MaskAcc=0.724,MaskFGAcc=0.643 [Epoch 0][Batch 2299], Speed: 18.897 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.229,RCNN_Mask=0.526,RPNAcc=0.958,RPNL1Loss=0.466,RCNNAcc=0.898,RCNNL1Loss=2.114,MaskAcc=0.727,MaskFGAcc=0.642 [Epoch 0][Batch 2399], Speed: 18.897 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.229,RCNN_Mask=0.522,RPNAcc=0.958,RPNL1Loss=0.464,RCNNAcc=0.898,RCNNL1Loss=2.098,MaskAcc=0.730,MaskFGAcc=0.641 [Epoch 0][Batch 2499], Speed: 19.131 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.228,RCNN_Mask=0.518,RPNAcc=0.959,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=2.084,MaskAcc=0.733,MaskFGAcc=0.640 [Epoch 0][Batch 2599], Speed: 19.079 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.227,RCNN_Mask=0.515,RPNAcc=0.959,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=2.069,MaskAcc=0.735,MaskFGAcc=0.638 [Epoch 0][Batch 2699], Speed: 19.036 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.227,RCNN_Mask=0.511,RPNAcc=0.959,RPNL1Loss=0.459,RCNNAcc=0.898,RCNNL1Loss=2.054,MaskAcc=0.738,MaskFGAcc=0.637 [Epoch 0][Batch 2799], Speed: 19.045 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.226,RCNN_Mask=0.508,RPNAcc=0.960,RPNL1Loss=0.458,RCNNAcc=0.897,RCNNL1Loss=2.040,MaskAcc=0.740,MaskFGAcc=0.635 [Epoch 0][Batch 2899], Speed: 19.207 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.226,RCNN_Mask=0.505,RPNAcc=0.960,RPNL1Loss=0.456,RCNNAcc=0.897,RCNNL1Loss=2.026,MaskAcc=0.742,MaskFGAcc=0.634 [Epoch 0][Batch 2999], Speed: 18.883 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.225,RCNN_Mask=0.502,RPNAcc=0.960,RPNL1Loss=0.455,RCNNAcc=0.897,RCNNL1Loss=2.012,MaskAcc=0.744,MaskFGAcc=0.633 [Epoch 0][Batch 3099], Speed: 18.816 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.225,RCNN_Mask=0.499,RPNAcc=0.961,RPNL1Loss=0.453,RCNNAcc=0.897,RCNNL1Loss=1.999,MaskAcc=0.747,MaskFGAcc=0.632 [Epoch 0][Batch 3199], Speed: 18.847 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.224,RCNN_Mask=0.496,RPNAcc=0.961,RPNL1Loss=0.451,RCNNAcc=0.897,RCNNL1Loss=1.985,MaskAcc=0.749,MaskFGAcc=0.631 [Epoch 0][Batch 3299], Speed: 18.733 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.224,RCNN_Mask=0.494,RPNAcc=0.961,RPNL1Loss=0.450,RCNNAcc=0.896,RCNNL1Loss=1.972,MaskAcc=0.750,MaskFGAcc=0.629 [Epoch 0][Batch 3399], Speed: 19.011 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.223,RCNN_Mask=0.491,RPNAcc=0.962,RPNL1Loss=0.448,RCNNAcc=0.896,RCNNL1Loss=1.960,MaskAcc=0.752,MaskFGAcc=0.628 [Epoch 0][Batch 3499], Speed: 18.807 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.222,RCNN_Mask=0.489,RPNAcc=0.962,RPNL1Loss=0.447,RCNNAcc=0.896,RCNNL1Loss=1.948,MaskAcc=0.754,MaskFGAcc=0.627 [Epoch 0][Batch 3599], Speed: 18.794 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.528,RCNN_SmoothL1=0.222,RCNN_Mask=0.487,RPNAcc=0.962,RPNL1Loss=0.445,RCNNAcc=0.896,RCNNL1Loss=1.936,MaskAcc=0.755,MaskFGAcc=0.626 [Epoch 0][Batch 3699], Speed: 18.738 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.526,RCNN_SmoothL1=0.221,RCNN_Mask=0.484,RPNAcc=0.963,RPNL1Loss=0.444,RCNNAcc=0.896,RCNNL1Loss=1.924,MaskAcc=0.757,MaskFGAcc=0.625 [Epoch 0][Batch 3799], Speed: 18.996 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.525,RCNN_SmoothL1=0.221,RCNN_Mask=0.482,RPNAcc=0.963,RPNL1Loss=0.443,RCNNAcc=0.896,RCNNL1Loss=1.912,MaskAcc=0.758,MaskFGAcc=0.624 [Epoch 0][Batch 3899], Speed: 18.965 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.522,RCNN_SmoothL1=0.220,RCNN_Mask=0.480,RPNAcc=0.963,RPNL1Loss=0.442,RCNNAcc=0.896,RCNNL1Loss=1.902,MaskAcc=0.760,MaskFGAcc=0.623 [Epoch 0][Batch 3999], Speed: 18.742 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.520,RCNN_SmoothL1=0.219,RCNN_Mask=0.478,RPNAcc=0.963,RPNL1Loss=0.441,RCNNAcc=0.896,RCNNL1Loss=1.891,MaskAcc=0.761,MaskFGAcc=0.622 [Epoch 0][Batch 4099], Speed: 18.729 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.518,RCNN_SmoothL1=0.218,RCNN_Mask=0.476,RPNAcc=0.964,RPNL1Loss=0.440,RCNNAcc=0.896,RCNNL1Loss=1.881,MaskAcc=0.762,MaskFGAcc=0.622 [Epoch 0][Batch 4199], Speed: 18.968 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.218,RCNN_Mask=0.474,RPNAcc=0.964,RPNL1Loss=0.439,RCNNAcc=0.896,RCNNL1Loss=1.871,MaskAcc=0.764,MaskFGAcc=0.621 [Epoch 0][Batch 4299], Speed: 19.004 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.514,RCNN_SmoothL1=0.217,RCNN_Mask=0.472,RPNAcc=0.964,RPNL1Loss=0.438,RCNNAcc=0.896,RCNNL1Loss=1.862,MaskAcc=0.765,MaskFGAcc=0.620 [Epoch 0][Batch 4399], Speed: 18.921 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.217,RCNN_Mask=0.471,RPNAcc=0.964,RPNL1Loss=0.437,RCNNAcc=0.895,RCNNL1Loss=1.853,MaskAcc=0.766,MaskFGAcc=0.619 [Epoch 0][Batch 4499], Speed: 18.841 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.216,RCNN_Mask=0.469,RPNAcc=0.964,RPNL1Loss=0.436,RCNNAcc=0.895,RCNNL1Loss=1.844,MaskAcc=0.767,MaskFGAcc=0.618 [Epoch 0][Batch 4599], Speed: 18.974 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.216,RCNN_Mask=0.468,RPNAcc=0.965,RPNL1Loss=0.435,RCNNAcc=0.895,RCNNL1Loss=1.835,MaskAcc=0.768,MaskFGAcc=0.617 [Epoch 0][Batch 4699], Speed: 18.828 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.215,RCNN_Mask=0.466,RPNAcc=0.965,RPNL1Loss=0.434,RCNNAcc=0.895,RCNNL1Loss=1.827,MaskAcc=0.769,MaskFGAcc=0.617 [Epoch 0][Batch 4799], Speed: 18.751 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.506,RCNN_SmoothL1=0.215,RCNN_Mask=0.464,RPNAcc=0.965,RPNL1Loss=0.433,RCNNAcc=0.895,RCNNL1Loss=1.819,MaskAcc=0.770,MaskFGAcc=0.616 [Epoch 0][Batch 4899], Speed: 18.988 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.214,RCNN_Mask=0.463,RPNAcc=0.965,RPNL1Loss=0.432,RCNNAcc=0.895,RCNNL1Loss=1.810,MaskAcc=0.771,MaskFGAcc=0.615 [Epoch 0][Batch 4999], Speed: 18.784 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.503,RCNN_SmoothL1=0.213,RCNN_Mask=0.461,RPNAcc=0.965,RPNL1Loss=0.431,RCNNAcc=0.895,RCNNL1Loss=1.802,MaskAcc=0.772,MaskFGAcc=0.615 [Epoch 0][Batch 5099], Speed: 18.881 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.501,RCNN_SmoothL1=0.213,RCNN_Mask=0.460,RPNAcc=0.965,RPNL1Loss=0.430,RCNNAcc=0.895,RCNNL1Loss=1.793,MaskAcc=0.773,MaskFGAcc=0.614 [Epoch 0][Batch 5199], Speed: 18.699 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.212,RCNN_Mask=0.458,RPNAcc=0.966,RPNL1Loss=0.430,RCNNAcc=0.895,RCNNL1Loss=1.786,MaskAcc=0.774,MaskFGAcc=0.613 [Epoch 0][Batch 5299], Speed: 18.791 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.498,RCNN_SmoothL1=0.212,RCNN_Mask=0.457,RPNAcc=0.966,RPNL1Loss=0.429,RCNNAcc=0.895,RCNNL1Loss=1.778,MaskAcc=0.775,MaskFGAcc=0.613 [Epoch 0][Batch 5399], Speed: 18.762 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.496,RCNN_SmoothL1=0.211,RCNN_Mask=0.456,RPNAcc=0.966,RPNL1Loss=0.428,RCNNAcc=0.895,RCNNL1Loss=1.771,MaskAcc=0.776,MaskFGAcc=0.612 [Epoch 0][Batch 5499], Speed: 18.760 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.494,RCNN_SmoothL1=0.210,RCNN_Mask=0.454,RPNAcc=0.966,RPNL1Loss=0.427,RCNNAcc=0.895,RCNNL1Loss=1.764,MaskAcc=0.777,MaskFGAcc=0.611 [Epoch 0][Batch 5599], Speed: 18.677 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.493,RCNN_SmoothL1=0.210,RCNN_Mask=0.453,RPNAcc=0.966,RPNL1Loss=0.427,RCNNAcc=0.895,RCNNL1Loss=1.757,MaskAcc=0.777,MaskFGAcc=0.610 [Epoch 0][Batch 5699], Speed: 18.661 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.492,RCNN_SmoothL1=0.209,RCNN_Mask=0.452,RPNAcc=0.966,RPNL1Loss=0.426,RCNNAcc=0.895,RCNNL1Loss=1.749,MaskAcc=0.778,MaskFGAcc=0.610 [Epoch 0][Batch 5799], Speed: 18.821 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.490,RCNN_SmoothL1=0.209,RCNN_Mask=0.450,RPNAcc=0.967,RPNL1Loss=0.425,RCNNAcc=0.895,RCNNL1Loss=1.743,MaskAcc=0.779,MaskFGAcc=0.609 [Epoch 0][Batch 5899], Speed: 18.696 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.208,RCNN_Mask=0.449,RPNAcc=0.967,RPNL1Loss=0.425,RCNNAcc=0.895,RCNNL1Loss=1.736,MaskAcc=0.780,MaskFGAcc=0.608 [Epoch 0][Batch 5999], Speed: 18.709 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.488,RCNN_SmoothL1=0.208,RCNN_Mask=0.448,RPNAcc=0.967,RPNL1Loss=0.424,RCNNAcc=0.895,RCNNL1Loss=1.730,MaskAcc=0.781,MaskFGAcc=0.607 [Epoch 0][Batch 6099], Speed: 18.811 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.207,RCNN_Mask=0.447,RPNAcc=0.967,RPNL1Loss=0.423,RCNNAcc=0.895,RCNNL1Loss=1.724,MaskAcc=0.781,MaskFGAcc=0.607 [Epoch 0][Batch 6199], Speed: 18.915 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.207,RCNN_Mask=0.446,RPNAcc=0.967,RPNL1Loss=0.422,RCNNAcc=0.895,RCNNL1Loss=1.717,MaskAcc=0.782,MaskFGAcc=0.606 [Epoch 0][Batch 6299], Speed: 18.945 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.206,RCNN_Mask=0.445,RPNAcc=0.967,RPNL1Loss=0.422,RCNNAcc=0.895,RCNNL1Loss=1.712,MaskAcc=0.783,MaskFGAcc=0.606 [Epoch 0][Batch 6399], Speed: 18.839 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.206,RCNN_Mask=0.444,RPNAcc=0.967,RPNL1Loss=0.421,RCNNAcc=0.895,RCNNL1Loss=1.705,MaskAcc=0.783,MaskFGAcc=0.605 [Epoch 0][Batch 6499], Speed: 18.993 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.481,RCNN_SmoothL1=0.206,RCNN_Mask=0.443,RPNAcc=0.968,RPNL1Loss=0.421,RCNNAcc=0.895,RCNNL1Loss=1.700,MaskAcc=0.784,MaskFGAcc=0.604 [Epoch 0][Batch 6599], Speed: 19.023 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.205,RCNN_Mask=0.442,RPNAcc=0.968,RPNL1Loss=0.420,RCNNAcc=0.895,RCNNL1Loss=1.694,MaskAcc=0.785,MaskFGAcc=0.604 [Epoch 0][Batch 6699], Speed: 18.929 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.205,RCNN_Mask=0.441,RPNAcc=0.968,RPNL1Loss=0.420,RCNNAcc=0.895,RCNNL1Loss=1.689,MaskAcc=0.785,MaskFGAcc=0.603 [Epoch 0][Batch 6799], Speed: 18.866 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.204,RCNN_Mask=0.440,RPNAcc=0.968,RPNL1Loss=0.419,RCNNAcc=0.895,RCNNL1Loss=1.683,MaskAcc=0.786,MaskFGAcc=0.603 [Epoch 0][Batch 6899], Speed: 19.060 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.204,RCNN_Mask=0.439,RPNAcc=0.968,RPNL1Loss=0.418,RCNNAcc=0.895,RCNNL1Loss=1.678,MaskAcc=0.786,MaskFGAcc=0.602 [Epoch 0][Batch 6999], Speed: 18.945 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.204,RCNN_Mask=0.438,RPNAcc=0.968,RPNL1Loss=0.418,RCNNAcc=0.895,RCNNL1Loss=1.672,MaskAcc=0.787,MaskFGAcc=0.602 [Epoch 0][Batch 7099], Speed: 18.897 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.474,RCNN_SmoothL1=0.203,RCNN_Mask=0.437,RPNAcc=0.968,RPNL1Loss=0.417,RCNNAcc=0.896,RCNNL1Loss=1.668,MaskAcc=0.788,MaskFGAcc=0.601 [Epoch 0][Batch 7199], Speed: 18.908 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.472,RCNN_SmoothL1=0.203,RCNN_Mask=0.436,RPNAcc=0.968,RPNL1Loss=0.417,RCNNAcc=0.896,RCNNL1Loss=1.663,MaskAcc=0.788,MaskFGAcc=0.601 [Epoch 0][Batch 7299], Speed: 18.871 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.471,RCNN_SmoothL1=0.202,RCNN_Mask=0.435,RPNAcc=0.968,RPNL1Loss=0.416,RCNNAcc=0.896,RCNNL1Loss=1.658,MaskAcc=0.789,MaskFGAcc=0.600 [Epoch 0][Batch 7399], Speed: 18.834 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.470,RCNN_SmoothL1=0.202,RCNN_Mask=0.434,RPNAcc=0.969,RPNL1Loss=0.416,RCNNAcc=0.896,RCNNL1Loss=1.653,MaskAcc=0.789,MaskFGAcc=0.599 [Epoch 0][Batch 7499], Speed: 18.874 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.469,RCNN_SmoothL1=0.201,RCNN_Mask=0.433,RPNAcc=0.969,RPNL1Loss=0.415,RCNNAcc=0.896,RCNNL1Loss=1.648,MaskAcc=0.790,MaskFGAcc=0.599 [Epoch 0][Batch 7599], Speed: 18.851 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.468,RCNN_SmoothL1=0.201,RCNN_Mask=0.432,RPNAcc=0.969,RPNL1Loss=0.414,RCNNAcc=0.896,RCNNL1Loss=1.643,MaskAcc=0.790,MaskFGAcc=0.598 [Epoch 0][Batch 7699], Speed: 18.683 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.467,RCNN_SmoothL1=0.201,RCNN_Mask=0.432,RPNAcc=0.969,RPNL1Loss=0.414,RCNNAcc=0.896,RCNNL1Loss=1.639,MaskAcc=0.791,MaskFGAcc=0.598 [Epoch 0][Batch 7799], Speed: 19.075 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.466,RCNN_SmoothL1=0.200,RCNN_Mask=0.431,RPNAcc=0.969,RPNL1Loss=0.413,RCNNAcc=0.896,RCNNL1Loss=1.634,MaskAcc=0.791,MaskFGAcc=0.597 [Epoch 0][Batch 7899], Speed: 18.819 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.200,RCNN_Mask=0.430,RPNAcc=0.969,RPNL1Loss=0.413,RCNNAcc=0.896,RCNNL1Loss=1.630,MaskAcc=0.792,MaskFGAcc=0.597 [Epoch 0][Batch 7999], Speed: 19.026 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.200,RCNN_Mask=0.429,RPNAcc=0.969,RPNL1Loss=0.412,RCNNAcc=0.896,RCNNL1Loss=1.625,MaskAcc=0.792,MaskFGAcc=0.596 [Epoch 0][Batch 8099], Speed: 18.815 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.462,RCNN_SmoothL1=0.199,RCNN_Mask=0.428,RPNAcc=0.969,RPNL1Loss=0.412,RCNNAcc=0.896,RCNNL1Loss=1.621,MaskAcc=0.793,MaskFGAcc=0.596 [Epoch 0][Batch 8199], Speed: 18.999 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.461,RCNN_SmoothL1=0.199,RCNN_Mask=0.428,RPNAcc=0.969,RPNL1Loss=0.411,RCNNAcc=0.896,RCNNL1Loss=1.617,MaskAcc=0.793,MaskFGAcc=0.595 [Epoch 0][Batch 8299], Speed: 18.764 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.461,RCNN_SmoothL1=0.199,RCNN_Mask=0.427,RPNAcc=0.969,RPNL1Loss=0.411,RCNNAcc=0.896,RCNNL1Loss=1.612,MaskAcc=0.794,MaskFGAcc=0.595 [Epoch 0][Batch 8399], Speed: 18.955 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.459,RCNN_SmoothL1=0.198,RCNN_Mask=0.426,RPNAcc=0.969,RPNL1Loss=0.410,RCNNAcc=0.896,RCNNL1Loss=1.608,MaskAcc=0.794,MaskFGAcc=0.594 [Epoch 0][Batch 8499], Speed: 18.944 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.198,RCNN_Mask=0.425,RPNAcc=0.969,RPNL1Loss=0.410,RCNNAcc=0.896,RCNNL1Loss=1.604,MaskAcc=0.795,MaskFGAcc=0.594 [Epoch 0][Batch 8599], Speed: 19.169 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.198,RCNN_Mask=0.425,RPNAcc=0.969,RPNL1Loss=0.409,RCNNAcc=0.896,RCNNL1Loss=1.600,MaskAcc=0.795,MaskFGAcc=0.593 [Epoch 0][Batch 8699], Speed: 18.833 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.197,RCNN_Mask=0.424,RPNAcc=0.970,RPNL1Loss=0.409,RCNNAcc=0.896,RCNNL1Loss=1.597,MaskAcc=0.796,MaskFGAcc=0.593 [Epoch 0][Batch 8799], Speed: 18.918 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.456,RCNN_SmoothL1=0.197,RCNN_Mask=0.423,RPNAcc=0.970,RPNL1Loss=0.409,RCNNAcc=0.896,RCNNL1Loss=1.593,MaskAcc=0.796,MaskFGAcc=0.592 [Epoch 0][Batch 8899], Speed: 18.939 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.455,RCNN_SmoothL1=0.197,RCNN_Mask=0.422,RPNAcc=0.970,RPNL1Loss=0.408,RCNNAcc=0.896,RCNNL1Loss=1.589,MaskAcc=0.796,MaskFGAcc=0.592 [Epoch 0][Batch 8999], Speed: 18.851 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.454,RCNN_SmoothL1=0.196,RCNN_Mask=0.422,RPNAcc=0.970,RPNL1Loss=0.408,RCNNAcc=0.896,RCNNL1Loss=1.585,MaskAcc=0.797,MaskFGAcc=0.592 [Epoch 0][Batch 9099], Speed: 18.715 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.196,RCNN_Mask=0.421,RPNAcc=0.970,RPNL1Loss=0.407,RCNNAcc=0.896,RCNNL1Loss=1.582,MaskAcc=0.797,MaskFGAcc=0.591 [Epoch 0][Batch 9199], Speed: 18.747 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.452,RCNN_SmoothL1=0.196,RCNN_Mask=0.420,RPNAcc=0.970,RPNL1Loss=0.407,RCNNAcc=0.896,RCNNL1Loss=1.578,MaskAcc=0.798,MaskFGAcc=0.591 [Epoch 0][Batch 9299], Speed: 18.982 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.451,RCNN_SmoothL1=0.195,RCNN_Mask=0.420,RPNAcc=0.970,RPNL1Loss=0.406,RCNNAcc=0.896,RCNNL1Loss=1.574,MaskAcc=0.798,MaskFGAcc=0.590 [Epoch 0][Batch 9399], Speed: 19.193 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.195,RCNN_Mask=0.419,RPNAcc=0.970,RPNL1Loss=0.406,RCNNAcc=0.896,RCNNL1Loss=1.571,MaskAcc=0.798,MaskFGAcc=0.590 [Epoch 0][Batch 9499], Speed: 19.010 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.195,RCNN_Mask=0.418,RPNAcc=0.970,RPNL1Loss=0.405,RCNNAcc=0.896,RCNNL1Loss=1.567,MaskAcc=0.799,MaskFGAcc=0.589 [Epoch 0][Batch 9599], Speed: 18.969 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.449,RCNN_SmoothL1=0.195,RCNN_Mask=0.418,RPNAcc=0.970,RPNL1Loss=0.405,RCNNAcc=0.897,RCNNL1Loss=1.564,MaskAcc=0.799,MaskFGAcc=0.589 [Epoch 0][Batch 9699], Speed: 19.022 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.448,RCNN_SmoothL1=0.194,RCNN_Mask=0.417,RPNAcc=0.970,RPNL1Loss=0.405,RCNNAcc=0.897,RCNNL1Loss=1.561,MaskAcc=0.800,MaskFGAcc=0.589 [Epoch 0][Batch 9799], Speed: 18.727 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.447,RCNN_SmoothL1=0.194,RCNN_Mask=0.417,RPNAcc=0.970,RPNL1Loss=0.404,RCNNAcc=0.897,RCNNL1Loss=1.558,MaskAcc=0.800,MaskFGAcc=0.588 [Epoch 0][Batch 9899], Speed: 18.724 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.194,RCNN_Mask=0.416,RPNAcc=0.970,RPNL1Loss=0.404,RCNNAcc=0.897,RCNNL1Loss=1.554,MaskAcc=0.800,MaskFGAcc=0.588 [Epoch 0][Batch 9999], Speed: 18.080 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.445,RCNN_SmoothL1=0.193,RCNN_Mask=0.415,RPNAcc=0.970,RPNL1Loss=0.403,RCNNAcc=0.897,RCNNL1Loss=1.551,MaskAcc=0.801,MaskFGAcc=0.588 [Epoch 0][Batch 10099], Speed: 16.424 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.193,RCNN_Mask=0.415,RPNAcc=0.971,RPNL1Loss=0.403,RCNNAcc=0.897,RCNNL1Loss=1.548,MaskAcc=0.801,MaskFGAcc=0.587 [Epoch 0][Batch 10199], Speed: 18.786 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.193,RCNN_Mask=0.414,RPNAcc=0.971,RPNL1Loss=0.403,RCNNAcc=0.897,RCNNL1Loss=1.545,MaskAcc=0.801,MaskFGAcc=0.587 [Epoch 0][Batch 10299], Speed: 17.347 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.193,RCNN_Mask=0.414,RPNAcc=0.971,RPNL1Loss=0.402,RCNNAcc=0.897,RCNNL1Loss=1.542,MaskAcc=0.802,MaskFGAcc=0.587 [Epoch 0][Batch 10399], Speed: 18.574 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.442,RCNN_SmoothL1=0.192,RCNN_Mask=0.413,RPNAcc=0.971,RPNL1Loss=0.402,RCNNAcc=0.897,RCNNL1Loss=1.539,MaskAcc=0.802,MaskFGAcc=0.586 [Epoch 0][Batch 10499], Speed: 18.118 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.192,RCNN_Mask=0.413,RPNAcc=0.971,RPNL1Loss=0.401,RCNNAcc=0.897,RCNNL1Loss=1.535,MaskAcc=0.802,MaskFGAcc=0.586 [Epoch 0][Batch 10599], Speed: 18.725 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.192,RCNN_Mask=0.412,RPNAcc=0.971,RPNL1Loss=0.401,RCNNAcc=0.897,RCNNL1Loss=1.532,MaskAcc=0.803,MaskFGAcc=0.586 [Epoch 0][Batch 10699], Speed: 18.309 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.192,RCNN_Mask=0.412,RPNAcc=0.971,RPNL1Loss=0.401,RCNNAcc=0.897,RCNNL1Loss=1.529,MaskAcc=0.803,MaskFGAcc=0.585 [Epoch 0][Batch 10799], Speed: 18.790 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.191,RCNN_Mask=0.411,RPNAcc=0.971,RPNL1Loss=0.400,RCNNAcc=0.897,RCNNL1Loss=1.526,MaskAcc=0.803,MaskFGAcc=0.585 [Epoch 0][Batch 10899], Speed: 18.728 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.191,RCNN_Mask=0.411,RPNAcc=0.971,RPNL1Loss=0.400,RCNNAcc=0.897,RCNNL1Loss=1.523,MaskAcc=0.804,MaskFGAcc=0.585 [Epoch 0][Batch 10999], Speed: 18.759 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.191,RCNN_Mask=0.410,RPNAcc=0.971,RPNL1Loss=0.400,RCNNAcc=0.897,RCNNL1Loss=1.520,MaskAcc=0.804,MaskFGAcc=0.584 [Epoch 0][Batch 11099], Speed: 18.696 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.191,RCNN_Mask=0.410,RPNAcc=0.971,RPNL1Loss=0.399,RCNNAcc=0.897,RCNNL1Loss=1.518,MaskAcc=0.804,MaskFGAcc=0.584 [Epoch 0][Batch 11199], Speed: 18.774 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.191,RCNN_Mask=0.409,RPNAcc=0.971,RPNL1Loss=0.399,RCNNAcc=0.897,RCNNL1Loss=1.515,MaskAcc=0.805,MaskFGAcc=0.584 [Epoch 0][Batch 11299], Speed: 18.771 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.190,RCNN_Mask=0.409,RPNAcc=0.971,RPNL1Loss=0.399,RCNNAcc=0.897,RCNNL1Loss=1.512,MaskAcc=0.805,MaskFGAcc=0.583 [Epoch 0][Batch 11399], Speed: 19.078 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.190,RCNN_Mask=0.408,RPNAcc=0.971,RPNL1Loss=0.398,RCNNAcc=0.897,RCNNL1Loss=1.510,MaskAcc=0.805,MaskFGAcc=0.583 [Epoch 0][Batch 11499], Speed: 18.972 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.190,RCNN_Mask=0.408,RPNAcc=0.971,RPNL1Loss=0.398,RCNNAcc=0.897,RCNNL1Loss=1.507,MaskAcc=0.805,MaskFGAcc=0.583 [Epoch 0][Batch 11599], Speed: 18.920 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.190,RCNN_Mask=0.407,RPNAcc=0.971,RPNL1Loss=0.398,RCNNAcc=0.897,RCNNL1Loss=1.504,MaskAcc=0.806,MaskFGAcc=0.582 [Epoch 0][Batch 11699], Speed: 18.939 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.189,RCNN_Mask=0.407,RPNAcc=0.971,RPNL1Loss=0.397,RCNNAcc=0.897,RCNNL1Loss=1.501,MaskAcc=0.806,MaskFGAcc=0.582 [Epoch 0][Batch 11799], Speed: 19.296 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.189,RCNN_Mask=0.406,RPNAcc=0.972,RPNL1Loss=0.397,RCNNAcc=0.897,RCNNL1Loss=1.499,MaskAcc=0.806,MaskFGAcc=0.582 [Epoch 0][Batch 11899], Speed: 19.130 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.189,RCNN_Mask=0.406,RPNAcc=0.972,RPNL1Loss=0.397,RCNNAcc=0.897,RCNNL1Loss=1.496,MaskAcc=0.807,MaskFGAcc=0.581 [Epoch 0][Batch 11999], Speed: 19.164 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.188,RCNN_Mask=0.405,RPNAcc=0.972,RPNL1Loss=0.396,RCNNAcc=0.898,RCNNL1Loss=1.493,MaskAcc=0.807,MaskFGAcc=0.581 [Epoch 0][Batch 12099], Speed: 18.858 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.188,RCNN_Mask=0.405,RPNAcc=0.972,RPNL1Loss=0.396,RCNNAcc=0.898,RCNNL1Loss=1.491,MaskAcc=0.807,MaskFGAcc=0.581 [Epoch 0][Batch 12199], Speed: 19.153 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.188,RCNN_Mask=0.404,RPNAcc=0.972,RPNL1Loss=0.396,RCNNAcc=0.898,RCNNL1Loss=1.488,MaskAcc=0.807,MaskFGAcc=0.580 [Epoch 0][Batch 12299], Speed: 19.027 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.188,RCNN_Mask=0.404,RPNAcc=0.972,RPNL1Loss=0.395,RCNNAcc=0.898,RCNNL1Loss=1.485,MaskAcc=0.808,MaskFGAcc=0.580 [Epoch 0][Batch 12399], Speed: 18.944 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.188,RCNN_Mask=0.403,RPNAcc=0.972,RPNL1Loss=0.395,RCNNAcc=0.898,RCNNL1Loss=1.483,MaskAcc=0.808,MaskFGAcc=0.580 [Epoch 0][Batch 12499], Speed: 19.050 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.188,RCNN_Mask=0.403,RPNAcc=0.972,RPNL1Loss=0.395,RCNNAcc=0.898,RCNNL1Loss=1.481,MaskAcc=0.808,MaskFGAcc=0.580 [Epoch 0][Batch 12599], Speed: 18.935 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.187,RCNN_Mask=0.402,RPNAcc=0.972,RPNL1Loss=0.394,RCNNAcc=0.898,RCNNL1Loss=1.479,MaskAcc=0.808,MaskFGAcc=0.580 [Epoch 0][Batch 12699], Speed: 18.913 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.187,RCNN_Mask=0.402,RPNAcc=0.972,RPNL1Loss=0.394,RCNNAcc=0.898,RCNNL1Loss=1.476,MaskAcc=0.809,MaskFGAcc=0.579 [Epoch 0][Batch 12799], Speed: 18.814 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.187,RCNN_Mask=0.401,RPNAcc=0.972,RPNL1Loss=0.394,RCNNAcc=0.898,RCNNL1Loss=1.474,MaskAcc=0.809,MaskFGAcc=0.579 [Epoch 0][Batch 12899], Speed: 18.938 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.187,RCNN_Mask=0.401,RPNAcc=0.972,RPNL1Loss=0.394,RCNNAcc=0.898,RCNNL1Loss=1.472,MaskAcc=0.809,MaskFGAcc=0.579 [Epoch 0][Batch 12999], Speed: 19.043 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.186,RCNN_Mask=0.400,RPNAcc=0.972,RPNL1Loss=0.393,RCNNAcc=0.898,RCNNL1Loss=1.469,MaskAcc=0.809,MaskFGAcc=0.578 [Epoch 0][Batch 13099], Speed: 19.012 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.186,RCNN_Mask=0.400,RPNAcc=0.972,RPNL1Loss=0.393,RCNNAcc=0.898,RCNNL1Loss=1.467,MaskAcc=0.810,MaskFGAcc=0.578 [Epoch 0][Batch 13199], Speed: 19.146 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.186,RCNN_Mask=0.400,RPNAcc=0.972,RPNL1Loss=0.393,RCNNAcc=0.898,RCNNL1Loss=1.465,MaskAcc=0.810,MaskFGAcc=0.578 [Epoch 0][Batch 13299], Speed: 19.186 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.186,RCNN_Mask=0.399,RPNAcc=0.972,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=1.463,MaskAcc=0.810,MaskFGAcc=0.577 [Epoch 0][Batch 13399], Speed: 19.146 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.186,RCNN_Mask=0.399,RPNAcc=0.972,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=1.461,MaskAcc=0.810,MaskFGAcc=0.577 [Epoch 0][Batch 13499], Speed: 18.950 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.185,RCNN_Mask=0.398,RPNAcc=0.972,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=1.459,MaskAcc=0.811,MaskFGAcc=0.577 [Epoch 0][Batch 13599], Speed: 19.188 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.185,RCNN_Mask=0.398,RPNAcc=0.972,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=1.457,MaskAcc=0.811,MaskFGAcc=0.577 [Epoch 0][Batch 13699], Speed: 17.882 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.185,RCNN_Mask=0.398,RPNAcc=0.972,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=1.454,MaskAcc=0.811,MaskFGAcc=0.577 [Epoch 0][Batch 13799], Speed: 19.035 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.185,RCNN_Mask=0.397,RPNAcc=0.972,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=1.452,MaskAcc=0.811,MaskFGAcc=0.576 [Epoch 0][Batch 13899], Speed: 19.006 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.185,RCNN_Mask=0.397,RPNAcc=0.972,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=1.450,MaskAcc=0.812,MaskFGAcc=0.576 [Epoch 0][Batch 13999], Speed: 19.090 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.185,RCNN_Mask=0.397,RPNAcc=0.973,RPNL1Loss=0.390,RCNNAcc=0.898,RCNNL1Loss=1.448,MaskAcc=0.812,MaskFGAcc=0.576 [Epoch 0][Batch 14099], Speed: 19.029 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.184,RCNN_Mask=0.396,RPNAcc=0.973,RPNL1Loss=0.390,RCNNAcc=0.898,RCNNL1Loss=1.446,MaskAcc=0.812,MaskFGAcc=0.576 [Epoch 0][Batch 14199], Speed: 19.006 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.184,RCNN_Mask=0.396,RPNAcc=0.973,RPNL1Loss=0.390,RCNNAcc=0.898,RCNNL1Loss=1.445,MaskAcc=0.812,MaskFGAcc=0.575 [Epoch 0][Batch 14299], Speed: 19.071 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.184,RCNN_Mask=0.395,RPNAcc=0.973,RPNL1Loss=0.390,RCNNAcc=0.898,RCNNL1Loss=1.443,MaskAcc=0.812,MaskFGAcc=0.575 [Epoch 0][Batch 14399], Speed: 19.082 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.184,RCNN_Mask=0.395,RPNAcc=0.973,RPNL1Loss=0.389,RCNNAcc=0.898,RCNNL1Loss=1.441,MaskAcc=0.813,MaskFGAcc=0.575 [Epoch 0][Batch 14499], Speed: 18.997 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.184,RCNN_Mask=0.395,RPNAcc=0.973,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=1.439,MaskAcc=0.813,MaskFGAcc=0.575 [Epoch 0][Batch 14599], Speed: 18.925 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.183,RCNN_Mask=0.394,RPNAcc=0.973,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=1.437,MaskAcc=0.813,MaskFGAcc=0.574 [Epoch 0] Training cost: 6225.796, RPN_Conf=0.069,RPN_SmoothL1=0.046,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.183,RCNN_Mask=0.394 [Epoch 0] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0000_0.0000.params [Epoch 1][Batch 99], Speed: 18.054 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.161,RCNN_Mask=0.343,RPNAcc=0.973,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=1.434,MaskAcc=0.813,MaskFGAcc=0.574 [Epoch 1][Batch 199], Speed: 18.586 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.340,RPNAcc=0.973,RPNL1Loss=0.388,RCNNAcc=0.899,RCNNL1Loss=1.432,MaskAcc=0.814,MaskFGAcc=0.574 [Epoch 1][Batch 299], Speed: 18.759 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.342,RPNAcc=0.973,RPNL1Loss=0.388,RCNNAcc=0.899,RCNNL1Loss=1.430,MaskAcc=0.814,MaskFGAcc=0.573 [Epoch 1][Batch 399], Speed: 18.749 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.157,RCNN_Mask=0.341,RPNAcc=0.973,RPNL1Loss=0.388,RCNNAcc=0.899,RCNNL1Loss=1.428,MaskAcc=0.814,MaskFGAcc=0.573 [Epoch 1][Batch 499], Speed: 18.797 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.341,RPNAcc=0.973,RPNL1Loss=0.387,RCNNAcc=0.899,RCNNL1Loss=1.426,MaskAcc=0.814,MaskFGAcc=0.573 [Epoch 1][Batch 599], Speed: 18.720 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.341,RPNAcc=0.973,RPNL1Loss=0.387,RCNNAcc=0.899,RCNNL1Loss=1.424,MaskAcc=0.814,MaskFGAcc=0.573 [Epoch 1][Batch 699], Speed: 18.316 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.341,RPNAcc=0.973,RPNL1Loss=0.387,RCNNAcc=0.899,RCNNL1Loss=1.423,MaskAcc=0.815,MaskFGAcc=0.572 [Epoch 1][Batch 799], Speed: 18.373 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.341,RPNAcc=0.973,RPNL1Loss=0.387,RCNNAcc=0.899,RCNNL1Loss=1.421,MaskAcc=0.815,MaskFGAcc=0.572 [Epoch 1][Batch 899], Speed: 18.483 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.157,RCNN_Mask=0.340,RPNAcc=0.973,RPNL1Loss=0.386,RCNNAcc=0.899,RCNNL1Loss=1.419,MaskAcc=0.815,MaskFGAcc=0.572 [Epoch 1][Batch 999], Speed: 18.546 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.157,RCNN_Mask=0.339,RPNAcc=0.973,RPNL1Loss=0.386,RCNNAcc=0.899,RCNNL1Loss=1.417,MaskAcc=0.815,MaskFGAcc=0.572 [Epoch 1][Batch 1099], Speed: 18.576 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.339,RPNAcc=0.973,RPNL1Loss=0.386,RCNNAcc=0.899,RCNNL1Loss=1.415,MaskAcc=0.815,MaskFGAcc=0.572 [Epoch 1][Batch 1199], Speed: 18.229 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.973,RPNL1Loss=0.385,RCNNAcc=0.899,RCNNL1Loss=1.413,MaskAcc=0.816,MaskFGAcc=0.571 [Epoch 1][Batch 1299], Speed: 18.299 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.973,RPNL1Loss=0.385,RCNNAcc=0.899,RCNNL1Loss=1.412,MaskAcc=0.816,MaskFGAcc=0.571 [Epoch 1][Batch 1399], Speed: 18.249 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.339,RPNAcc=0.973,RPNL1Loss=0.385,RCNNAcc=0.899,RCNNL1Loss=1.410,MaskAcc=0.816,MaskFGAcc=0.571 [Epoch 1][Batch 1499], Speed: 18.273 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.157,RCNN_Mask=0.339,RPNAcc=0.973,RPNL1Loss=0.385,RCNNAcc=0.899,RCNNL1Loss=1.408,MaskAcc=0.816,MaskFGAcc=0.571 [Epoch 1][Batch 1599], Speed: 18.426 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.339,RPNAcc=0.973,RPNL1Loss=0.384,RCNNAcc=0.899,RCNNL1Loss=1.407,MaskAcc=0.816,MaskFGAcc=0.570 [Epoch 1][Batch 1699], Speed: 18.404 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.973,RPNL1Loss=0.384,RCNNAcc=0.899,RCNNL1Loss=1.405,MaskAcc=0.816,MaskFGAcc=0.570 [Epoch 1][Batch 1799], Speed: 18.440 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.973,RPNL1Loss=0.384,RCNNAcc=0.899,RCNNL1Loss=1.403,MaskAcc=0.817,MaskFGAcc=0.570 [Epoch 1][Batch 1899], Speed: 18.540 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.973,RPNL1Loss=0.384,RCNNAcc=0.899,RCNNL1Loss=1.402,MaskAcc=0.817,MaskFGAcc=0.570 [Epoch 1][Batch 1999], Speed: 18.496 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.974,RPNL1Loss=0.384,RCNNAcc=0.899,RCNNL1Loss=1.400,MaskAcc=0.817,MaskFGAcc=0.570 [Epoch 1][Batch 2099], Speed: 18.313 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.899,RCNNL1Loss=1.398,MaskAcc=0.817,MaskFGAcc=0.569 [Epoch 1][Batch 2199], Speed: 18.225 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.338,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.900,RCNNL1Loss=1.396,MaskAcc=0.817,MaskFGAcc=0.569 [Epoch 1][Batch 2299], Speed: 18.565 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.900,RCNNL1Loss=1.395,MaskAcc=0.817,MaskFGAcc=0.569 [Epoch 1][Batch 2399], Speed: 18.749 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.155,RCNN_Mask=0.338,RPNAcc=0.974,RPNL1Loss=0.383,RCNNAcc=0.900,RCNNL1Loss=1.393,MaskAcc=0.818,MaskFGAcc=0.569 [Epoch 1][Batch 2499], Speed: 18.618 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.900,RCNNL1Loss=1.391,MaskAcc=0.818,MaskFGAcc=0.568 [Epoch 1][Batch 2599], Speed: 18.636 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.900,RCNNL1Loss=1.390,MaskAcc=0.818,MaskFGAcc=0.568 [Epoch 1][Batch 2699], Speed: 18.493 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.900,RCNNL1Loss=1.388,MaskAcc=0.818,MaskFGAcc=0.568 [Epoch 1][Batch 2799], Speed: 18.488 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.900,RCNNL1Loss=1.387,MaskAcc=0.818,MaskFGAcc=0.568 [Epoch 1][Batch 2899], Speed: 18.443 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.382,RCNNAcc=0.900,RCNNL1Loss=1.385,MaskAcc=0.818,MaskFGAcc=0.568 [Epoch 1][Batch 2999], Speed: 18.535 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.155,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.381,RCNNAcc=0.900,RCNNL1Loss=1.383,MaskAcc=0.819,MaskFGAcc=0.567 [Epoch 1][Batch 3099], Speed: 18.463 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.381,RCNNAcc=0.900,RCNNL1Loss=1.382,MaskAcc=0.819,MaskFGAcc=0.567 [Epoch 1][Batch 3199], Speed: 18.419 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.381,RCNNAcc=0.900,RCNNL1Loss=1.380,MaskAcc=0.819,MaskFGAcc=0.567 [Epoch 1][Batch 3299], Speed: 18.446 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.337,RPNAcc=0.974,RPNL1Loss=0.381,RCNNAcc=0.900,RCNNL1Loss=1.379,MaskAcc=0.819,MaskFGAcc=0.567 [Epoch 1][Batch 3399], Speed: 18.578 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.381,RCNNAcc=0.900,RCNNL1Loss=1.377,MaskAcc=0.819,MaskFGAcc=0.567 [Epoch 1][Batch 3499], Speed: 18.415 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.380,RCNNAcc=0.900,RCNNL1Loss=1.376,MaskAcc=0.819,MaskFGAcc=0.566 [Epoch 1][Batch 3599], Speed: 18.419 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.380,RCNNAcc=0.900,RCNNL1Loss=1.374,MaskAcc=0.820,MaskFGAcc=0.566 [Epoch 1][Batch 3699], Speed: 18.283 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.380,RCNNAcc=0.900,RCNNL1Loss=1.373,MaskAcc=0.820,MaskFGAcc=0.566 [Epoch 1][Batch 3799], Speed: 18.305 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.380,RCNNAcc=0.900,RCNNL1Loss=1.372,MaskAcc=0.820,MaskFGAcc=0.566 [Epoch 1][Batch 3899], Speed: 18.351 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.379,RCNNAcc=0.900,RCNNL1Loss=1.370,MaskAcc=0.820,MaskFGAcc=0.566 [Epoch 1][Batch 3999], Speed: 18.609 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.379,RCNNAcc=0.900,RCNNL1Loss=1.369,MaskAcc=0.820,MaskFGAcc=0.566 [Epoch 1][Batch 4099], Speed: 18.485 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.379,RCNNAcc=0.900,RCNNL1Loss=1.367,MaskAcc=0.820,MaskFGAcc=0.565 [Epoch 1][Batch 4199], Speed: 18.473 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.336,RPNAcc=0.974,RPNL1Loss=0.379,RCNNAcc=0.900,RCNNL1Loss=1.366,MaskAcc=0.820,MaskFGAcc=0.565 [Epoch 1][Batch 4299], Speed: 18.421 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.379,RCNNAcc=0.900,RCNNL1Loss=1.365,MaskAcc=0.821,MaskFGAcc=0.565 [Epoch 1][Batch 4399], Speed: 18.521 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.378,RCNNAcc=0.900,RCNNL1Loss=1.363,MaskAcc=0.821,MaskFGAcc=0.565 [Epoch 1][Batch 4499], Speed: 18.483 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.378,RCNNAcc=0.900,RCNNL1Loss=1.362,MaskAcc=0.821,MaskFGAcc=0.565 [Epoch 1][Batch 4599], Speed: 18.520 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.378,RCNNAcc=0.900,RCNNL1Loss=1.360,MaskAcc=0.821,MaskFGAcc=0.564 [Epoch 1][Batch 4699], Speed: 18.508 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.378,RCNNAcc=0.901,RCNNL1Loss=1.359,MaskAcc=0.821,MaskFGAcc=0.564 [Epoch 1][Batch 4799], Speed: 18.579 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.378,RCNNAcc=0.901,RCNNL1Loss=1.358,MaskAcc=0.821,MaskFGAcc=0.564 [Epoch 1][Batch 4899], Speed: 18.598 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.154,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.377,RCNNAcc=0.901,RCNNL1Loss=1.357,MaskAcc=0.821,MaskFGAcc=0.564 [Epoch 1][Batch 4999], Speed: 18.526 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.153,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.377,RCNNAcc=0.901,RCNNL1Loss=1.355,MaskAcc=0.822,MaskFGAcc=0.564 [Epoch 1][Batch 5099], Speed: 18.447 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.153,RCNN_Mask=0.335,RPNAcc=0.974,RPNL1Loss=0.377,RCNNAcc=0.901,RCNNL1Loss=1.354,MaskAcc=0.822,MaskFGAcc=0.563 [Epoch 1][Batch 5199], Speed: 18.370 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.153,RCNN_Mask=0.335,RPNAcc=0.975,RPNL1Loss=0.377,RCNNAcc=0.901,RCNNL1Loss=1.353,MaskAcc=0.822,MaskFGAcc=0.563 [Epoch 1][Batch 5299], Speed: 18.423 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.351,MaskAcc=0.822,MaskFGAcc=0.563 [Epoch 1][Batch 5399], Speed: 18.476 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.350,MaskAcc=0.822,MaskFGAcc=0.563 [Epoch 1][Batch 5499], Speed: 18.287 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.349,MaskAcc=0.822,MaskFGAcc=0.563 [Epoch 1][Batch 5599], Speed: 18.343 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.348,MaskAcc=0.822,MaskFGAcc=0.562 [Epoch 1][Batch 5699], Speed: 18.405 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.347,MaskAcc=0.823,MaskFGAcc=0.562 [Epoch 1][Batch 5799], Speed: 18.221 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.376,RCNNAcc=0.901,RCNNL1Loss=1.345,MaskAcc=0.823,MaskFGAcc=0.562 [Epoch 1][Batch 5899], Speed: 18.287 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.901,RCNNL1Loss=1.344,MaskAcc=0.823,MaskFGAcc=0.562 [Epoch 1][Batch 5999], Speed: 18.295 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.901,RCNNL1Loss=1.343,MaskAcc=0.823,MaskFGAcc=0.562 [Epoch 1][Batch 6099], Speed: 18.323 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.901,RCNNL1Loss=1.342,MaskAcc=0.823,MaskFGAcc=0.561 [Epoch 1][Batch 6199], Speed: 18.413 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.901,RCNNL1Loss=1.341,MaskAcc=0.823,MaskFGAcc=0.561 [Epoch 1][Batch 6299], Speed: 18.348 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.375,RCNNAcc=0.901,RCNNL1Loss=1.339,MaskAcc=0.823,MaskFGAcc=0.561 [Epoch 1][Batch 6399], Speed: 18.267 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.374,RCNNAcc=0.901,RCNNL1Loss=1.338,MaskAcc=0.823,MaskFGAcc=0.561 [Epoch 1][Batch 6499], Speed: 18.358 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.374,RCNNAcc=0.901,RCNNL1Loss=1.337,MaskAcc=0.823,MaskFGAcc=0.561 [Epoch 1][Batch 6599], Speed: 18.399 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.374,RCNNAcc=0.901,RCNNL1Loss=1.336,MaskAcc=0.824,MaskFGAcc=0.561 [Epoch 1][Batch 6699], Speed: 18.519 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.374,RCNNAcc=0.901,RCNNL1Loss=1.335,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 6799], Speed: 18.443 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.374,RCNNAcc=0.901,RCNNL1Loss=1.334,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 6899], Speed: 18.178 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.334,RPNAcc=0.975,RPNL1Loss=0.373,RCNNAcc=0.901,RCNNL1Loss=1.333,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 6999], Speed: 18.299 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.373,RCNNAcc=0.901,RCNNL1Loss=1.331,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 7099], Speed: 18.176 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.373,RCNNAcc=0.901,RCNNL1Loss=1.330,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 7199], Speed: 18.449 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.373,RCNNAcc=0.901,RCNNL1Loss=1.329,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 7299], Speed: 18.496 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.373,RCNNAcc=0.901,RCNNL1Loss=1.328,MaskAcc=0.824,MaskFGAcc=0.560 [Epoch 1][Batch 7399], Speed: 18.459 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.901,RCNNL1Loss=1.327,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7499], Speed: 18.448 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.901,RCNNL1Loss=1.326,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7599], Speed: 18.440 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.902,RCNNL1Loss=1.325,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7699], Speed: 18.441 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.902,RCNNL1Loss=1.324,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7799], Speed: 18.510 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.902,RCNNL1Loss=1.323,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7899], Speed: 18.464 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.372,RCNNAcc=0.902,RCNNL1Loss=1.322,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 1][Batch 7999], Speed: 18.456 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.321,MaskAcc=0.825,MaskFGAcc=0.558 [Epoch 1][Batch 8099], Speed: 18.458 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.320,MaskAcc=0.825,MaskFGAcc=0.558 [Epoch 1][Batch 8199], Speed: 18.450 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.319,MaskAcc=0.825,MaskFGAcc=0.558 [Epoch 1][Batch 8299], Speed: 18.651 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.318,MaskAcc=0.825,MaskFGAcc=0.558 [Epoch 1][Batch 8399], Speed: 18.456 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.317,MaskAcc=0.826,MaskFGAcc=0.558 [Epoch 1][Batch 8499], Speed: 18.441 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.316,MaskAcc=0.826,MaskFGAcc=0.558 [Epoch 1][Batch 8599], Speed: 18.568 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.371,RCNNAcc=0.902,RCNNL1Loss=1.315,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 8699], Speed: 18.520 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.314,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 8799], Speed: 18.593 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.333,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.313,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 8899], Speed: 18.542 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.312,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 8999], Speed: 18.424 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.311,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 9099], Speed: 18.497 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.310,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 9199], Speed: 18.704 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.309,MaskAcc=0.826,MaskFGAcc=0.557 [Epoch 1][Batch 9299], Speed: 18.413 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.370,RCNNAcc=0.902,RCNNL1Loss=1.308,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9399], Speed: 18.496 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.307,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9499], Speed: 18.625 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.306,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9599], Speed: 18.731 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.305,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9699], Speed: 18.791 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.304,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9799], Speed: 18.549 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.975,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.303,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9899], Speed: 18.522 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.302,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 9999], Speed: 18.636 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.369,RCNNAcc=0.902,RCNNL1Loss=1.301,MaskAcc=0.827,MaskFGAcc=0.556 [Epoch 1][Batch 10099], Speed: 18.482 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.300,MaskAcc=0.827,MaskFGAcc=0.555 [Epoch 1][Batch 10199], Speed: 18.448 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.299,MaskAcc=0.827,MaskFGAcc=0.555 [Epoch 1][Batch 10299], Speed: 18.555 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.298,MaskAcc=0.827,MaskFGAcc=0.555 [Epoch 1][Batch 10399], Speed: 18.509 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.297,MaskAcc=0.828,MaskFGAcc=0.555 [Epoch 1][Batch 10499], Speed: 18.485 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.332,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.296,MaskAcc=0.828,MaskFGAcc=0.555 [Epoch 1][Batch 10599], Speed: 18.462 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.296,MaskAcc=0.828,MaskFGAcc=0.555 [Epoch 1][Batch 10699], Speed: 18.619 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.368,RCNNAcc=0.902,RCNNL1Loss=1.295,MaskAcc=0.828,MaskFGAcc=0.555 [Epoch 1][Batch 10799], Speed: 18.787 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.367,RCNNAcc=0.902,RCNNL1Loss=1.294,MaskAcc=0.828,MaskFGAcc=0.555 [Epoch 1][Batch 10899], Speed: 19.021 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.367,RCNNAcc=0.902,RCNNL1Loss=1.293,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 10999], Speed: 18.732 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.367,RCNNAcc=0.903,RCNNL1Loss=1.292,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 11099], Speed: 18.543 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.367,RCNNAcc=0.903,RCNNL1Loss=1.291,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 11199], Speed: 18.540 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.367,RCNNAcc=0.903,RCNNL1Loss=1.290,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 11299], Speed: 18.477 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.289,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 11399], Speed: 18.530 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.288,MaskAcc=0.828,MaskFGAcc=0.554 [Epoch 1][Batch 11499], Speed: 18.748 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.287,MaskAcc=0.829,MaskFGAcc=0.554 [Epoch 1][Batch 11599], Speed: 18.494 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.286,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 11699], Speed: 18.391 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.286,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 11799], Speed: 18.413 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.285,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 11899], Speed: 18.330 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.366,RCNNAcc=0.903,RCNNL1Loss=1.284,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 11999], Speed: 18.435 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.283,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 12099], Speed: 18.278 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.282,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 12199], Speed: 18.337 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.281,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 12299], Speed: 18.377 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.281,MaskAcc=0.829,MaskFGAcc=0.553 [Epoch 1][Batch 12399], Speed: 18.661 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.331,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.280,MaskAcc=0.829,MaskFGAcc=0.552 [Epoch 1][Batch 12499], Speed: 18.452 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.279,MaskAcc=0.829,MaskFGAcc=0.552 [Epoch 1][Batch 12599], Speed: 18.503 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.365,RCNNAcc=0.903,RCNNL1Loss=1.278,MaskAcc=0.829,MaskFGAcc=0.552 [Epoch 1][Batch 12699], Speed: 18.537 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.277,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 12799], Speed: 18.514 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.276,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 12899], Speed: 18.407 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.276,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 12999], Speed: 18.365 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.275,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 13099], Speed: 18.221 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.274,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 13199], Speed: 18.361 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.273,MaskAcc=0.830,MaskFGAcc=0.552 [Epoch 1][Batch 13299], Speed: 18.334 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.273,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13399], Speed: 18.436 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.364,RCNNAcc=0.903,RCNNL1Loss=1.272,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13499], Speed: 18.553 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.271,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13599], Speed: 18.382 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.270,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13699], Speed: 18.460 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.269,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13799], Speed: 18.626 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.269,MaskAcc=0.830,MaskFGAcc=0.551 [Epoch 1][Batch 13899], Speed: 18.601 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.268,MaskAcc=0.831,MaskFGAcc=0.551 [Epoch 1][Batch 13999], Speed: 18.658 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.267,MaskAcc=0.831,MaskFGAcc=0.551 [Epoch 1][Batch 14099], Speed: 18.508 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.363,RCNNAcc=0.903,RCNNL1Loss=1.266,MaskAcc=0.831,MaskFGAcc=0.551 [Epoch 1][Batch 14199], Speed: 18.738 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.266,MaskAcc=0.831,MaskFGAcc=0.551 [Epoch 1][Batch 14299], Speed: 18.592 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.265,MaskAcc=0.831,MaskFGAcc=0.551 [Epoch 1][Batch 14399], Speed: 18.517 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.264,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 1][Batch 14499], Speed: 18.360 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.263,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 1][Batch 14599], Speed: 18.592 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.330,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.263,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 1] Training cost: 6346.459, RPN_Conf=0.052,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.329 [Epoch 1] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.206 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.200 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.235 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.223 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.431 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.267 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.537 ~~~~ Mean AP for bbox ~~~~ =20.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.193 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.189 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.097 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.221 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.216 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.221 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.508 ~~~~ Mean AP for segm ~~~~ =19.3 [Epoch 1] mAP 19.3 higher than current best [0] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 1] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0001_19.3000.params [Epoch 2][Batch 99], Speed: 17.083 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.146,RCNN_Mask=0.321,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.903,RCNNL1Loss=1.262,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 2][Batch 199], Speed: 17.778 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RCNN_Mask=0.314,RPNAcc=0.976,RPNL1Loss=0.362,RCNNAcc=0.904,RCNNL1Loss=1.261,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 2][Batch 299], Speed: 17.739 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RCNN_Mask=0.314,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.260,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 2][Batch 399], Speed: 17.966 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RCNN_Mask=0.315,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.259,MaskAcc=0.831,MaskFGAcc=0.550 [Epoch 2][Batch 499], Speed: 17.893 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RCNN_Mask=0.316,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.258,MaskAcc=0.832,MaskFGAcc=0.550 [Epoch 2][Batch 599], Speed: 17.614 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RCNN_Mask=0.317,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.258,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 699], Speed: 17.651 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.146,RCNN_Mask=0.318,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.257,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 799], Speed: 17.543 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.256,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 899], Speed: 17.816 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.317,RPNAcc=0.976,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.255,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 999], Speed: 17.732 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.361,RCNNAcc=0.904,RCNNL1Loss=1.255,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 1099], Speed: 17.654 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.254,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 1199], Speed: 17.682 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.253,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 1299], Speed: 17.613 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.253,MaskAcc=0.832,MaskFGAcc=0.549 [Epoch 2][Batch 1399], Speed: 17.624 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.146,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.252,MaskAcc=0.832,MaskFGAcc=0.548 [Epoch 2][Batch 1499], Speed: 17.771 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.251,MaskAcc=0.832,MaskFGAcc=0.548 [Epoch 2][Batch 1599], Speed: 17.714 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.250,MaskAcc=0.832,MaskFGAcc=0.548 [Epoch 2][Batch 1699], Speed: 17.793 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.145,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.360,RCNNAcc=0.904,RCNNL1Loss=1.250,MaskAcc=0.832,MaskFGAcc=0.548 [Epoch 2][Batch 1799], Speed: 17.775 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.249,MaskAcc=0.832,MaskFGAcc=0.548 [Epoch 2][Batch 1899], Speed: 17.924 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.248,MaskAcc=0.833,MaskFGAcc=0.548 [Epoch 2][Batch 1999], Speed: 17.997 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.248,MaskAcc=0.833,MaskFGAcc=0.548 [Epoch 2][Batch 2099], Speed: 17.691 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.247,MaskAcc=0.833,MaskFGAcc=0.548 [Epoch 2][Batch 2199], Speed: 17.849 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.246,MaskAcc=0.833,MaskFGAcc=0.548 [Epoch 2][Batch 2299], Speed: 17.667 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.246,MaskAcc=0.833,MaskFGAcc=0.548 [Epoch 2][Batch 2399], Speed: 17.636 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.359,RCNNAcc=0.904,RCNNL1Loss=1.245,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2499], Speed: 17.626 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.244,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2599], Speed: 17.719 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.243,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2699], Speed: 17.604 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.243,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2799], Speed: 17.460 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.242,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2899], Speed: 17.505 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.242,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 2999], Speed: 17.276 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.241,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 3099], Speed: 17.243 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.240,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 3199], Speed: 17.452 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.358,RCNNAcc=0.904,RCNNL1Loss=1.239,MaskAcc=0.833,MaskFGAcc=0.547 [Epoch 2][Batch 3299], Speed: 17.526 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.144,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.239,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3399], Speed: 17.573 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.238,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3499], Speed: 17.610 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.238,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3599], Speed: 17.407 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.237,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3699], Speed: 17.431 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.236,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3799], Speed: 17.349 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.236,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3899], Speed: 17.421 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.235,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 3999], Speed: 17.746 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.234,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 4099], Speed: 17.374 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.904,RCNNL1Loss=1.234,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 4199], Speed: 17.418 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.357,RCNNAcc=0.905,RCNNL1Loss=1.233,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 4299], Speed: 17.804 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.232,MaskAcc=0.834,MaskFGAcc=0.546 [Epoch 2][Batch 4399], Speed: 17.713 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.232,MaskAcc=0.834,MaskFGAcc=0.545 [Epoch 2][Batch 4499], Speed: 17.690 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.231,MaskAcc=0.834,MaskFGAcc=0.545 [Epoch 2][Batch 4599], Speed: 17.907 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.231,MaskAcc=0.834,MaskFGAcc=0.545 [Epoch 2][Batch 4699], Speed: 17.877 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.230,MaskAcc=0.834,MaskFGAcc=0.545 [Epoch 2][Batch 4799], Speed: 17.850 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.318,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.229,MaskAcc=0.834,MaskFGAcc=0.545 [Epoch 2][Batch 4899], Speed: 17.982 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.229,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 4999], Speed: 18.246 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.356,RCNNAcc=0.905,RCNNL1Loss=1.228,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 5099], Speed: 17.991 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.227,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 5199], Speed: 17.899 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.227,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 5299], Speed: 17.644 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.226,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 5399], Speed: 17.701 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.226,MaskAcc=0.835,MaskFGAcc=0.545 [Epoch 2][Batch 5499], Speed: 17.699 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.143,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.225,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 5599], Speed: 17.781 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.224,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 5699], Speed: 17.914 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.224,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 5799], Speed: 17.688 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.223,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 5899], Speed: 17.570 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.223,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 5999], Speed: 17.576 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.355,RCNNAcc=0.905,RCNNL1Loss=1.222,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6099], Speed: 17.690 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.221,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6199], Speed: 18.033 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.221,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6299], Speed: 17.707 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.220,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6399], Speed: 17.978 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.220,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6499], Speed: 17.741 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.219,MaskAcc=0.835,MaskFGAcc=0.544 [Epoch 2][Batch 6599], Speed: 17.737 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.218,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 6699], Speed: 17.849 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.218,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 6799], Speed: 17.852 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.217,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 6899], Speed: 17.770 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.354,RCNNAcc=0.905,RCNNL1Loss=1.217,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 6999], Speed: 17.767 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.216,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7099], Speed: 17.819 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.216,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7199], Speed: 17.720 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.215,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7299], Speed: 17.781 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.317,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.215,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7399], Speed: 17.873 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.214,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7499], Speed: 17.643 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.213,MaskAcc=0.836,MaskFGAcc=0.543 [Epoch 2][Batch 7599], Speed: 17.751 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.213,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 7699], Speed: 17.811 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.212,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 7799], Speed: 17.678 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.212,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 7899], Speed: 17.653 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.977,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.211,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 7999], Speed: 17.734 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.353,RCNNAcc=0.905,RCNNL1Loss=1.211,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 8099], Speed: 18.122 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.210,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 8199], Speed: 17.755 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.210,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 8299], Speed: 17.810 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.209,MaskAcc=0.836,MaskFGAcc=0.542 [Epoch 2][Batch 8399], Speed: 17.739 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.209,MaskAcc=0.837,MaskFGAcc=0.542 [Epoch 2][Batch 8499], Speed: 17.685 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.208,MaskAcc=0.837,MaskFGAcc=0.542 [Epoch 2][Batch 8599], Speed: 17.819 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.905,RCNNL1Loss=1.207,MaskAcc=0.837,MaskFGAcc=0.542 [Epoch 2][Batch 8699], Speed: 17.784 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.906,RCNNL1Loss=1.207,MaskAcc=0.837,MaskFGAcc=0.542 [Epoch 2][Batch 8799], Speed: 17.840 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.906,RCNNL1Loss=1.206,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 8899], Speed: 17.896 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.906,RCNNL1Loss=1.206,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 8999], Speed: 17.735 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.352,RCNNAcc=0.906,RCNNL1Loss=1.205,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9099], Speed: 17.739 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.205,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9199], Speed: 17.832 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.204,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9299], Speed: 17.772 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.204,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9399], Speed: 17.594 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.203,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9499], Speed: 17.711 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.203,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9599], Speed: 17.680 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.202,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9699], Speed: 17.656 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.202,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9799], Speed: 17.770 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.201,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9899], Speed: 17.527 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.201,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 9999], Speed: 17.583 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.351,RCNNAcc=0.906,RCNNL1Loss=1.200,MaskAcc=0.837,MaskFGAcc=0.541 [Epoch 2][Batch 10099], Speed: 17.706 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.200,MaskAcc=0.837,MaskFGAcc=0.540 [Epoch 2][Batch 10199], Speed: 17.655 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.199,MaskAcc=0.837,MaskFGAcc=0.540 [Epoch 2][Batch 10299], Speed: 17.627 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.199,MaskAcc=0.837,MaskFGAcc=0.540 [Epoch 2][Batch 10399], Speed: 17.520 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.198,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10499], Speed: 17.455 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.198,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10599], Speed: 17.660 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.197,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10699], Speed: 17.610 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.197,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10799], Speed: 17.475 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.196,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10899], Speed: 17.758 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.196,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 10999], Speed: 17.945 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.195,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11099], Speed: 18.005 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.350,RCNNAcc=0.906,RCNNL1Loss=1.195,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11199], Speed: 17.739 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.194,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11299], Speed: 17.658 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.194,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11399], Speed: 17.400 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.193,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11499], Speed: 17.817 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.193,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11599], Speed: 17.735 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.193,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11699], Speed: 17.588 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.192,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11799], Speed: 17.607 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.192,MaskAcc=0.838,MaskFGAcc=0.540 [Epoch 2][Batch 11899], Speed: 17.781 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.191,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 11999], Speed: 17.710 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.316,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.191,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 12099], Speed: 17.731 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.190,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 12199], Speed: 17.964 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.349,RCNNAcc=0.906,RCNNL1Loss=1.190,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 12299], Speed: 17.921 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.189,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 12399], Speed: 17.767 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.189,MaskAcc=0.838,MaskFGAcc=0.539 [Epoch 2][Batch 12499], Speed: 17.673 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.188,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 12599], Speed: 17.478 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.188,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 12699], Speed: 17.756 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.187,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 12799], Speed: 17.619 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.187,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 12899], Speed: 17.657 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.186,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 12999], Speed: 17.700 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.186,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 13099], Speed: 17.500 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.185,MaskAcc=0.839,MaskFGAcc=0.539 [Epoch 2][Batch 13199], Speed: 17.618 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.185,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13299], Speed: 17.644 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.348,RCNNAcc=0.906,RCNNL1Loss=1.184,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13399], Speed: 17.814 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.184,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13499], Speed: 17.788 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.183,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13599], Speed: 17.835 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.183,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13699], Speed: 17.744 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.182,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13799], Speed: 17.678 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.182,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13899], Speed: 17.676 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.181,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 13999], Speed: 17.687 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.906,RCNNL1Loss=1.181,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 14099], Speed: 17.873 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.181,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 14199], Speed: 17.960 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.180,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 14299], Speed: 17.817 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.180,MaskAcc=0.839,MaskFGAcc=0.538 [Epoch 2][Batch 14399], Speed: 17.680 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.179,MaskAcc=0.839,MaskFGAcc=0.537 [Epoch 2][Batch 14499], Speed: 17.516 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.179,MaskAcc=0.839,MaskFGAcc=0.537 [Epoch 2][Batch 14599], Speed: 17.692 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315,RPNAcc=0.978,RPNL1Loss=0.347,RCNNAcc=0.907,RCNNL1Loss=1.178,MaskAcc=0.839,MaskFGAcc=0.537 [Epoch 2] Training cost: 6622.698, RPN_Conf=0.047,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RCNN_Mask=0.315 [Epoch 2] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0002_0.0000.params [Epoch 3][Batch 99], Speed: 16.623 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.139,RCNN_Mask=0.311,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.178,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 199], Speed: 17.562 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.137,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.177,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 299], Speed: 17.639 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.177,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 399], Speed: 17.516 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.176,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 499], Speed: 17.808 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.309,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.176,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 599], Speed: 17.911 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.136,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.176,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 699], Speed: 17.788 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.136,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.175,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 799], Speed: 17.720 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.135,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.175,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 899], Speed: 17.667 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.174,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 999], Speed: 17.630 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.174,MaskAcc=0.840,MaskFGAcc=0.537 [Epoch 3][Batch 1099], Speed: 17.609 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.308,RPNAcc=0.978,RPNL1Loss=0.346,RCNNAcc=0.907,RCNNL1Loss=1.173,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1199], Speed: 17.432 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.173,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1299], Speed: 17.481 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.172,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1399], Speed: 17.501 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.172,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1499], Speed: 17.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.171,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1599], Speed: 17.530 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.171,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1699], Speed: 17.494 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.171,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1799], Speed: 17.599 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.170,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1899], Speed: 17.526 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.170,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 1999], Speed: 17.635 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.169,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 2099], Speed: 17.435 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.169,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 2199], Speed: 17.594 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.169,MaskAcc=0.840,MaskFGAcc=0.536 [Epoch 3][Batch 2299], Speed: 17.781 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.345,RCNNAcc=0.907,RCNNL1Loss=1.168,MaskAcc=0.841,MaskFGAcc=0.536 [Epoch 3][Batch 2399], Speed: 17.591 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.168,MaskAcc=0.841,MaskFGAcc=0.536 [Epoch 3][Batch 2499], Speed: 17.404 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.167,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 2599], Speed: 17.386 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.167,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 2699], Speed: 17.310 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.166,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 2799], Speed: 17.378 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.166,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 2899], Speed: 16.423 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.166,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 2999], Speed: 17.426 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.165,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3099], Speed: 17.461 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.978,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.165,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3199], Speed: 17.417 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.164,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3299], Speed: 17.177 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.164,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3399], Speed: 17.227 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.137,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.163,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3499], Speed: 17.404 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.163,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3599], Speed: 17.435 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.344,RCNNAcc=0.907,RCNNL1Loss=1.163,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3699], Speed: 17.306 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.162,MaskAcc=0.841,MaskFGAcc=0.535 [Epoch 3][Batch 3799], Speed: 17.486 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.162,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 3899], Speed: 17.425 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.161,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 3999], Speed: 17.268 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.161,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4099], Speed: 17.648 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.161,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4199], Speed: 17.511 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.160,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4299], Speed: 17.581 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.160,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4399], Speed: 17.827 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.159,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4499], Speed: 17.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.159,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4599], Speed: 17.725 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.159,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4699], Speed: 17.705 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.158,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4799], Speed: 17.732 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.343,RCNNAcc=0.907,RCNNL1Loss=1.158,MaskAcc=0.841,MaskFGAcc=0.534 [Epoch 3][Batch 4899], Speed: 17.300 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.907,RCNNL1Loss=1.158,MaskAcc=0.842,MaskFGAcc=0.534 [Epoch 3][Batch 4999], Speed: 17.440 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.157,MaskAcc=0.842,MaskFGAcc=0.534 [Epoch 3][Batch 5099], Speed: 17.757 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.157,MaskAcc=0.842,MaskFGAcc=0.534 [Epoch 3][Batch 5199], Speed: 17.842 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.157,MaskAcc=0.842,MaskFGAcc=0.534 [Epoch 3][Batch 5299], Speed: 17.628 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.156,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5399], Speed: 17.782 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.156,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5499], Speed: 17.613 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.155,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5599], Speed: 17.607 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.155,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5699], Speed: 17.594 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.155,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5799], Speed: 17.829 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.154,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5899], Speed: 17.634 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.154,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 5999], Speed: 17.658 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.153,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6099], Speed: 17.471 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.153,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6199], Speed: 17.696 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.342,RCNNAcc=0.908,RCNNL1Loss=1.153,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6299], Speed: 17.692 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.152,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6399], Speed: 17.647 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.152,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6499], Speed: 17.513 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.152,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6599], Speed: 17.619 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.151,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6699], Speed: 17.669 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.151,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6799], Speed: 17.613 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.151,MaskAcc=0.842,MaskFGAcc=0.533 [Epoch 3][Batch 6899], Speed: 17.499 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.150,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 6999], Speed: 17.595 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.150,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7099], Speed: 17.623 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.149,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7199], Speed: 17.510 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.149,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7299], Speed: 17.306 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.149,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7399], Speed: 17.551 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.148,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7499], Speed: 17.478 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.341,RCNNAcc=0.908,RCNNL1Loss=1.148,MaskAcc=0.842,MaskFGAcc=0.532 [Epoch 3][Batch 7599], Speed: 17.574 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.148,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 7699], Speed: 17.523 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.147,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 7799], Speed: 17.645 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.147,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 7899], Speed: 17.648 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.147,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 7999], Speed: 17.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.146,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8099], Speed: 17.628 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.146,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8199], Speed: 17.318 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.145,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8299], Speed: 17.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.145,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8399], Speed: 17.361 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.145,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8499], Speed: 17.284 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.144,MaskAcc=0.843,MaskFGAcc=0.532 [Epoch 3][Batch 8599], Speed: 17.361 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.144,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 8699], Speed: 17.360 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.144,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 8799], Speed: 17.689 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.143,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 8899], Speed: 17.480 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.340,RCNNAcc=0.908,RCNNL1Loss=1.143,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 8999], Speed: 17.252 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.143,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9099], Speed: 17.331 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.143,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9199], Speed: 17.328 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.142,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9299], Speed: 17.538 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.142,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9399], Speed: 17.457 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.142,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9499], Speed: 17.476 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.141,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9599], Speed: 17.463 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.141,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9699], Speed: 17.769 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.141,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9799], Speed: 17.510 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.140,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9899], Speed: 17.680 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.140,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 9999], Speed: 17.564 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.140,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 10099], Speed: 17.617 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.139,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 10199], Speed: 17.576 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.139,MaskAcc=0.843,MaskFGAcc=0.531 [Epoch 3][Batch 10299], Speed: 17.549 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.139,MaskAcc=0.843,MaskFGAcc=0.530 [Epoch 3][Batch 10399], Speed: 17.518 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.339,RCNNAcc=0.908,RCNNL1Loss=1.138,MaskAcc=0.843,MaskFGAcc=0.530 [Epoch 3][Batch 10499], Speed: 17.627 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.138,MaskAcc=0.843,MaskFGAcc=0.530 [Epoch 3][Batch 10599], Speed: 17.781 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.138,MaskAcc=0.843,MaskFGAcc=0.530 [Epoch 3][Batch 10699], Speed: 17.622 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.137,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 10799], Speed: 17.703 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.137,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 10899], Speed: 17.597 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.137,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 10999], Speed: 17.927 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.136,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11099], Speed: 17.864 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.136,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11199], Speed: 17.753 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.136,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11299], Speed: 17.586 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.136,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11399], Speed: 17.814 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.135,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11499], Speed: 17.842 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.135,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11599], Speed: 17.922 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.135,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11699], Speed: 17.770 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.134,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11799], Speed: 17.715 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.134,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11899], Speed: 17.615 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.134,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 11999], Speed: 17.422 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.133,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 12099], Speed: 17.336 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.338,RCNNAcc=0.908,RCNNL1Loss=1.133,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 12199], Speed: 17.305 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.908,RCNNL1Loss=1.133,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 12299], Speed: 17.382 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.908,RCNNL1Loss=1.132,MaskAcc=0.844,MaskFGAcc=0.530 [Epoch 3][Batch 12399], Speed: 17.394 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.132,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12499], Speed: 17.654 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.132,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12599], Speed: 17.332 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.131,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12699], Speed: 17.422 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.131,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12799], Speed: 17.586 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.131,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12899], Speed: 17.482 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.131,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 12999], Speed: 17.456 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.130,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13099], Speed: 17.392 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.136,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.130,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13199], Speed: 17.498 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.307,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.130,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13299], Speed: 17.393 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.129,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13399], Speed: 17.487 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.129,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13499], Speed: 17.597 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.129,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13599], Speed: 17.798 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.337,RCNNAcc=0.909,RCNNL1Loss=1.128,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13699], Speed: 17.531 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.128,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13799], Speed: 17.538 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.128,MaskAcc=0.844,MaskFGAcc=0.529 [Epoch 3][Batch 13899], Speed: 17.530 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.127,MaskAcc=0.845,MaskFGAcc=0.529 [Epoch 3][Batch 13999], Speed: 17.513 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.127,MaskAcc=0.845,MaskFGAcc=0.529 [Epoch 3][Batch 14099], Speed: 17.579 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.127,MaskAcc=0.845,MaskFGAcc=0.529 [Epoch 3][Batch 14199], Speed: 17.456 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.126,MaskAcc=0.845,MaskFGAcc=0.529 [Epoch 3][Batch 14299], Speed: 17.814 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.126,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 3][Batch 14399], Speed: 17.659 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.126,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 3][Batch 14499], Speed: 17.787 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.125,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 3][Batch 14599], Speed: 17.492 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.125,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 3] Training cost: 6684.995, RPN_Conf=0.045,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RCNN_Mask=0.306 [Epoch 3] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.248 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.441 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.141 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.272 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.427 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.567 ~~~~ Mean AP for bbox ~~~~ =24.8 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.408 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.304 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.235 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.525 ~~~~ Mean AP for segm ~~~~ =22.5 [Epoch 3] mAP 22.5 higher than current best [19.3] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 3] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0003_22.5000.params [Epoch 4][Batch 99], Speed: 17.017 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.134,RCNN_Mask=0.301,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.125,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 199], Speed: 17.812 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.131,RCNN_Mask=0.299,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.124,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 299], Speed: 17.951 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.124,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 399], Speed: 17.692 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.124,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 499], Speed: 17.721 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.130,RCNN_Mask=0.298,RPNAcc=0.979,RPNL1Loss=0.336,RCNNAcc=0.909,RCNNL1Loss=1.123,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 599], Speed: 17.891 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.123,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 699], Speed: 17.732 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.130,RCNN_Mask=0.298,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.123,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 799], Speed: 18.108 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.130,RCNN_Mask=0.299,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.122,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 899], Speed: 17.728 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.122,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 999], Speed: 17.820 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.122,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1099], Speed: 17.772 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.121,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1199], Speed: 17.575 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.121,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1299], Speed: 17.805 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.121,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1399], Speed: 17.698 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.979,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.120,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1499], Speed: 17.532 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.120,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1599], Speed: 17.745 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.120,MaskAcc=0.845,MaskFGAcc=0.528 [Epoch 4][Batch 1699], Speed: 17.708 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.120,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 1799], Speed: 17.761 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.119,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 1899], Speed: 17.869 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.119,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 1999], Speed: 17.867 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.335,RCNNAcc=0.909,RCNNL1Loss=1.119,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2099], Speed: 17.774 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.118,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2199], Speed: 17.931 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.118,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2299], Speed: 17.427 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.118,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2399], Speed: 17.423 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.118,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2499], Speed: 17.360 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.117,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2599], Speed: 17.475 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.117,MaskAcc=0.845,MaskFGAcc=0.527 [Epoch 4][Batch 2699], Speed: 17.552 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.117,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 2799], Speed: 17.547 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.116,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 2899], Speed: 17.826 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.116,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 2999], Speed: 17.660 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.116,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3099], Speed: 17.890 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.115,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3199], Speed: 17.694 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.115,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3299], Speed: 17.662 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.115,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3399], Speed: 17.582 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.115,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3499], Speed: 17.571 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.114,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3599], Speed: 17.513 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.114,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3699], Speed: 17.740 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.334,RCNNAcc=0.909,RCNNL1Loss=1.114,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3799], Speed: 17.591 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.113,MaskAcc=0.846,MaskFGAcc=0.527 [Epoch 4][Batch 3899], Speed: 17.803 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.113,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 3999], Speed: 17.564 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.113,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4099], Speed: 17.661 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.113,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4199], Speed: 17.796 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.112,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4299], Speed: 17.687 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.112,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4399], Speed: 17.777 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.112,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4499], Speed: 17.933 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.112,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4599], Speed: 17.521 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.111,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4699], Speed: 17.708 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.111,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4799], Speed: 17.467 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.111,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4899], Speed: 17.624 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.909,RCNNL1Loss=1.110,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 4999], Speed: 17.583 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.110,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5099], Speed: 17.430 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.110,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5199], Speed: 17.346 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.110,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5299], Speed: 17.323 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.109,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5399], Speed: 17.514 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.109,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5499], Speed: 17.579 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.333,RCNNAcc=0.910,RCNNL1Loss=1.109,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5599], Speed: 17.838 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.109,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5699], Speed: 17.748 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.108,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5799], Speed: 17.692 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.108,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5899], Speed: 17.563 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.108,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 5999], Speed: 17.824 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.107,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 6099], Speed: 17.611 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.107,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 6199], Speed: 17.717 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.107,MaskAcc=0.846,MaskFGAcc=0.526 [Epoch 4][Batch 6299], Speed: 17.767 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.107,MaskAcc=0.846,MaskFGAcc=0.525 [Epoch 4][Batch 6399], Speed: 17.684 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.106,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6499], Speed: 17.438 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.106,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6599], Speed: 17.580 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.106,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6699], Speed: 17.558 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.106,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6799], Speed: 17.608 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.105,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6899], Speed: 17.833 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.105,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 6999], Speed: 17.427 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.105,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7099], Speed: 17.455 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.105,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7199], Speed: 17.357 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.104,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7299], Speed: 17.530 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.332,RCNNAcc=0.910,RCNNL1Loss=1.104,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7399], Speed: 17.388 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.104,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7499], Speed: 17.446 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.104,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7599], Speed: 17.579 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.103,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7699], Speed: 17.526 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.103,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7799], Speed: 17.481 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.103,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7899], Speed: 17.424 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.103,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 7999], Speed: 17.569 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.102,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 8099], Speed: 17.682 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.102,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 8199], Speed: 17.668 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.102,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 8299], Speed: 17.701 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.102,MaskAcc=0.847,MaskFGAcc=0.525 [Epoch 4][Batch 8399], Speed: 17.511 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.101,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8499], Speed: 17.559 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.101,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8599], Speed: 17.689 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.101,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8699], Speed: 17.582 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.101,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8799], Speed: 17.542 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.101,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8899], Speed: 17.470 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.100,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 8999], Speed: 17.530 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.100,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9099], Speed: 17.498 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.100,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9199], Speed: 17.481 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.100,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9299], Speed: 17.373 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.331,RCNNAcc=0.910,RCNNL1Loss=1.099,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9399], Speed: 17.502 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.099,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9499], Speed: 17.737 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.099,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9599], Speed: 17.555 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.099,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9699], Speed: 17.617 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.098,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9799], Speed: 17.532 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.098,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9899], Speed: 17.620 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.098,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 9999], Speed: 17.746 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.098,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10099], Speed: 17.603 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.097,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10199], Speed: 17.541 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.097,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10299], Speed: 17.643 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.097,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10399], Speed: 17.496 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.097,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10499], Speed: 17.585 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.096,MaskAcc=0.847,MaskFGAcc=0.524 [Epoch 4][Batch 10599], Speed: 17.516 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.096,MaskAcc=0.848,MaskFGAcc=0.524 [Epoch 4][Batch 10699], Speed: 17.489 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.096,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 10799], Speed: 17.525 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.096,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 10899], Speed: 17.798 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.095,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 10999], Speed: 17.749 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.095,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11099], Speed: 17.681 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.095,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11199], Speed: 17.687 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.095,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11299], Speed: 17.649 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.330,RCNNAcc=0.910,RCNNL1Loss=1.094,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11399], Speed: 17.610 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.094,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11499], Speed: 17.520 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.094,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11599], Speed: 17.694 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.094,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11699], Speed: 17.582 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.094,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11799], Speed: 17.816 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.093,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11899], Speed: 17.752 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.093,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 11999], Speed: 17.525 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.093,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12099], Speed: 17.622 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.093,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12199], Speed: 17.516 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.092,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12299], Speed: 17.670 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.092,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12399], Speed: 17.675 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.092,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12499], Speed: 17.853 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.092,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12599], Speed: 17.549 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.092,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12699], Speed: 17.881 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.091,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12799], Speed: 17.521 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.091,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12899], Speed: 17.571 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.091,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 12999], Speed: 17.606 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.091,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13099], Speed: 17.494 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.090,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13199], Speed: 17.361 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.090,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13299], Speed: 17.661 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.329,RCNNAcc=0.910,RCNNL1Loss=1.090,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13399], Speed: 17.692 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.090,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13499], Speed: 17.464 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.090,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13599], Speed: 17.360 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.089,MaskAcc=0.848,MaskFGAcc=0.523 [Epoch 4][Batch 13699], Speed: 17.517 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.089,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 13799], Speed: 17.320 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.089,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 13899], Speed: 17.372 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.301,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.089,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 13999], Speed: 17.512 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.910,RCNNL1Loss=1.088,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14099], Speed: 17.641 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.088,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14199], Speed: 17.486 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.088,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14299], Speed: 17.552 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.088,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14399], Speed: 17.503 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.087,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14499], Speed: 17.416 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.087,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4][Batch 14599], Speed: 17.768 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.087,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 4] Training cost: 6657.682, RPN_Conf=0.042,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.131,RCNN_Mask=0.300 [Epoch 4] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0004_0.0000.params [Epoch 5][Batch 99], Speed: 16.633 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.087,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 5][Batch 199], Speed: 17.347 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.086,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 5][Batch 299], Speed: 17.571 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.131,RCNN_Mask=0.299,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.086,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 5][Batch 399], Speed: 17.503 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.131,RCNN_Mask=0.298,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.086,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 5][Batch 499], Speed: 17.351 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.132,RCNN_Mask=0.299,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.086,MaskAcc=0.848,MaskFGAcc=0.522 [Epoch 5][Batch 599], Speed: 17.516 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.132,RCNN_Mask=0.298,RPNAcc=0.980,RPNL1Loss=0.328,RCNNAcc=0.911,RCNNL1Loss=1.085,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 699], Speed: 17.452 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.132,RCNN_Mask=0.299,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.085,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 799], Speed: 17.481 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.298,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.085,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 899], Speed: 17.660 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.132,RCNN_Mask=0.298,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.085,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 999], Speed: 17.789 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.131,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.085,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1099], Speed: 17.923 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.084,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1199], Speed: 17.662 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.084,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1299], Speed: 17.540 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.084,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1399], Speed: 17.491 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.084,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1499], Speed: 17.650 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.083,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1599], Speed: 17.431 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.083,MaskAcc=0.849,MaskFGAcc=0.522 [Epoch 5][Batch 1699], Speed: 17.632 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.083,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 1799], Speed: 17.414 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.083,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 1899], Speed: 17.385 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.130,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.082,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 1999], Speed: 17.480 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.082,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2099], Speed: 17.696 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.082,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2199], Speed: 17.419 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.082,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2299], Speed: 17.547 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.081,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2399], Speed: 17.502 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.081,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2499], Speed: 17.560 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.081,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2599], Speed: 17.620 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.327,RCNNAcc=0.911,RCNNL1Loss=1.081,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2699], Speed: 17.597 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.081,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2799], Speed: 17.682 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.080,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2899], Speed: 17.729 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.080,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 2999], Speed: 17.732 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.080,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3099], Speed: 17.758 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.080,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3199], Speed: 17.589 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.079,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3299], Speed: 17.440 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.079,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3399], Speed: 17.603 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.079,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3499], Speed: 17.841 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.079,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3599], Speed: 17.508 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.079,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3699], Speed: 17.856 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.078,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3799], Speed: 17.728 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.078,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3899], Speed: 17.727 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.078,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 3999], Speed: 17.439 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.078,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 4099], Speed: 17.745 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.078,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 4199], Speed: 17.710 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.077,MaskAcc=0.849,MaskFGAcc=0.521 [Epoch 5][Batch 4299], Speed: 17.518 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.980,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.077,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4399], Speed: 17.707 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.077,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4499], Speed: 17.739 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.077,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4599], Speed: 17.519 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.077,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4699], Speed: 17.566 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.076,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4799], Speed: 17.739 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.076,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4899], Speed: 17.671 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.326,RCNNAcc=0.911,RCNNL1Loss=1.076,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 4999], Speed: 17.563 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.076,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 5099], Speed: 17.659 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.076,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 5199], Speed: 17.692 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.075,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 5299], Speed: 17.737 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.075,MaskAcc=0.849,MaskFGAcc=0.520 [Epoch 5][Batch 5399], Speed: 17.578 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.075,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5499], Speed: 17.602 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.075,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5599], Speed: 17.443 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.075,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5699], Speed: 17.524 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.074,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5799], Speed: 17.751 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.074,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5899], Speed: 17.557 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.074,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 5999], Speed: 17.553 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.074,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6099], Speed: 17.550 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.297,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.074,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6199], Speed: 17.526 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.073,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6299], Speed: 17.662 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.073,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6399], Speed: 17.505 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.073,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6499], Speed: 17.857 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.073,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6599], Speed: 17.641 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.072,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6699], Speed: 17.537 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.072,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6799], Speed: 17.695 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.072,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6899], Speed: 17.643 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.072,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 6999], Speed: 17.701 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.072,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7099], Speed: 17.611 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.071,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7199], Speed: 17.558 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.071,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7299], Speed: 17.578 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.325,RCNNAcc=0.911,RCNNL1Loss=1.071,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7399], Speed: 17.684 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.071,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7499], Speed: 17.732 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.071,MaskAcc=0.850,MaskFGAcc=0.520 [Epoch 5][Batch 7599], Speed: 17.775 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.070,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 7699], Speed: 17.654 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.070,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 7799], Speed: 17.708 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.070,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 7899], Speed: 17.743 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.070,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 7999], Speed: 17.762 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.070,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8099], Speed: 17.491 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8199], Speed: 17.689 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8299], Speed: 17.547 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8399], Speed: 17.740 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8499], Speed: 17.738 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8599], Speed: 17.711 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.069,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8699], Speed: 17.584 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.068,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8799], Speed: 17.463 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.068,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8899], Speed: 17.695 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.068,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 8999], Speed: 17.705 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.068,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9099], Speed: 17.530 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.068,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9199], Speed: 17.428 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.067,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9299], Speed: 17.430 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.067,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9399], Speed: 17.422 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.067,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9499], Speed: 17.240 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.911,RCNNL1Loss=1.067,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9599], Speed: 17.552 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.324,RCNNAcc=0.912,RCNNL1Loss=1.067,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9699], Speed: 17.631 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9799], Speed: 17.510 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9899], Speed: 17.654 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 9999], Speed: 17.591 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10099], Speed: 17.714 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10199], Speed: 17.517 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.129,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.066,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10299], Speed: 17.527 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.065,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10399], Speed: 17.676 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.065,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10499], Speed: 17.290 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.065,MaskAcc=0.850,MaskFGAcc=0.519 [Epoch 5][Batch 10599], Speed: 17.699 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.065,MaskAcc=0.851,MaskFGAcc=0.519 [Epoch 5][Batch 10699], Speed: 17.579 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.065,MaskAcc=0.851,MaskFGAcc=0.519 [Epoch 5][Batch 10799], Speed: 17.696 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.519 [Epoch 5][Batch 10899], Speed: 17.717 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.519 [Epoch 5][Batch 10999], Speed: 17.643 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11099], Speed: 17.705 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11199], Speed: 17.813 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11299], Speed: 17.473 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.064,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11399], Speed: 17.557 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.063,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11499], Speed: 17.615 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.063,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11599], Speed: 17.759 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.063,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11699], Speed: 17.912 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.063,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11799], Speed: 17.786 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.063,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11899], Speed: 17.678 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 11999], Speed: 17.463 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12099], Speed: 17.374 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.323,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12199], Speed: 17.628 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12299], Speed: 17.548 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12399], Speed: 17.646 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.062,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12499], Speed: 17.597 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12599], Speed: 17.763 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12699], Speed: 17.711 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12799], Speed: 17.921 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12899], Speed: 18.057 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 12999], Speed: 17.531 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.061,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13099], Speed: 17.528 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13199], Speed: 17.715 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13299], Speed: 17.582 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13399], Speed: 17.548 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13499], Speed: 17.648 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13599], Speed: 17.551 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.060,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13699], Speed: 17.631 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13799], Speed: 17.729 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13899], Speed: 17.912 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 13999], Speed: 17.805 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14099], Speed: 17.574 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14199], Speed: 17.507 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.059,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14299], Speed: 17.561 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.058,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14399], Speed: 17.552 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.058,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14499], Speed: 17.671 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.058,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5][Batch 14599], Speed: 17.695 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.058,MaskAcc=0.851,MaskFGAcc=0.518 [Epoch 5] Training cost: 6658.593, RPN_Conf=0.041,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.128,RCNN_Mask=0.296 [Epoch 5] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.468 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.161 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.299 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.348 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.491 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.526 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 ~~~~ Mean AP for bbox ~~~~ =27.0 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.242 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.244 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.131 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.269 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.332 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.401 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.285 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.472 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.571 ~~~~ Mean AP for segm ~~~~ =24.2 [Epoch 5] mAP 24.2 higher than current best [22.5] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 5] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0005_24.2000.params [Epoch 6][Batch 99], Speed: 17.104 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.114,RCNN_Mask=0.290,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.058,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 199], Speed: 17.700 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.116,RCNN_Mask=0.286,RPNAcc=0.981,RPNL1Loss=0.322,RCNNAcc=0.912,RCNNL1Loss=1.057,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 299], Speed: 17.658 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.118,RCNN_Mask=0.289,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.057,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 399], Speed: 17.566 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.121,RCNN_Mask=0.290,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.057,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 499], Speed: 17.482 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.057,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 599], Speed: 17.327 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.057,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 699], Speed: 17.786 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.056,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 799], Speed: 17.626 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.123,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.056,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 899], Speed: 17.614 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.056,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 999], Speed: 17.922 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.056,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1099], Speed: 17.616 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.056,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1199], Speed: 17.558 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1299], Speed: 17.722 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1399], Speed: 17.904 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1499], Speed: 17.515 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1599], Speed: 17.677 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1699], Speed: 17.577 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.055,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1799], Speed: 17.681 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.054,MaskAcc=0.851,MaskFGAcc=0.517 [Epoch 6][Batch 1899], Speed: 17.442 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.054,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 1999], Speed: 17.665 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.054,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2099], Speed: 17.604 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.054,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2199], Speed: 18.002 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.054,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2299], Speed: 17.640 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2399], Speed: 17.555 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2499], Speed: 17.893 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2599], Speed: 17.831 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.321,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2699], Speed: 17.722 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2799], Speed: 17.646 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.053,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2899], Speed: 17.592 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 2999], Speed: 17.682 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.291,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 3099], Speed: 17.526 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 3199], Speed: 17.759 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 3299], Speed: 17.470 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.517 [Epoch 6][Batch 3399], Speed: 17.704 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.052,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3499], Speed: 17.489 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3599], Speed: 17.725 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3699], Speed: 17.581 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3799], Speed: 17.507 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3899], Speed: 17.598 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 3999], Speed: 17.637 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.051,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4099], Speed: 17.429 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4199], Speed: 17.714 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4299], Speed: 17.456 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4399], Speed: 17.882 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4499], Speed: 17.973 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4599], Speed: 17.716 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.050,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4699], Speed: 17.551 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4799], Speed: 17.692 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4899], Speed: 17.531 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 4999], Speed: 17.740 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5099], Speed: 17.632 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5199], Speed: 17.879 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.049,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5299], Speed: 17.799 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5399], Speed: 17.724 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5499], Speed: 17.723 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.320,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5599], Speed: 17.847 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5699], Speed: 17.642 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5799], Speed: 17.611 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.048,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5899], Speed: 17.489 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 5999], Speed: 17.679 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6099], Speed: 17.648 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6199], Speed: 17.575 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.912,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6299], Speed: 17.363 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6399], Speed: 17.431 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.047,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6499], Speed: 17.653 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6599], Speed: 17.823 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6699], Speed: 17.905 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6799], Speed: 17.657 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6899], Speed: 17.431 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 6999], Speed: 17.428 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.046,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 7099], Speed: 17.727 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 7199], Speed: 17.414 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 7299], Speed: 17.545 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.516 [Epoch 6][Batch 7399], Speed: 17.632 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7499], Speed: 17.516 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7599], Speed: 17.452 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7699], Speed: 17.456 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.045,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7799], Speed: 17.578 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7899], Speed: 17.468 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 7999], Speed: 17.570 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.852,MaskFGAcc=0.515 [Epoch 6][Batch 8099], Speed: 17.495 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8199], Speed: 17.633 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8299], Speed: 17.651 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.125,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8399], Speed: 17.516 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.044,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8499], Speed: 17.539 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.319,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8599], Speed: 17.797 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8699], Speed: 17.507 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8799], Speed: 17.346 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8899], Speed: 17.514 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 8999], Speed: 17.620 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.043,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9099], Speed: 17.503 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9199], Speed: 17.531 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9299], Speed: 17.628 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9399], Speed: 17.481 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9499], Speed: 17.370 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9599], Speed: 17.298 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9699], Speed: 17.088 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9799], Speed: 17.238 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.042,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9899], Speed: 17.328 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 9999], Speed: 17.423 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10099], Speed: 17.537 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10199], Speed: 17.563 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10299], Speed: 17.647 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10399], Speed: 17.374 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10499], Speed: 17.517 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.041,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10599], Speed: 17.692 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10699], Speed: 17.592 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10799], Speed: 17.927 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10899], Speed: 17.573 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 10999], Speed: 17.716 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11099], Speed: 17.654 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.040,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11199], Speed: 17.634 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11299], Speed: 17.775 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11399], Speed: 17.786 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11499], Speed: 17.698 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11599], Speed: 17.783 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11699], Speed: 17.792 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.318,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.515 [Epoch 6][Batch 11799], Speed: 17.897 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 11899], Speed: 17.719 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.039,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 11999], Speed: 17.590 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12099], Speed: 17.680 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12199], Speed: 17.835 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12299], Speed: 17.662 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12399], Speed: 17.656 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12499], Speed: 17.542 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12599], Speed: 17.612 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.038,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12699], Speed: 17.603 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12799], Speed: 17.571 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12899], Speed: 17.670 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 12999], Speed: 17.582 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13099], Speed: 17.559 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13199], Speed: 17.432 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.037,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13299], Speed: 17.644 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13399], Speed: 17.448 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13499], Speed: 17.701 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13599], Speed: 17.513 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13699], Speed: 17.539 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13799], Speed: 17.591 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13899], Speed: 17.686 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 13999], Speed: 17.623 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.036,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14099], Speed: 17.715 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14199], Speed: 17.414 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14299], Speed: 17.435 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14399], Speed: 17.575 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14499], Speed: 17.385 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6][Batch 14599], Speed: 17.331 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.035,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 6] Training cost: 6661.489, RPN_Conf=0.040,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.126,RCNN_Mask=0.293 [Epoch 6] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0006_0.0000.params [Epoch 7][Batch 99], Speed: 16.615 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.122,RCNN_Mask=0.295,RPNAcc=0.981,RPNL1Loss=0.317,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 199], Speed: 17.620 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.292,RPNAcc=0.981,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 299], Speed: 17.346 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 399], Speed: 17.401 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 499], Speed: 17.575 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.122,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 599], Speed: 17.311 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 699], Speed: 17.266 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.034,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 799], Speed: 17.355 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.853,MaskFGAcc=0.514 [Epoch 7][Batch 899], Speed: 17.462 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.514 [Epoch 7][Batch 999], Speed: 17.440 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.514 [Epoch 7][Batch 1099], Speed: 17.427 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.514 [Epoch 7][Batch 1199], Speed: 17.654 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1299], Speed: 17.316 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1399], Speed: 17.557 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.033,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1499], Speed: 17.493 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1599], Speed: 17.374 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1699], Speed: 17.297 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1799], Speed: 17.348 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1899], Speed: 17.488 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 1999], Speed: 17.335 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2099], Speed: 17.163 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.123,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.032,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2199], Speed: 17.118 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2299], Speed: 17.410 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2399], Speed: 17.574 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2499], Speed: 17.532 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2599], Speed: 17.221 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2699], Speed: 17.277 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2799], Speed: 17.120 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.031,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2899], Speed: 17.393 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 2999], Speed: 17.462 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3099], Speed: 17.438 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3199], Speed: 17.586 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3299], Speed: 17.600 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3399], Speed: 17.562 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.316,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3499], Speed: 17.487 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3599], Speed: 17.523 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.030,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3699], Speed: 17.441 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3799], Speed: 17.319 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3899], Speed: 17.242 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 3999], Speed: 17.306 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4099], Speed: 17.120 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4199], Speed: 17.194 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.029,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4299], Speed: 17.216 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4399], Speed: 17.398 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4499], Speed: 17.129 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4599], Speed: 17.283 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4699], Speed: 17.341 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4799], Speed: 17.279 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4899], Speed: 17.430 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 4999], Speed: 17.760 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.028,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5099], Speed: 17.669 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5199], Speed: 17.713 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5299], Speed: 17.501 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5399], Speed: 17.546 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5499], Speed: 17.471 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5599], Speed: 17.532 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.513 [Epoch 7][Batch 5699], Speed: 17.330 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.027,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 5799], Speed: 17.626 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 5899], Speed: 17.340 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 5999], Speed: 17.467 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6099], Speed: 17.645 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.913,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6199], Speed: 17.387 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6299], Speed: 17.566 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6399], Speed: 17.495 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.026,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6499], Speed: 17.789 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6599], Speed: 17.610 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6699], Speed: 17.639 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.315,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6799], Speed: 17.629 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6899], Speed: 17.693 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 6999], Speed: 17.749 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7099], Speed: 17.634 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7199], Speed: 17.556 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.025,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7299], Speed: 17.757 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7399], Speed: 17.482 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7499], Speed: 17.598 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.289,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7599], Speed: 17.875 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7699], Speed: 17.598 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7799], Speed: 17.495 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7899], Speed: 17.542 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 7999], Speed: 17.361 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.024,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8099], Speed: 17.539 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8199], Speed: 17.815 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8299], Speed: 17.683 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8399], Speed: 17.279 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8499], Speed: 17.352 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.854,MaskFGAcc=0.512 [Epoch 7][Batch 8599], Speed: 17.595 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 8699], Speed: 17.670 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.023,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 8799], Speed: 17.657 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 8899], Speed: 17.605 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 8999], Speed: 17.712 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9099], Speed: 17.697 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9199], Speed: 17.539 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9299], Speed: 17.685 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9399], Speed: 17.625 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9499], Speed: 17.659 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.022,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9599], Speed: 17.614 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9699], Speed: 17.662 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9799], Speed: 17.578 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9899], Speed: 17.538 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 9999], Speed: 17.772 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10099], Speed: 17.602 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10199], Speed: 17.721 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.314,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10299], Speed: 17.622 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10399], Speed: 17.327 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.021,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10499], Speed: 17.543 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10599], Speed: 17.596 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.512 [Epoch 7][Batch 10699], Speed: 17.686 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 10799], Speed: 17.673 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 10899], Speed: 17.465 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 10999], Speed: 17.569 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11099], Speed: 17.680 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11199], Speed: 17.644 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.020,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11299], Speed: 17.576 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11399], Speed: 17.611 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11499], Speed: 17.482 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11599], Speed: 17.453 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11699], Speed: 17.652 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11799], Speed: 17.401 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11899], Speed: 17.306 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 11999], Speed: 17.471 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12099], Speed: 17.507 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.019,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12199], Speed: 17.682 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12299], Speed: 17.416 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12399], Speed: 17.359 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12499], Speed: 17.493 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12599], Speed: 17.418 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12699], Speed: 17.493 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12799], Speed: 17.584 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12899], Speed: 17.692 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.018,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 12999], Speed: 17.788 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13099], Speed: 17.421 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13199], Speed: 17.672 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13299], Speed: 17.520 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13399], Speed: 17.426 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13499], Speed: 17.433 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13599], Speed: 17.406 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13699], Speed: 17.342 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13799], Speed: 17.415 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.017,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13899], Speed: 17.300 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 13999], Speed: 17.540 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14099], Speed: 17.496 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14199], Speed: 17.284 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.313,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14299], Speed: 17.268 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14399], Speed: 17.419 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14499], Speed: 17.376 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7][Batch 14599], Speed: 17.389 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 7] Training cost: 6705.883, RPN_Conf=0.039,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.124,RCNN_Mask=0.290 [Epoch 7] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.278 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.290 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.174 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.346 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.269 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.610 ~~~~ Mean AP for bbox ~~~~ =27.8 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.250 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.441 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.143 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.330 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.406 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.292 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.563 ~~~~ Mean AP for segm ~~~~ =25.0 [Epoch 7] mAP 25.0 higher than current best [24.2] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 7] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0007_25.0000.params [Epoch 8][Batch 99], Speed: 17.014 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.016,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 199], Speed: 17.627 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 299], Speed: 17.922 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.116,RCNN_Mask=0.280,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 399], Speed: 17.646 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.282,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 499], Speed: 17.757 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 599], Speed: 17.602 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 699], Speed: 17.649 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 799], Speed: 17.524 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 899], Speed: 17.416 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.015,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 999], Speed: 17.415 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1099], Speed: 16.788 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1199], Speed: 17.304 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1299], Speed: 17.517 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1399], Speed: 17.458 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1499], Speed: 17.382 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.511 [Epoch 8][Batch 1599], Speed: 17.290 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.014,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 1699], Speed: 17.305 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 1799], Speed: 17.228 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 1899], Speed: 17.376 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 1999], Speed: 17.572 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2099], Speed: 17.764 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2199], Speed: 17.550 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2299], Speed: 17.508 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2399], Speed: 17.691 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.013,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2499], Speed: 17.860 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.855,MaskFGAcc=0.510 [Epoch 8][Batch 2599], Speed: 17.731 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 2699], Speed: 17.758 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 2799], Speed: 17.404 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 2899], Speed: 17.741 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 2999], Speed: 17.542 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3099], Speed: 17.458 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3199], Speed: 17.699 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.312,RCNNAcc=0.914,RCNNL1Loss=1.012,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3299], Speed: 17.640 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3399], Speed: 17.549 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3499], Speed: 17.621 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3599], Speed: 17.720 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3699], Speed: 17.598 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3799], Speed: 17.406 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3899], Speed: 17.589 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 3999], Speed: 17.696 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4099], Speed: 17.726 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.011,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4199], Speed: 17.784 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4299], Speed: 17.945 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4399], Speed: 17.665 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4499], Speed: 17.689 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4599], Speed: 17.567 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4699], Speed: 17.382 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4799], Speed: 17.494 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4899], Speed: 17.429 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 4999], Speed: 17.435 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.010,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5099], Speed: 17.588 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5199], Speed: 17.531 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5299], Speed: 17.569 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5399], Speed: 17.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5499], Speed: 17.443 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5599], Speed: 17.438 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5699], Speed: 17.530 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5799], Speed: 17.599 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5899], Speed: 17.515 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.009,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 5999], Speed: 17.423 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6099], Speed: 17.436 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6199], Speed: 17.515 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6299], Speed: 17.656 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6399], Speed: 17.496 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6499], Speed: 17.643 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6599], Speed: 17.697 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6699], Speed: 17.887 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6799], Speed: 17.702 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.008,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6899], Speed: 17.671 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 6999], Speed: 17.452 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7099], Speed: 17.457 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7199], Speed: 17.568 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.311,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7299], Speed: 17.538 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7399], Speed: 17.643 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.287,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7499], Speed: 17.504 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.914,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.510 [Epoch 8][Batch 7599], Speed: 17.616 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 7699], Speed: 17.563 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 7799], Speed: 17.566 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.007,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 7899], Speed: 17.643 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 7999], Speed: 17.499 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8099], Speed: 17.533 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8199], Speed: 17.530 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8299], Speed: 17.716 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8399], Speed: 17.393 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8499], Speed: 17.469 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8599], Speed: 17.548 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8699], Speed: 17.456 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.006,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8799], Speed: 17.517 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8899], Speed: 17.742 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 8999], Speed: 17.495 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9099], Speed: 17.548 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9199], Speed: 17.448 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9299], Speed: 17.456 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9399], Speed: 17.516 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9499], Speed: 17.527 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9599], Speed: 17.444 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.005,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9699], Speed: 17.268 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9799], Speed: 17.433 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9899], Speed: 17.604 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 9999], Speed: 17.796 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10099], Speed: 17.435 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10199], Speed: 17.791 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10299], Speed: 17.679 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10399], Speed: 17.380 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10499], Speed: 17.406 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10599], Speed: 17.234 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.004,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10699], Speed: 17.332 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10799], Speed: 17.423 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10899], Speed: 17.514 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 10999], Speed: 17.287 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11099], Speed: 17.316 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11199], Speed: 17.433 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11299], Speed: 17.554 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11399], Speed: 17.116 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11499], Speed: 17.322 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.310,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11599], Speed: 17.433 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.003,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11699], Speed: 17.535 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11799], Speed: 17.525 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11899], Speed: 17.429 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 11999], Speed: 17.654 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 12099], Speed: 17.668 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 12199], Speed: 17.610 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 12299], Speed: 17.512 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 12399], Speed: 17.564 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.856,MaskFGAcc=0.509 [Epoch 8][Batch 12499], Speed: 17.394 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.002,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 12599], Speed: 17.543 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 12699], Speed: 17.620 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 12799], Speed: 17.810 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 12899], Speed: 17.588 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 12999], Speed: 17.402 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 13099], Speed: 17.407 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 13199], Speed: 17.647 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 13299], Speed: 17.397 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 13399], Speed: 17.419 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.509 [Epoch 8][Batch 13499], Speed: 17.396 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.001,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 13599], Speed: 17.415 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 13699], Speed: 17.486 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.122,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 13799], Speed: 17.263 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 13899], Speed: 17.474 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 13999], Speed: 17.738 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14099], Speed: 17.559 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14199], Speed: 17.514 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14299], Speed: 17.567 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14399], Speed: 17.373 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14499], Speed: 17.335 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=1.000,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8][Batch 14599], Speed: 17.479 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 8] Training cost: 6691.149, RPN_Conf=0.038,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.123,RCNN_Mask=0.288 [Epoch 8] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0008_0.0000.params [Epoch 9][Batch 99], Speed: 16.359 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RCNN_Mask=0.282,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 199], Speed: 17.450 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.122,RCNN_Mask=0.282,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 299], Speed: 17.470 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.282,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 399], Speed: 17.536 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 499], Speed: 17.401 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 599], Speed: 17.405 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 699], Speed: 17.216 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 799], Speed: 17.295 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.999,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 899], Speed: 17.461 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 999], Speed: 17.399 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.283,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1099], Speed: 17.476 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1199], Speed: 17.498 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.309,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1299], Speed: 17.661 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1399], Speed: 17.379 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1499], Speed: 17.355 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1599], Speed: 17.443 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1699], Speed: 17.344 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.998,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1799], Speed: 17.505 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1899], Speed: 17.457 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RCNN_Mask=0.284,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 1999], Speed: 17.468 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2099], Speed: 17.439 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2199], Speed: 17.611 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2299], Speed: 17.582 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2399], Speed: 17.533 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2499], Speed: 17.653 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2599], Speed: 17.351 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2699], Speed: 17.493 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.997,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2799], Speed: 17.651 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2899], Speed: 17.696 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 2999], Speed: 17.461 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3099], Speed: 17.497 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3199], Speed: 17.536 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3299], Speed: 17.744 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3399], Speed: 17.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3499], Speed: 17.593 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3599], Speed: 17.569 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3699], Speed: 17.749 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.996,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3799], Speed: 17.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3899], Speed: 17.516 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 3999], Speed: 17.681 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4099], Speed: 17.533 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4199], Speed: 17.550 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4299], Speed: 17.433 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.122,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4399], Speed: 17.592 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4499], Speed: 17.641 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4599], Speed: 17.761 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4699], Speed: 17.711 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.995,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4799], Speed: 17.485 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4899], Speed: 17.474 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 4999], Speed: 17.802 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 5099], Speed: 17.660 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 5199], Speed: 17.281 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 5299], Speed: 17.233 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 5399], Speed: 17.531 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.508 [Epoch 9][Batch 5499], Speed: 17.548 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.308,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 5599], Speed: 17.420 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 5699], Speed: 17.187 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.994,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 5799], Speed: 17.312 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.982,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 5899], Speed: 17.636 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 5999], Speed: 17.360 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6099], Speed: 17.305 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6199], Speed: 17.547 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6299], Speed: 17.602 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6399], Speed: 17.549 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6499], Speed: 17.485 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6599], Speed: 17.419 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6699], Speed: 17.305 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6799], Speed: 17.403 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.993,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6899], Speed: 17.722 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 6999], Speed: 17.628 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7099], Speed: 17.324 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7199], Speed: 17.526 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7299], Speed: 17.549 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7399], Speed: 17.201 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7499], Speed: 17.428 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7599], Speed: 17.335 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7699], Speed: 17.371 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7799], Speed: 17.344 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.992,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7899], Speed: 17.660 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 7999], Speed: 17.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 8099], Speed: 17.465 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 8199], Speed: 17.608 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 8299], Speed: 17.451 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.857,MaskFGAcc=0.507 [Epoch 9][Batch 8399], Speed: 17.642 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8499], Speed: 17.692 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8599], Speed: 17.655 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8699], Speed: 17.796 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8799], Speed: 17.573 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8899], Speed: 17.636 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 8999], Speed: 17.723 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.991,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9099], Speed: 17.711 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9199], Speed: 17.647 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9299], Speed: 17.545 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9399], Speed: 17.723 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9499], Speed: 17.930 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9599], Speed: 17.581 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9699], Speed: 17.640 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9799], Speed: 17.541 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9899], Speed: 17.605 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 9999], Speed: 17.538 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10099], Speed: 17.513 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.990,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10199], Speed: 17.626 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10299], Speed: 17.620 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.307,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10399], Speed: 17.624 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10499], Speed: 17.575 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10599], Speed: 17.612 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10699], Speed: 17.554 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10799], Speed: 17.694 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10899], Speed: 17.606 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 10999], Speed: 17.639 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11099], Speed: 17.595 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11199], Speed: 17.619 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11299], Speed: 17.598 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.989,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11399], Speed: 17.662 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11499], Speed: 17.554 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11599], Speed: 17.676 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11699], Speed: 17.555 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11799], Speed: 17.494 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11899], Speed: 17.749 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 11999], Speed: 17.461 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12099], Speed: 17.279 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.915,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12199], Speed: 17.455 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12299], Speed: 17.246 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12399], Speed: 17.231 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12499], Speed: 17.300 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.988,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12599], Speed: 17.511 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12699], Speed: 17.489 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.507 [Epoch 9][Batch 12799], Speed: 17.547 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 12899], Speed: 17.676 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 12999], Speed: 17.800 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13099], Speed: 17.714 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13199], Speed: 17.809 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13299], Speed: 17.530 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.121,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13399], Speed: 17.541 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13499], Speed: 17.422 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13599], Speed: 17.722 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13699], Speed: 17.784 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.987,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13799], Speed: 17.599 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13899], Speed: 17.760 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 13999], Speed: 17.700 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14099], Speed: 17.422 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14199], Speed: 17.453 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14299], Speed: 17.457 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14399], Speed: 17.443 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14499], Speed: 17.572 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9][Batch 14599], Speed: 17.446 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 9] Training cost: 6690.134, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.122,RCNN_Mask=0.286 [Epoch 9] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.285 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.484 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.166 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.457 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.619 ~~~~ Mean AP for bbox ~~~~ =28.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.135 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.348 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.407 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.438 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.268 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.474 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.572 ~~~~ Mean AP for segm ~~~~ =25.5 [Epoch 9] mAP 25.5 higher than current best [25.0] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 9] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0009_25.5000.params [Epoch 10][Batch 99], Speed: 17.241 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 199], Speed: 17.819 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.123,RCNN_Mask=0.287,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.986,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 299], Speed: 17.842 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 399], Speed: 17.920 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 499], Speed: 17.891 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 599], Speed: 17.636 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 699], Speed: 17.582 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.306,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 799], Speed: 17.531 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 899], Speed: 17.511 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 999], Speed: 17.719 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1099], Speed: 17.701 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1199], Speed: 17.596 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.985,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1299], Speed: 17.483 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1399], Speed: 17.668 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1499], Speed: 17.718 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1599], Speed: 17.611 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1699], Speed: 17.699 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1799], Speed: 17.475 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1899], Speed: 17.746 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 1999], Speed: 17.616 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2099], Speed: 17.477 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2199], Speed: 17.733 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2299], Speed: 17.636 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.984,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2399], Speed: 17.490 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2499], Speed: 17.421 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2599], Speed: 17.553 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2699], Speed: 17.568 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2799], Speed: 17.642 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2899], Speed: 17.690 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 2999], Speed: 17.629 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3099], Speed: 17.318 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3199], Speed: 17.447 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3299], Speed: 17.718 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3399], Speed: 17.637 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.983,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3499], Speed: 17.356 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3599], Speed: 17.335 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3699], Speed: 17.418 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3799], Speed: 17.332 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3899], Speed: 17.282 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 3999], Speed: 17.329 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4099], Speed: 17.398 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4199], Speed: 17.327 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4299], Speed: 17.396 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4399], Speed: 17.626 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4499], Speed: 17.560 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.982,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4599], Speed: 17.382 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4699], Speed: 17.661 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4799], Speed: 17.614 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4899], Speed: 17.553 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 4999], Speed: 17.596 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 5099], Speed: 17.429 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 5199], Speed: 17.495 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 5299], Speed: 17.547 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.506 [Epoch 10][Batch 5399], Speed: 17.584 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.505 [Epoch 10][Batch 5499], Speed: 17.699 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.305,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.505 [Epoch 10][Batch 5599], Speed: 17.464 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.505 [Epoch 10][Batch 5699], Speed: 17.563 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.981,MaskAcc=0.858,MaskFGAcc=0.505 [Epoch 10][Batch 5799], Speed: 17.754 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.858,MaskFGAcc=0.505 [Epoch 10][Batch 5899], Speed: 17.606 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 5999], Speed: 17.644 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6099], Speed: 17.844 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6199], Speed: 17.724 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6299], Speed: 17.937 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6399], Speed: 17.848 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6499], Speed: 17.762 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6599], Speed: 17.781 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6699], Speed: 17.825 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6799], Speed: 18.021 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6899], Speed: 17.833 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.980,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 6999], Speed: 17.653 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7099], Speed: 17.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7199], Speed: 17.751 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7299], Speed: 17.636 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7399], Speed: 17.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7499], Speed: 17.752 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7599], Speed: 17.556 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7699], Speed: 17.569 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7799], Speed: 17.801 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7899], Speed: 17.794 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 7999], Speed: 18.048 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8099], Speed: 17.927 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8199], Speed: 17.659 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.979,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8299], Speed: 17.764 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8399], Speed: 17.723 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8499], Speed: 17.546 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8599], Speed: 17.593 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8699], Speed: 17.570 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8799], Speed: 17.737 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8899], Speed: 17.727 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 8999], Speed: 17.695 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9099], Speed: 17.515 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9199], Speed: 17.747 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9299], Speed: 17.854 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9399], Speed: 17.703 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.978,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9499], Speed: 17.563 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9599], Speed: 17.474 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9699], Speed: 17.611 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9799], Speed: 17.658 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9899], Speed: 17.534 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 9999], Speed: 17.563 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10099], Speed: 17.600 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10199], Speed: 17.702 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10299], Speed: 17.757 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10399], Speed: 17.581 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10499], Speed: 17.572 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10599], Speed: 17.665 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10699], Speed: 17.599 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10799], Speed: 17.620 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.977,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10899], Speed: 17.530 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 10999], Speed: 17.536 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11099], Speed: 17.570 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11199], Speed: 17.730 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11299], Speed: 17.403 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11399], Speed: 17.454 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11499], Speed: 17.407 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.304,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11599], Speed: 17.418 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11699], Speed: 17.634 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11799], Speed: 17.538 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11899], Speed: 17.470 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 11999], Speed: 17.459 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12099], Speed: 17.521 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.976,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12199], Speed: 17.532 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12299], Speed: 17.515 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12399], Speed: 17.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12499], Speed: 17.612 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12599], Speed: 17.439 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12699], Speed: 17.585 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12799], Speed: 17.537 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12899], Speed: 17.790 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 12999], Speed: 17.610 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 13099], Speed: 17.520 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 13199], Speed: 17.376 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 13299], Speed: 17.645 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.505 [Epoch 10][Batch 13399], Speed: 17.656 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13499], Speed: 17.632 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.975,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13599], Speed: 17.417 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13699], Speed: 17.701 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13799], Speed: 17.498 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13899], Speed: 17.443 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 13999], Speed: 17.586 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14099], Speed: 17.515 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14199], Speed: 17.745 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14299], Speed: 17.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14399], Speed: 17.831 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14499], Speed: 17.547 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10][Batch 14599], Speed: 17.522 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 10] Training cost: 6660.248, RPN_Conf=0.037,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.284 [Epoch 10] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0010_0.0000.params [Epoch 11][Batch 99], Speed: 16.652 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.125,RCNN_Mask=0.287,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.974,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 199], Speed: 17.543 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.120,RCNN_Mask=0.286,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 299], Speed: 17.699 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.120,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 399], Speed: 17.659 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 499], Speed: 17.439 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 599], Speed: 17.522 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 699], Speed: 17.886 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 799], Speed: 17.362 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 899], Speed: 17.398 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 999], Speed: 17.506 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1099], Speed: 17.195 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1199], Speed: 17.166 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1299], Speed: 17.319 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.973,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1399], Speed: 17.258 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1499], Speed: 17.522 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1599], Speed: 17.449 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1699], Speed: 17.504 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1799], Speed: 17.503 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1899], Speed: 17.866 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 1999], Speed: 17.877 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2099], Speed: 17.696 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2199], Speed: 17.471 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2299], Speed: 17.453 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2399], Speed: 17.565 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2499], Speed: 17.423 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.303,RCNNAcc=0.916,RCNNL1Loss=0.972,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2599], Speed: 17.471 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2699], Speed: 17.376 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2799], Speed: 17.329 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2899], Speed: 17.333 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 2999], Speed: 17.389 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3099], Speed: 17.485 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3199], Speed: 17.601 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3299], Speed: 17.546 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3399], Speed: 17.508 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3499], Speed: 17.605 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3599], Speed: 17.768 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3699], Speed: 17.475 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3799], Speed: 17.624 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.971,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3899], Speed: 17.842 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 3999], Speed: 17.763 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4099], Speed: 17.553 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4199], Speed: 17.850 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4299], Speed: 17.688 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4399], Speed: 17.669 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4499], Speed: 17.583 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4599], Speed: 17.339 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4699], Speed: 17.498 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.859,MaskFGAcc=0.504 [Epoch 11][Batch 4799], Speed: 17.478 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 4899], Speed: 17.687 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 4999], Speed: 17.522 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5099], Speed: 17.558 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.970,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5199], Speed: 17.596 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5299], Speed: 17.716 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5399], Speed: 17.608 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5499], Speed: 17.580 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5599], Speed: 17.744 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.916,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5699], Speed: 17.713 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5799], Speed: 17.731 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5899], Speed: 17.887 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 5999], Speed: 17.569 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6099], Speed: 17.684 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6199], Speed: 17.422 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6299], Speed: 17.542 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6399], Speed: 17.262 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.969,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6499], Speed: 17.501 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6599], Speed: 17.268 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6699], Speed: 17.343 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6799], Speed: 17.508 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6899], Speed: 17.497 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 6999], Speed: 17.436 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 7099], Speed: 17.564 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.504 [Epoch 11][Batch 7199], Speed: 17.557 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7299], Speed: 17.283 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7399], Speed: 17.457 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7499], Speed: 17.287 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7599], Speed: 17.487 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7699], Speed: 17.571 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7799], Speed: 17.418 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7899], Speed: 17.303 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.968,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 7999], Speed: 17.336 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8099], Speed: 17.586 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8199], Speed: 17.400 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8299], Speed: 17.466 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8399], Speed: 17.743 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.302,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8499], Speed: 17.589 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8599], Speed: 17.638 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8699], Speed: 17.477 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8799], Speed: 17.614 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8899], Speed: 17.711 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 8999], Speed: 17.671 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9099], Speed: 17.412 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9199], Speed: 17.259 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.967,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9299], Speed: 17.414 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9399], Speed: 17.353 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9499], Speed: 17.408 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9599], Speed: 17.258 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9699], Speed: 17.408 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9799], Speed: 17.463 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9899], Speed: 17.553 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 9999], Speed: 17.759 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10099], Speed: 17.533 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10199], Speed: 17.712 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10299], Speed: 17.765 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10399], Speed: 17.629 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10499], Speed: 17.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10599], Speed: 17.476 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10699], Speed: 17.744 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.966,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10799], Speed: 17.541 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10899], Speed: 17.424 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 10999], Speed: 17.457 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11099], Speed: 17.341 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11199], Speed: 17.498 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11299], Speed: 17.415 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11399], Speed: 17.451 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11499], Speed: 17.617 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11599], Speed: 17.503 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11699], Speed: 17.585 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11799], Speed: 17.328 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11899], Speed: 17.322 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 11999], Speed: 17.253 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12099], Speed: 17.418 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12199], Speed: 17.299 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.965,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12299], Speed: 17.443 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12399], Speed: 17.262 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12499], Speed: 17.539 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12599], Speed: 17.773 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12699], Speed: 17.625 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12799], Speed: 17.551 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12899], Speed: 17.788 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 12999], Speed: 17.613 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13099], Speed: 17.512 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13199], Speed: 17.500 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13299], Speed: 17.768 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13399], Speed: 17.643 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13499], Speed: 17.466 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13599], Speed: 17.538 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13699], Speed: 17.381 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13799], Speed: 17.569 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.964,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13899], Speed: 17.703 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 13999], Speed: 17.782 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14099], Speed: 17.472 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14199], Speed: 17.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14299], Speed: 17.628 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14399], Speed: 17.534 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14499], Speed: 17.602 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11][Batch 14599], Speed: 17.552 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 11] Training cost: 6693.007, RPN_Conf=0.036,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.119,RCNN_Mask=0.283 [Epoch 11] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.289 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.496 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.177 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.370 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.275 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.611 ~~~~ Mean AP for bbox ~~~~ =28.9 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.261 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.266 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.145 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.290 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.444 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.293 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.570 ~~~~ Mean AP for segm ~~~~ =26.1 [Epoch 11] mAP 26.1 higher than current best [25.5] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 11] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0011_26.1000.params [Epoch 12][Batch 99], Speed: 17.206 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 199], Speed: 18.022 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.119,RCNN_Mask=0.285,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 299], Speed: 18.064 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.284,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 399], Speed: 17.877 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.301,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 499], Speed: 17.690 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.963,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 599], Speed: 17.663 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 699], Speed: 17.591 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 799], Speed: 17.440 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 899], Speed: 17.567 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 999], Speed: 17.512 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1099], Speed: 17.455 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1199], Speed: 17.514 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1299], Speed: 17.494 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1399], Speed: 17.549 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1499], Speed: 17.636 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1599], Speed: 17.669 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1699], Speed: 17.945 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1799], Speed: 17.719 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1899], Speed: 17.559 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.962,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 1999], Speed: 17.529 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 2099], Speed: 17.826 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 2199], Speed: 17.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 2299], Speed: 17.734 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 2399], Speed: 17.636 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.503 [Epoch 12][Batch 2499], Speed: 17.475 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 2599], Speed: 17.463 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 2699], Speed: 17.296 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 2799], Speed: 17.383 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 2899], Speed: 17.623 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 2999], Speed: 17.521 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3099], Speed: 17.325 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3199], Speed: 17.591 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3299], Speed: 17.735 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.961,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3399], Speed: 17.322 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3499], Speed: 17.472 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3599], Speed: 17.342 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3699], Speed: 17.299 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3799], Speed: 17.408 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3899], Speed: 17.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 3999], Speed: 17.447 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4099], Speed: 17.441 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4199], Speed: 17.567 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4299], Speed: 17.837 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4399], Speed: 17.408 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4499], Speed: 17.444 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4599], Speed: 17.461 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4699], Speed: 17.395 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4799], Speed: 17.466 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.960,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4899], Speed: 17.488 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 4999], Speed: 17.667 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5099], Speed: 17.694 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5199], Speed: 17.716 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5299], Speed: 17.602 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5399], Speed: 17.682 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5499], Speed: 17.743 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5599], Speed: 17.538 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5699], Speed: 17.745 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.860,MaskFGAcc=0.502 [Epoch 12][Batch 5799], Speed: 17.871 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 5899], Speed: 17.615 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 5999], Speed: 17.667 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6099], Speed: 17.633 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6199], Speed: 17.779 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6299], Speed: 17.537 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.959,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6399], Speed: 17.638 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6499], Speed: 17.598 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6599], Speed: 17.492 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6699], Speed: 17.497 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6799], Speed: 17.437 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6899], Speed: 17.524 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.300,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 6999], Speed: 17.548 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7099], Speed: 17.448 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7199], Speed: 17.662 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7299], Speed: 17.720 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7399], Speed: 17.555 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7499], Speed: 17.465 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7599], Speed: 17.728 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7699], Speed: 17.551 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7799], Speed: 17.653 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7899], Speed: 17.433 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.958,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 7999], Speed: 17.788 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8099], Speed: 17.719 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8199], Speed: 17.656 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8299], Speed: 17.406 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8399], Speed: 17.506 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8499], Speed: 17.616 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8599], Speed: 17.683 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8699], Speed: 17.407 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8799], Speed: 17.742 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8899], Speed: 17.431 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 8999], Speed: 17.378 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9099], Speed: 17.308 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9199], Speed: 17.402 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9299], Speed: 17.354 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9399], Speed: 17.422 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9499], Speed: 17.571 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.957,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9599], Speed: 17.642 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9699], Speed: 17.561 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9799], Speed: 17.608 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9899], Speed: 17.606 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 9999], Speed: 17.600 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10099], Speed: 17.859 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10199], Speed: 17.567 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10299], Speed: 17.524 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10399], Speed: 17.328 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10499], Speed: 17.663 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10599], Speed: 17.587 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10699], Speed: 17.774 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10799], Speed: 17.724 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10899], Speed: 17.615 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 10999], Speed: 17.541 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11099], Speed: 17.660 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.956,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11199], Speed: 17.493 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11299], Speed: 17.464 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11399], Speed: 17.444 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11499], Speed: 17.441 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11599], Speed: 17.528 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11699], Speed: 17.522 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11799], Speed: 17.987 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11899], Speed: 17.676 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 11999], Speed: 17.876 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12099], Speed: 17.613 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12199], Speed: 17.568 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12299], Speed: 17.653 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12399], Speed: 17.539 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12499], Speed: 17.368 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12599], Speed: 17.469 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.502 [Epoch 12][Batch 12699], Speed: 17.369 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 12799], Speed: 17.539 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 12899], Speed: 17.898 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.955,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 12999], Speed: 17.877 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13099], Speed: 17.636 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13199], Speed: 17.852 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13299], Speed: 17.765 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13399], Speed: 17.637 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13499], Speed: 17.747 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13599], Speed: 17.570 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13699], Speed: 17.726 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13799], Speed: 17.559 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13899], Speed: 17.497 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 13999], Speed: 17.643 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.299,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14099], Speed: 17.591 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14199], Speed: 17.624 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.118,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14299], Speed: 17.751 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14399], Speed: 17.585 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14499], Speed: 17.693 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12][Batch 14599], Speed: 17.644 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282,RPNAcc=0.983,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.954,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 12] Training cost: 6667.426, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.119,RCNN_Mask=0.282 [Epoch 12] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0012_0.0000.params [Epoch 13][Batch 99], Speed: 16.710 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 199], Speed: 17.675 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 299], Speed: 17.649 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 399], Speed: 17.535 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 499], Speed: 17.443 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 599], Speed: 17.591 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 699], Speed: 17.706 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 799], Speed: 17.675 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 899], Speed: 17.685 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 999], Speed: 17.423 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1099], Speed: 17.335 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1199], Speed: 17.516 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1299], Speed: 17.691 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1399], Speed: 17.525 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.953,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1499], Speed: 17.630 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1599], Speed: 17.587 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1699], Speed: 17.576 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1799], Speed: 17.583 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1899], Speed: 17.457 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 1999], Speed: 17.620 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2099], Speed: 17.597 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2199], Speed: 17.346 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2299], Speed: 17.279 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2399], Speed: 17.285 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2499], Speed: 17.229 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2599], Speed: 17.693 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2699], Speed: 17.466 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2799], Speed: 17.475 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2899], Speed: 17.703 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 2999], Speed: 17.397 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.952,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3099], Speed: 17.270 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3199], Speed: 17.237 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3299], Speed: 17.387 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3399], Speed: 17.437 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3499], Speed: 17.401 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3599], Speed: 17.719 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3699], Speed: 17.575 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.917,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3799], Speed: 17.443 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3899], Speed: 17.677 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 3999], Speed: 17.604 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4099], Speed: 17.486 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4199], Speed: 17.568 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4299], Speed: 17.701 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4399], Speed: 17.738 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4499], Speed: 17.459 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4599], Speed: 17.472 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.951,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4699], Speed: 17.463 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4799], Speed: 17.600 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4899], Speed: 17.532 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 4999], Speed: 17.475 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5099], Speed: 17.626 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5199], Speed: 17.867 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5299], Speed: 17.650 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5399], Speed: 17.680 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5499], Speed: 17.713 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5599], Speed: 17.562 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5699], Speed: 17.525 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5799], Speed: 17.649 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5899], Speed: 17.583 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 5999], Speed: 17.617 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6099], Speed: 17.536 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6199], Speed: 17.709 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.950,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6299], Speed: 17.740 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6399], Speed: 17.815 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6499], Speed: 17.732 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.298,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6599], Speed: 17.660 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6699], Speed: 17.553 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6799], Speed: 17.557 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6899], Speed: 17.893 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 6999], Speed: 17.733 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7099], Speed: 17.496 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7199], Speed: 17.486 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7299], Speed: 17.566 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7399], Speed: 17.668 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7499], Speed: 17.198 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7599], Speed: 17.245 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7699], Speed: 17.545 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7799], Speed: 17.526 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7899], Speed: 17.519 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 7999], Speed: 17.371 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.949,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8099], Speed: 17.561 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8199], Speed: 17.456 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8299], Speed: 17.365 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8399], Speed: 17.558 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8499], Speed: 17.735 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8599], Speed: 17.475 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.861,MaskFGAcc=0.501 [Epoch 13][Batch 8699], Speed: 17.519 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 8799], Speed: 17.507 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 8899], Speed: 17.465 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 8999], Speed: 17.709 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9099], Speed: 17.614 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9199], Speed: 17.650 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9299], Speed: 17.692 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9399], Speed: 17.466 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9499], Speed: 17.666 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9599], Speed: 17.548 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9699], Speed: 17.842 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9799], Speed: 17.538 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.948,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9899], Speed: 17.651 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 9999], Speed: 17.528 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10099], Speed: 17.876 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10199], Speed: 17.537 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10299], Speed: 17.548 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10399], Speed: 17.776 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10499], Speed: 17.602 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10599], Speed: 17.708 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10699], Speed: 17.551 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10799], Speed: 17.604 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10899], Speed: 17.485 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.501 [Epoch 13][Batch 10999], Speed: 17.358 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11099], Speed: 17.798 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11199], Speed: 17.789 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11299], Speed: 17.688 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11399], Speed: 17.635 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11499], Speed: 17.622 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11599], Speed: 17.656 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.947,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11699], Speed: 17.581 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11799], Speed: 17.666 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11899], Speed: 17.635 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 11999], Speed: 17.532 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12099], Speed: 17.671 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12199], Speed: 17.505 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12299], Speed: 17.272 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12399], Speed: 17.384 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12499], Speed: 17.367 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12599], Speed: 17.457 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12699], Speed: 17.399 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12799], Speed: 17.491 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12899], Speed: 17.347 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 12999], Speed: 17.563 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13099], Speed: 17.535 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13199], Speed: 17.671 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13299], Speed: 17.575 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.117,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13399], Speed: 17.928 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13499], Speed: 17.426 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.946,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13599], Speed: 17.739 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13699], Speed: 17.627 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13799], Speed: 17.624 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13899], Speed: 17.270 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 13999], Speed: 17.513 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14099], Speed: 17.572 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14199], Speed: 17.576 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14299], Speed: 17.461 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14399], Speed: 17.388 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14499], Speed: 17.476 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13][Batch 14599], Speed: 17.490 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.297,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 13] Training cost: 6680.333, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RCNN_Mask=0.281 [Epoch 13] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.298 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.169 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.281 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.627 ~~~~ Mean AP for bbox ~~~~ =29.8 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.266 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.463 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.272 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.135 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.362 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.446 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.288 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.474 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.589 ~~~~ Mean AP for segm ~~~~ =26.6 [Epoch 13] mAP 26.6 higher than current best [26.1] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 13] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0013_26.6000.params [Epoch 14][Batch 99], Speed: 16.868 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.115,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 199], Speed: 17.757 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 299], Speed: 17.828 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 399], Speed: 17.804 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 499], Speed: 17.763 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 599], Speed: 17.582 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 699], Speed: 17.761 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.945,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 799], Speed: 17.615 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 899], Speed: 17.655 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 999], Speed: 17.850 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1099], Speed: 17.550 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1199], Speed: 17.527 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1299], Speed: 17.549 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1399], Speed: 17.738 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1499], Speed: 17.716 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1599], Speed: 17.481 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1699], Speed: 17.492 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1799], Speed: 17.476 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1899], Speed: 17.539 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 1999], Speed: 17.561 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2099], Speed: 17.371 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2199], Speed: 17.400 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2299], Speed: 17.676 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.944,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2399], Speed: 17.600 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2499], Speed: 17.360 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2599], Speed: 17.322 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2699], Speed: 17.314 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2799], Speed: 17.388 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2899], Speed: 17.950 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 2999], Speed: 17.721 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3099], Speed: 17.732 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3199], Speed: 17.462 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3299], Speed: 17.496 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3399], Speed: 17.776 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3499], Speed: 17.967 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3599], Speed: 17.847 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3699], Speed: 17.773 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3799], Speed: 17.893 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3899], Speed: 17.689 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 3999], Speed: 17.632 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.943,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4099], Speed: 17.737 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4199], Speed: 17.690 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4299], Speed: 17.747 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4399], Speed: 17.671 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4499], Speed: 17.912 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4599], Speed: 17.537 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4699], Speed: 17.536 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4799], Speed: 17.805 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4899], Speed: 17.940 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 4999], Speed: 18.015 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5099], Speed: 17.578 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5199], Speed: 17.375 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5299], Speed: 17.587 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5399], Speed: 17.537 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5499], Speed: 17.579 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5599], Speed: 17.589 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5699], Speed: 17.798 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5799], Speed: 17.775 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.942,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5899], Speed: 17.893 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 5999], Speed: 17.710 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6099], Speed: 17.670 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6199], Speed: 17.711 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6299], Speed: 17.553 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6399], Speed: 17.798 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6499], Speed: 17.573 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6599], Speed: 17.541 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6699], Speed: 17.649 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6799], Speed: 17.667 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6899], Speed: 17.714 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 6999], Speed: 17.824 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7099], Speed: 17.788 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7199], Speed: 17.739 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7299], Speed: 17.601 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7399], Speed: 17.742 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7499], Speed: 17.585 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7599], Speed: 17.438 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7699], Speed: 17.741 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7799], Speed: 17.571 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.941,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7899], Speed: 17.836 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.296,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 7999], Speed: 17.929 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 8099], Speed: 17.754 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.500 [Epoch 14][Batch 8199], Speed: 17.633 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8299], Speed: 17.922 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8399], Speed: 17.826 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8499], Speed: 17.613 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8599], Speed: 17.692 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8699], Speed: 17.581 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8799], Speed: 17.676 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8899], Speed: 17.656 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 8999], Speed: 17.703 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9099], Speed: 17.710 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9199], Speed: 17.801 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9299], Speed: 17.857 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9399], Speed: 17.738 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9499], Speed: 17.689 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9599], Speed: 17.734 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.940,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9699], Speed: 17.763 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9799], Speed: 17.694 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9899], Speed: 17.575 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 9999], Speed: 17.635 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10099], Speed: 17.845 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10199], Speed: 17.776 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10299], Speed: 17.502 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10399], Speed: 17.727 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10499], Speed: 17.615 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10599], Speed: 17.824 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10699], Speed: 17.709 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10799], Speed: 17.885 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10899], Speed: 17.664 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 10999], Speed: 17.911 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11099], Speed: 17.841 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11199], Speed: 17.755 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11299], Speed: 17.664 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11399], Speed: 17.671 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11499], Speed: 17.804 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11599], Speed: 17.829 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11699], Speed: 17.653 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11799], Speed: 17.704 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.939,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11899], Speed: 17.610 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 11999], Speed: 17.363 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12099], Speed: 17.841 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12199], Speed: 17.477 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12299], Speed: 17.586 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12399], Speed: 17.591 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12499], Speed: 17.678 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12599], Speed: 17.717 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12699], Speed: 17.547 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12799], Speed: 17.492 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12899], Speed: 17.649 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 12999], Speed: 17.550 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13099], Speed: 17.484 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13199], Speed: 17.649 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13299], Speed: 17.674 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13399], Speed: 17.802 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13499], Speed: 17.628 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13599], Speed: 17.741 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13699], Speed: 17.653 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13799], Speed: 17.533 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13899], Speed: 17.750 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.938,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 13999], Speed: 17.786 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 14099], Speed: 17.421 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 14199], Speed: 17.414 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.862,MaskFGAcc=0.499 [Epoch 14][Batch 14299], Speed: 17.454 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 14][Batch 14399], Speed: 17.464 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 14][Batch 14499], Speed: 17.379 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 14][Batch 14599], Speed: 17.602 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 14] Training cost: 6640.336, RPN_Conf=0.035,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.117,RCNN_Mask=0.280 [Epoch 14] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0014_0.0000.params [Epoch 15][Batch 99], Speed: 16.522 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 199], Speed: 17.574 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 299], Speed: 17.799 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.114,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 399], Speed: 17.778 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 499], Speed: 17.551 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 599], Speed: 17.588 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 699], Speed: 17.636 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 799], Speed: 17.535 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 899], Speed: 17.660 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 999], Speed: 17.579 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1099], Speed: 17.754 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1199], Speed: 17.672 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1299], Speed: 17.513 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.937,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1399], Speed: 17.661 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1499], Speed: 18.005 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1599], Speed: 17.715 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1699], Speed: 17.590 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1799], Speed: 17.568 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1899], Speed: 17.617 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 1999], Speed: 17.787 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.295,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2099], Speed: 17.860 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2199], Speed: 17.764 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2299], Speed: 17.945 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2399], Speed: 17.724 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2499], Speed: 17.554 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2599], Speed: 17.745 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2699], Speed: 17.575 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2799], Speed: 17.889 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2899], Speed: 17.750 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 2999], Speed: 17.570 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3099], Speed: 17.570 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.936,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3199], Speed: 17.556 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3299], Speed: 17.679 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3399], Speed: 17.713 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3499], Speed: 17.883 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3599], Speed: 17.421 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3699], Speed: 17.483 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3799], Speed: 17.651 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3899], Speed: 17.456 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 3999], Speed: 17.509 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4099], Speed: 17.384 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4199], Speed: 17.462 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4299], Speed: 17.301 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4399], Speed: 17.502 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4499], Speed: 17.519 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4599], Speed: 17.629 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4699], Speed: 17.568 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4799], Speed: 17.687 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4899], Speed: 17.505 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 4999], Speed: 17.484 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5099], Speed: 17.533 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.935,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5199], Speed: 17.625 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5299], Speed: 17.754 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5399], Speed: 17.600 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5499], Speed: 17.660 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5599], Speed: 17.562 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5699], Speed: 17.629 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5799], Speed: 17.744 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5899], Speed: 17.542 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 5999], Speed: 17.614 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6099], Speed: 17.620 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6199], Speed: 17.827 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6299], Speed: 17.698 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6399], Speed: 17.680 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6499], Speed: 17.712 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6599], Speed: 17.682 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6699], Speed: 17.625 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6799], Speed: 17.746 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6899], Speed: 17.755 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 6999], Speed: 17.649 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7099], Speed: 17.628 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.934,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7199], Speed: 17.633 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7299], Speed: 17.731 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.918,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7399], Speed: 17.812 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7499], Speed: 17.683 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7599], Speed: 17.394 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7699], Speed: 17.568 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7799], Speed: 17.754 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7899], Speed: 17.594 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 7999], Speed: 17.499 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 8099], Speed: 17.469 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.499 [Epoch 15][Batch 8199], Speed: 17.613 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8299], Speed: 17.757 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8399], Speed: 17.753 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8499], Speed: 17.648 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8599], Speed: 17.848 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8699], Speed: 17.759 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8799], Speed: 18.059 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8899], Speed: 17.870 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 8999], Speed: 17.819 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9099], Speed: 17.576 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9199], Speed: 17.757 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9299], Speed: 17.557 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.933,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9399], Speed: 17.652 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9499], Speed: 17.648 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9599], Speed: 17.833 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9699], Speed: 17.656 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9799], Speed: 17.612 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9899], Speed: 17.589 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 9999], Speed: 17.758 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10099], Speed: 17.917 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10199], Speed: 17.675 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10299], Speed: 17.482 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10399], Speed: 17.530 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10499], Speed: 17.628 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10599], Speed: 17.463 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10699], Speed: 17.445 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10799], Speed: 17.588 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10899], Speed: 17.387 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 10999], Speed: 17.523 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.294,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11099], Speed: 17.409 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11199], Speed: 17.305 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11299], Speed: 17.402 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11399], Speed: 17.456 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11499], Speed: 17.549 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.932,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11599], Speed: 17.263 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11699], Speed: 17.559 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11799], Speed: 17.550 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11899], Speed: 17.531 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 11999], Speed: 17.509 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12099], Speed: 17.543 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12199], Speed: 17.644 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12299], Speed: 17.593 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12399], Speed: 17.707 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12499], Speed: 17.631 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12599], Speed: 17.891 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12699], Speed: 17.745 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12799], Speed: 17.525 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12899], Speed: 17.532 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 12999], Speed: 17.568 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13099], Speed: 17.465 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13199], Speed: 17.693 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13299], Speed: 17.659 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13399], Speed: 17.725 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13499], Speed: 17.676 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13599], Speed: 17.633 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13699], Speed: 17.561 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.931,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13799], Speed: 17.398 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13899], Speed: 17.646 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 13999], Speed: 17.756 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14099], Speed: 17.620 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14199], Speed: 17.708 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14299], Speed: 17.593 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14399], Speed: 17.666 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14499], Speed: 17.737 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15][Batch 14599], Speed: 17.826 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 15] Training cost: 6654.311, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.116,RCNN_Mask=0.279 [Epoch 15] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.289 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.491 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.171 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.625 ~~~~ Mean AP for bbox ~~~~ =28.9 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.455 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.139 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.282 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.354 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.415 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.577 ~~~~ Mean AP for segm ~~~~ =25.9 [Epoch 15] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0015_25.9000.params [Epoch 16][Batch 99], Speed: 17.256 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.120,RCNN_Mask=0.281,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 199], Speed: 17.979 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 299], Speed: 17.749 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 399], Speed: 17.760 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 499], Speed: 17.870 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 599], Speed: 17.715 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 699], Speed: 17.626 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 799], Speed: 17.642 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 899], Speed: 17.541 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 999], Speed: 17.497 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1099], Speed: 17.579 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1199], Speed: 17.328 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.930,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1299], Speed: 17.409 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1399], Speed: 17.580 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1499], Speed: 17.510 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1599], Speed: 17.506 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1699], Speed: 17.628 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1799], Speed: 17.606 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1899], Speed: 17.409 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 1999], Speed: 17.484 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2099], Speed: 17.584 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2199], Speed: 17.347 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2299], Speed: 17.658 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2399], Speed: 17.629 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2499], Speed: 17.572 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2599], Speed: 17.779 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2699], Speed: 17.588 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2799], Speed: 17.699 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2899], Speed: 17.797 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 2999], Speed: 17.859 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3099], Speed: 17.708 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3199], Speed: 17.446 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.929,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3299], Speed: 17.429 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3399], Speed: 17.215 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3499], Speed: 17.383 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3599], Speed: 17.443 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3699], Speed: 17.624 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3799], Speed: 17.557 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3899], Speed: 17.467 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 3999], Speed: 17.516 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4099], Speed: 17.705 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4199], Speed: 17.645 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4299], Speed: 17.497 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4399], Speed: 17.394 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4499], Speed: 17.548 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4599], Speed: 17.304 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4699], Speed: 17.476 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4799], Speed: 17.407 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4899], Speed: 17.463 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 4999], Speed: 17.413 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5099], Speed: 17.515 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5199], Speed: 17.585 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5299], Speed: 17.497 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5399], Speed: 17.480 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.928,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5499], Speed: 17.565 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5599], Speed: 17.424 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5699], Speed: 17.235 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.293,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5799], Speed: 17.377 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5899], Speed: 17.378 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.276,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 5999], Speed: 17.457 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6099], Speed: 17.364 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6199], Speed: 17.353 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6299], Speed: 17.546 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6399], Speed: 17.420 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6499], Speed: 17.578 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6599], Speed: 17.577 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6699], Speed: 17.556 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6799], Speed: 17.569 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6899], Speed: 17.266 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 6999], Speed: 17.441 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7099], Speed: 17.443 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7199], Speed: 17.471 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7299], Speed: 17.430 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7399], Speed: 17.335 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7499], Speed: 17.352 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7599], Speed: 17.234 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.927,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7699], Speed: 17.247 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.863,MaskFGAcc=0.498 [Epoch 16][Batch 7799], Speed: 17.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 7899], Speed: 17.538 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 7999], Speed: 17.614 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8099], Speed: 17.773 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8199], Speed: 17.713 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8299], Speed: 17.761 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8399], Speed: 17.671 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8499], Speed: 17.690 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8599], Speed: 17.788 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.498 [Epoch 16][Batch 8699], Speed: 17.476 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 8799], Speed: 17.479 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 8899], Speed: 17.498 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 8999], Speed: 17.610 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9099], Speed: 17.738 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9199], Speed: 17.437 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9299], Speed: 17.608 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9399], Speed: 17.913 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9499], Speed: 17.716 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9599], Speed: 17.872 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9699], Speed: 17.965 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9799], Speed: 17.629 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9899], Speed: 17.695 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 9999], Speed: 17.581 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.926,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10099], Speed: 17.576 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10199], Speed: 17.739 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10299], Speed: 17.752 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10399], Speed: 17.721 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10499], Speed: 17.465 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10599], Speed: 17.645 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10699], Speed: 17.715 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10799], Speed: 17.808 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10899], Speed: 17.675 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.277,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 10999], Speed: 17.603 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11099], Speed: 17.585 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11199], Speed: 17.627 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11299], Speed: 17.648 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11399], Speed: 17.642 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11499], Speed: 17.443 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11599], Speed: 18.030 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11699], Speed: 17.673 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11799], Speed: 17.930 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11899], Speed: 17.879 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 11999], Speed: 17.709 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12099], Speed: 17.759 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12199], Speed: 17.697 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12299], Speed: 17.663 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12399], Speed: 17.628 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.925,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12499], Speed: 17.672 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12599], Speed: 17.579 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12699], Speed: 17.385 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12799], Speed: 17.431 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12899], Speed: 17.562 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 12999], Speed: 17.759 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13099], Speed: 17.685 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13199], Speed: 17.789 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13299], Speed: 17.806 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13399], Speed: 17.589 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13499], Speed: 17.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13599], Speed: 17.535 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13699], Speed: 17.757 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13799], Speed: 17.625 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13899], Speed: 17.639 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 13999], Speed: 17.544 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14099], Speed: 17.476 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14199], Speed: 17.584 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14299], Speed: 17.485 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14399], Speed: 17.373 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14499], Speed: 17.441 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16][Batch 14599], Speed: 17.580 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 16] Training cost: 6671.321, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RCNN_Mask=0.278 [Epoch 16] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0016_0.0000.params [Epoch 17] Set learning rate to 0.001 [Epoch 17][Batch 99], Speed: 16.708 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.112,RCNN_Mask=0.275,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 199], Speed: 17.596 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RCNN_Mask=0.273,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 299], Speed: 17.756 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RCNN_Mask=0.272,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.924,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 399], Speed: 17.542 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RCNN_Mask=0.271,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 499], Speed: 17.625 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.111,RCNN_Mask=0.270,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 599], Speed: 17.353 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.110,RCNN_Mask=0.269,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 699], Speed: 17.371 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.110,RCNN_Mask=0.269,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 799], Speed: 17.474 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.109,RCNN_Mask=0.268,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 899], Speed: 17.507 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RCNN_Mask=0.268,RPNAcc=0.984,RPNL1Loss=0.292,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 999], Speed: 17.626 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.109,RCNN_Mask=0.268,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1099], Speed: 17.368 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RCNN_Mask=0.268,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1199], Speed: 17.188 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RCNN_Mask=0.268,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1299], Speed: 17.357 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1399], Speed: 17.299 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1499], Speed: 17.513 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1599], Speed: 17.568 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1699], Speed: 17.456 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1799], Speed: 17.494 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.923,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1899], Speed: 17.489 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 1999], Speed: 17.348 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2099], Speed: 17.477 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2199], Speed: 17.366 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2299], Speed: 17.556 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2399], Speed: 17.589 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2499], Speed: 17.685 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2599], Speed: 17.545 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2699], Speed: 17.771 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.109,RCNN_Mask=0.267,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2799], Speed: 17.684 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2899], Speed: 17.641 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 2999], Speed: 17.465 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3099], Speed: 17.443 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.922,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3199], Speed: 17.590 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3299], Speed: 17.335 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3399], Speed: 17.536 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3499], Speed: 16.497 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3599], Speed: 17.359 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3699], Speed: 17.612 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3799], Speed: 17.425 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.266,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3899], Speed: 17.273 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 3999], Speed: 17.482 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4099], Speed: 17.508 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4199], Speed: 17.502 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4299], Speed: 17.543 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4399], Speed: 17.502 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.921,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4499], Speed: 17.390 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4599], Speed: 17.520 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4699], Speed: 17.674 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4799], Speed: 17.716 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4899], Speed: 17.608 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 4999], Speed: 17.391 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5099], Speed: 17.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5199], Speed: 17.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5299], Speed: 17.267 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5399], Speed: 17.399 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5499], Speed: 17.638 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5599], Speed: 17.324 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5699], Speed: 17.377 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.108,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.291,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5799], Speed: 17.466 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.920,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5899], Speed: 17.397 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 5999], Speed: 17.497 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 6099], Speed: 17.374 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 6199], Speed: 17.444 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 6299], Speed: 17.544 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.497 [Epoch 17][Batch 6399], Speed: 17.493 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6499], Speed: 17.442 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6599], Speed: 17.560 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6699], Speed: 17.635 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6799], Speed: 17.561 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6899], Speed: 17.623 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 6999], Speed: 17.480 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7099], Speed: 17.514 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.919,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7199], Speed: 17.398 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7299], Speed: 17.336 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7399], Speed: 17.527 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.265,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7499], Speed: 17.501 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7599], Speed: 17.605 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7699], Speed: 17.746 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7799], Speed: 17.719 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.919,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7899], Speed: 17.801 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 7999], Speed: 17.667 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8099], Speed: 17.587 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8199], Speed: 17.585 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8299], Speed: 17.452 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8399], Speed: 17.508 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.918,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8499], Speed: 17.563 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8599], Speed: 17.352 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8699], Speed: 17.578 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8799], Speed: 17.536 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8899], Speed: 17.539 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 8999], Speed: 17.691 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9099], Speed: 17.501 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9199], Speed: 17.536 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9299], Speed: 17.435 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9399], Speed: 17.402 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9499], Speed: 17.408 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9599], Speed: 17.400 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9699], Speed: 17.426 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.917,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9799], Speed: 17.636 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9899], Speed: 17.400 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.984,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 9999], Speed: 17.699 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10099], Speed: 17.632 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10199], Speed: 17.492 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10299], Speed: 17.480 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10399], Speed: 17.508 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10499], Speed: 17.652 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.290,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10599], Speed: 17.847 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10699], Speed: 17.715 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10799], Speed: 17.550 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10899], Speed: 17.441 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 10999], Speed: 17.482 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.916,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11099], Speed: 17.457 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11199], Speed: 17.281 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11299], Speed: 17.405 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11399], Speed: 17.389 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11499], Speed: 17.561 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11599], Speed: 17.522 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11699], Speed: 17.636 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11799], Speed: 17.383 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11899], Speed: 17.411 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 11999], Speed: 17.484 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 12099], Speed: 17.584 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 12199], Speed: 17.454 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 17][Batch 12299], Speed: 17.587 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12399], Speed: 17.531 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.915,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12499], Speed: 17.536 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12599], Speed: 17.506 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12699], Speed: 17.477 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12799], Speed: 17.656 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12899], Speed: 17.519 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 12999], Speed: 17.352 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13099], Speed: 17.431 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13199], Speed: 17.350 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13299], Speed: 17.343 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13399], Speed: 17.267 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13499], Speed: 17.210 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13599], Speed: 17.364 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13699], Speed: 17.431 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13799], Speed: 17.559 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.914,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13899], Speed: 17.609 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 13999], Speed: 17.504 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14099], Speed: 17.522 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14199], Speed: 17.561 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14299], Speed: 17.428 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14399], Speed: 17.460 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14499], Speed: 17.428 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 17][Batch 14599], Speed: 17.073 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 17] Training cost: 6708.268, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.106,RCNN_Mask=0.263 [Epoch 17] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.203 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.368 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.448 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.301 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 ~~~~ Mean AP for bbox ~~~~ =34.1 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.299 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.161 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.275 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 ~~~~ Mean AP for segm ~~~~ =29.9 [Epoch 17] mAP 29.9 higher than current best [26.6] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 17] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0017_29.9000.params [Epoch 18][Batch 99], Speed: 16.926 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.106,RCNN_Mask=0.264,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 199], Speed: 17.819 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.185,RCNN_SmoothL1=0.105,RCNN_Mask=0.262,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 299], Speed: 17.722 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.185,RCNN_SmoothL1=0.105,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 399], Speed: 17.607 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.185,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.913,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 499], Speed: 17.759 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.289,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 599], Speed: 17.964 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.262,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 699], Speed: 17.688 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.262,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 799], Speed: 17.389 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 899], Speed: 17.394 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 999], Speed: 17.499 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1099], Speed: 17.637 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1199], Speed: 17.298 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1299], Speed: 17.533 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1399], Speed: 17.456 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1499], Speed: 17.356 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1599], Speed: 17.474 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1699], Speed: 17.622 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.912,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1799], Speed: 17.531 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1899], Speed: 17.591 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 1999], Speed: 17.418 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2099], Speed: 17.484 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.261,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2199], Speed: 17.630 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2299], Speed: 17.625 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2399], Speed: 17.706 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2499], Speed: 17.489 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2599], Speed: 17.547 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2699], Speed: 17.479 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2799], Speed: 17.707 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2899], Speed: 17.463 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 2999], Speed: 17.534 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.911,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3099], Speed: 17.639 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3199], Speed: 17.522 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3299], Speed: 17.579 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3399], Speed: 17.476 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3499], Speed: 17.373 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3599], Speed: 17.603 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3699], Speed: 17.610 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3799], Speed: 17.701 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3899], Speed: 17.820 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 3999], Speed: 17.807 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4099], Speed: 17.467 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4199], Speed: 17.695 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4299], Speed: 17.712 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.910,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4399], Speed: 17.777 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4499], Speed: 17.835 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4599], Speed: 17.703 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4699], Speed: 17.624 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4799], Speed: 17.595 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4899], Speed: 17.563 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 4999], Speed: 17.394 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5099], Speed: 17.502 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5199], Speed: 17.427 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.288,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5299], Speed: 17.505 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5399], Speed: 17.354 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5499], Speed: 17.676 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5599], Speed: 17.441 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5699], Speed: 17.386 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.909,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5799], Speed: 17.413 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5899], Speed: 17.140 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 5999], Speed: 17.459 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6099], Speed: 17.350 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6199], Speed: 17.252 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6299], Speed: 17.324 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6399], Speed: 17.534 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6499], Speed: 17.371 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6599], Speed: 17.526 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6699], Speed: 17.408 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6799], Speed: 17.534 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6899], Speed: 17.808 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 6999], Speed: 17.645 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 7099], Speed: 17.716 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.908,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 7199], Speed: 17.649 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 7299], Speed: 17.435 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 18][Batch 7399], Speed: 17.587 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7499], Speed: 17.803 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7599], Speed: 17.551 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7699], Speed: 17.755 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7799], Speed: 17.681 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7899], Speed: 17.752 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 7999], Speed: 17.482 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8099], Speed: 17.685 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8199], Speed: 17.633 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8299], Speed: 17.711 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8399], Speed: 17.780 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.907,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8499], Speed: 17.869 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8599], Speed: 17.719 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8699], Speed: 17.607 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8799], Speed: 17.560 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8899], Speed: 17.452 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 8999], Speed: 17.587 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9099], Speed: 17.488 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9199], Speed: 17.762 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9299], Speed: 17.509 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9399], Speed: 17.784 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9499], Speed: 17.701 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9599], Speed: 17.483 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9699], Speed: 17.695 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9799], Speed: 17.684 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.906,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9899], Speed: 17.884 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 9999], Speed: 17.785 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10099], Speed: 17.746 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10199], Speed: 17.653 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.287,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10299], Speed: 17.733 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10399], Speed: 17.569 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.920,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10499], Speed: 17.465 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10599], Speed: 17.554 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10699], Speed: 17.535 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10799], Speed: 17.514 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10899], Speed: 17.323 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 10999], Speed: 17.696 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11099], Speed: 17.689 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11199], Speed: 17.492 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11299], Speed: 17.555 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.905,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11399], Speed: 17.574 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11499], Speed: 17.589 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11599], Speed: 17.784 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11699], Speed: 17.470 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11799], Speed: 17.579 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11899], Speed: 17.665 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 11999], Speed: 17.730 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12099], Speed: 17.639 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12199], Speed: 17.560 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12299], Speed: 17.430 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12399], Speed: 17.756 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12499], Speed: 17.582 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12599], Speed: 17.495 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12699], Speed: 17.583 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.904,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12799], Speed: 17.720 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12899], Speed: 17.673 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 12999], Speed: 17.981 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13099], Speed: 17.441 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13199], Speed: 17.452 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13299], Speed: 17.403 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13399], Speed: 17.382 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13499], Speed: 17.299 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13599], Speed: 17.314 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13699], Speed: 17.194 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13799], Speed: 17.384 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13899], Speed: 17.766 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 13999], Speed: 17.908 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14099], Speed: 17.953 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.903,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14199], Speed: 17.540 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14299], Speed: 17.618 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14399], Speed: 17.733 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14499], Speed: 17.634 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.865,MaskFGAcc=0.494 [Epoch 18][Batch 14599], Speed: 17.598 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.260,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 18] Training cost: 6670.886, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.260 [Epoch 18] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0018_0.0000.params [Epoch 19][Batch 99], Speed: 16.716 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.103,RCNN_Mask=0.255,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 199], Speed: 17.397 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 299], Speed: 17.780 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 399], Speed: 17.690 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.286,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 499], Speed: 17.717 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 599], Speed: 17.996 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 19][Batch 699], Speed: 17.443 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 799], Speed: 17.410 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.103,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.902,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 899], Speed: 17.707 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 999], Speed: 17.309 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1099], Speed: 17.342 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1199], Speed: 17.336 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1299], Speed: 17.495 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1399], Speed: 17.557 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1499], Speed: 17.543 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1599], Speed: 17.578 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1699], Speed: 17.504 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1799], Speed: 17.491 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1899], Speed: 17.462 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 1999], Speed: 17.649 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2099], Speed: 17.746 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2199], Speed: 17.646 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.901,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2299], Speed: 17.748 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2399], Speed: 17.665 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2499], Speed: 17.485 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2599], Speed: 17.523 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2699], Speed: 17.561 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2799], Speed: 17.462 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2899], Speed: 17.434 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 2999], Speed: 17.406 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3099], Speed: 17.550 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3199], Speed: 17.545 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3299], Speed: 17.563 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3399], Speed: 17.628 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3499], Speed: 17.530 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3599], Speed: 17.497 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.900,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3699], Speed: 17.482 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3799], Speed: 17.629 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3899], Speed: 17.504 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 3999], Speed: 17.485 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4099], Speed: 17.564 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4199], Speed: 17.562 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4299], Speed: 17.653 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4399], Speed: 17.433 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4499], Speed: 17.339 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4599], Speed: 17.586 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4699], Speed: 17.642 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4799], Speed: 17.557 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4899], Speed: 17.480 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 4999], Speed: 17.638 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.899,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5099], Speed: 17.571 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5199], Speed: 17.596 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5299], Speed: 17.470 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5399], Speed: 17.509 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.285,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5499], Speed: 17.480 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5599], Speed: 17.545 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5699], Speed: 17.518 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5799], Speed: 17.455 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5899], Speed: 17.735 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 5999], Speed: 17.379 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6099], Speed: 17.290 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6199], Speed: 17.511 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6299], Speed: 17.429 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6399], Speed: 17.381 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.898,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6499], Speed: 17.406 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6599], Speed: 17.511 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6699], Speed: 17.551 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6799], Speed: 17.698 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6899], Speed: 17.694 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 6999], Speed: 17.586 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7099], Speed: 17.905 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7199], Speed: 17.650 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7299], Speed: 17.633 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7399], Speed: 17.263 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7499], Speed: 17.249 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7599], Speed: 17.364 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7699], Speed: 17.513 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7799], Speed: 17.303 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7899], Speed: 17.445 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.897,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 7999], Speed: 17.390 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 8099], Speed: 17.496 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 8199], Speed: 17.476 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 8299], Speed: 17.773 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 8399], Speed: 17.650 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.493 [Epoch 19][Batch 8499], Speed: 17.566 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 8599], Speed: 17.587 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 8699], Speed: 17.740 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 8799], Speed: 17.521 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 8899], Speed: 17.411 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 8999], Speed: 17.514 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9099], Speed: 17.264 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9199], Speed: 17.709 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9299], Speed: 17.701 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9399], Speed: 17.605 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.896,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9499], Speed: 17.500 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9599], Speed: 17.425 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9699], Speed: 17.791 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9799], Speed: 17.610 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9899], Speed: 17.303 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 9999], Speed: 17.544 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10099], Speed: 17.408 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10199], Speed: 17.318 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10299], Speed: 17.359 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10399], Speed: 17.290 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10499], Speed: 17.514 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10599], Speed: 17.421 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10699], Speed: 17.359 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.284,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10799], Speed: 17.378 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10899], Speed: 17.486 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.895,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 10999], Speed: 17.584 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11099], Speed: 17.483 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11199], Speed: 17.419 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11299], Speed: 17.515 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11399], Speed: 17.490 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11499], Speed: 17.367 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11599], Speed: 17.668 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11699], Speed: 17.628 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11799], Speed: 17.346 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11899], Speed: 17.719 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 11999], Speed: 17.465 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12099], Speed: 17.478 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12199], Speed: 17.689 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12299], Speed: 17.645 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12399], Speed: 17.549 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12499], Speed: 17.613 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.894,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12599], Speed: 17.469 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12699], Speed: 17.801 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12799], Speed: 17.764 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12899], Speed: 17.771 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 12999], Speed: 17.935 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13099], Speed: 17.783 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13199], Speed: 17.742 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13299], Speed: 17.828 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13399], Speed: 17.689 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13499], Speed: 17.674 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13599], Speed: 17.640 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13699], Speed: 17.575 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13799], Speed: 17.594 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13899], Speed: 17.575 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 13999], Speed: 17.397 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.893,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14099], Speed: 17.728 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14199], Speed: 17.554 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.921,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14299], Speed: 17.504 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14399], Speed: 17.520 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14499], Speed: 17.527 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19][Batch 14599], Speed: 17.495 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 19] Training cost: 6686.952, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.102,RCNN_Mask=0.258 [Epoch 19] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.199 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671 ~~~~ Mean AP for bbox ~~~~ =34.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.157 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.277 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.470 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.620 ~~~~ Mean AP for segm ~~~~ =30.4 [Epoch 19] mAP 30.4 higher than current best [29.9] saving to mask_rcnn_fpn_resnet18_v1b_coco_best.params [Epoch 19] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0019_30.4000.params [Epoch 20][Batch 99], Speed: 17.234 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.102,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 199], Speed: 17.885 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 299], Speed: 17.963 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.102,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 399], Speed: 18.015 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 499], Speed: 17.891 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 599], Speed: 18.039 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.259,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 699], Speed: 17.874 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.259,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 799], Speed: 17.975 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.892,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 899], Speed: 17.861 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 999], Speed: 18.112 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1099], Speed: 17.877 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1199], Speed: 18.047 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.101,RCNN_Mask=0.258,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1299], Speed: 17.812 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1399], Speed: 17.850 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.283,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1499], Speed: 17.930 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1599], Speed: 17.696 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.492 [Epoch 20][Batch 1699], Speed: 18.020 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 1799], Speed: 17.939 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 1899], Speed: 18.031 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 1999], Speed: 18.088 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2099], Speed: 17.900 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2199], Speed: 18.085 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2299], Speed: 17.926 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.891,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2399], Speed: 17.964 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2499], Speed: 17.842 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2599], Speed: 17.873 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2699], Speed: 17.905 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2799], Speed: 18.030 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2899], Speed: 17.978 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 2999], Speed: 18.078 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 3099], Speed: 17.999 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 3199], Speed: 17.905 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 3299], Speed: 17.958 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 3399], Speed: 17.846 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.866,MaskFGAcc=0.491 [Epoch 20][Batch 3499], Speed: 18.109 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 3599], Speed: 17.968 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 3699], Speed: 18.221 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 3799], Speed: 18.002 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.890,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 3899], Speed: 18.136 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 3999], Speed: 18.182 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4099], Speed: 17.937 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4199], Speed: 17.965 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4299], Speed: 18.027 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4399], Speed: 18.146 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4499], Speed: 18.099 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4599], Speed: 18.089 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4699], Speed: 17.975 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4799], Speed: 18.086 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4899], Speed: 18.195 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 4999], Speed: 17.998 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5099], Speed: 18.193 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5199], Speed: 18.098 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5299], Speed: 18.005 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.889,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5399], Speed: 17.971 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5499], Speed: 17.848 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5599], Speed: 18.174 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5699], Speed: 18.243 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5799], Speed: 18.184 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5899], Speed: 18.188 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 5999], Speed: 17.985 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6099], Speed: 17.964 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6199], Speed: 17.924 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6299], Speed: 18.209 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6399], Speed: 18.076 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6499], Speed: 17.930 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6599], Speed: 18.137 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6699], Speed: 17.793 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6799], Speed: 18.055 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.282,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6899], Speed: 17.866 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.888,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 6999], Speed: 18.103 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7099], Speed: 18.125 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7199], Speed: 18.105 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7299], Speed: 18.087 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7399], Speed: 18.310 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7499], Speed: 18.141 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7599], Speed: 18.112 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7699], Speed: 18.142 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7799], Speed: 18.113 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7899], Speed: 18.246 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 7999], Speed: 17.964 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8099], Speed: 17.832 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8199], Speed: 18.241 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8299], Speed: 17.833 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8399], Speed: 17.947 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.887,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8499], Speed: 18.016 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8599], Speed: 18.034 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8699], Speed: 17.998 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8799], Speed: 18.236 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8899], Speed: 18.020 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 8999], Speed: 17.995 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9099], Speed: 18.088 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9199], Speed: 18.183 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9299], Speed: 18.006 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9399], Speed: 18.281 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9499], Speed: 17.978 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9599], Speed: 18.032 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.491 [Epoch 20][Batch 9699], Speed: 18.021 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 9799], Speed: 18.042 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 9899], Speed: 17.832 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 9999], Speed: 18.067 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.886,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10099], Speed: 18.023 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10199], Speed: 17.985 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10299], Speed: 17.984 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10399], Speed: 17.960 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10499], Speed: 18.127 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10599], Speed: 17.980 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10699], Speed: 17.939 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10799], Speed: 18.050 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10899], Speed: 18.001 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 10999], Speed: 18.153 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11099], Speed: 17.908 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11199], Speed: 18.189 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11299], Speed: 17.793 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11399], Speed: 18.123 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11499], Speed: 17.970 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11599], Speed: 18.233 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.885,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11699], Speed: 18.102 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11799], Speed: 17.883 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11899], Speed: 17.928 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 11999], Speed: 17.855 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12099], Speed: 18.100 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12199], Speed: 17.994 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12299], Speed: 17.936 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12399], Speed: 18.026 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.985,RPNL1Loss=0.281,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12499], Speed: 17.837 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12599], Speed: 18.104 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12699], Speed: 17.948 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12799], Speed: 17.997 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12899], Speed: 17.996 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 12999], Speed: 18.099 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13099], Speed: 18.028 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13199], Speed: 17.824 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.884,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13299], Speed: 17.979 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13399], Speed: 18.231 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13499], Speed: 18.009 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13599], Speed: 17.825 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13699], Speed: 17.927 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13799], Speed: 17.994 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13899], Speed: 18.174 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 13999], Speed: 18.047 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14099], Speed: 18.091 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14199], Speed: 18.175 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14299], Speed: 18.314 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14399], Speed: 17.891 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14499], Speed: 18.190 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20][Batch 14599], Speed: 17.967 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 20] Training cost: 6508.488, RPN_Conf=0.023,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.101,RCNN_Mask=0.257 [Epoch 20] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0020_0.0000.params [Epoch 21][Batch 99], Speed: 16.983 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 199], Speed: 18.041 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.883,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 299], Speed: 18.188 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 399], Speed: 17.868 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 499], Speed: 18.106 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 599], Speed: 17.966 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 699], Speed: 18.164 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 799], Speed: 18.262 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 899], Speed: 18.050 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 999], Speed: 17.816 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1099], Speed: 17.922 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1199], Speed: 17.921 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1299], Speed: 18.061 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1399], Speed: 18.018 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1499], Speed: 17.922 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1599], Speed: 18.070 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1699], Speed: 18.044 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1799], Speed: 17.995 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.882,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1899], Speed: 18.057 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 1999], Speed: 18.045 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2099], Speed: 18.154 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2199], Speed: 18.015 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2299], Speed: 18.079 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2399], Speed: 18.201 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2499], Speed: 17.910 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2599], Speed: 18.001 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2699], Speed: 18.122 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2799], Speed: 18.103 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.490 [Epoch 21][Batch 2899], Speed: 18.221 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 2999], Speed: 18.088 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3099], Speed: 18.064 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3199], Speed: 17.886 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.257,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3299], Speed: 17.808 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3399], Speed: 17.917 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.881,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3499], Speed: 18.152 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3599], Speed: 18.137 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.280,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3699], Speed: 17.970 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3799], Speed: 17.838 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3899], Speed: 17.828 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 3999], Speed: 18.034 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4099], Speed: 17.953 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4199], Speed: 18.013 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4299], Speed: 18.079 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4399], Speed: 18.297 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4499], Speed: 17.912 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4599], Speed: 17.765 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4699], Speed: 17.930 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.922,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4799], Speed: 18.078 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4899], Speed: 18.122 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 4999], Speed: 18.045 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5099], Speed: 17.985 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.880,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5199], Speed: 18.160 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5299], Speed: 18.123 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5399], Speed: 18.188 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5499], Speed: 18.104 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5599], Speed: 18.020 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5699], Speed: 18.190 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5799], Speed: 18.010 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5899], Speed: 17.910 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 5999], Speed: 18.097 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6099], Speed: 17.846 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6199], Speed: 18.019 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6299], Speed: 18.024 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6399], Speed: 18.070 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6499], Speed: 18.107 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6599], Speed: 18.288 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6699], Speed: 17.910 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.879,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6799], Speed: 18.118 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6899], Speed: 18.050 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 6999], Speed: 18.001 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7099], Speed: 18.064 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7199], Speed: 18.007 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7299], Speed: 18.014 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7399], Speed: 17.996 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7499], Speed: 18.014 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7599], Speed: 17.944 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7699], Speed: 18.060 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7799], Speed: 18.037 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7899], Speed: 18.033 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 7999], Speed: 18.213 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8099], Speed: 18.145 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8199], Speed: 18.304 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8299], Speed: 18.084 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8399], Speed: 17.980 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.878,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8499], Speed: 18.145 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8599], Speed: 18.153 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8699], Speed: 18.052 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8799], Speed: 17.888 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8899], Speed: 17.853 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 8999], Speed: 17.971 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 9099], Speed: 17.966 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.867,MaskFGAcc=0.489 [Epoch 21][Batch 9199], Speed: 17.870 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9299], Speed: 17.777 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9399], Speed: 18.041 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9499], Speed: 18.089 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.279,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9599], Speed: 17.947 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9699], Speed: 17.884 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9799], Speed: 18.064 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9899], Speed: 18.116 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 9999], Speed: 18.118 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10099], Speed: 18.135 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.877,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10199], Speed: 18.086 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10299], Speed: 17.977 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10399], Speed: 18.061 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10499], Speed: 17.927 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10599], Speed: 17.883 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10699], Speed: 18.394 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10799], Speed: 18.167 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10899], Speed: 18.174 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 10999], Speed: 18.393 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 11099], Speed: 18.392 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.489 [Epoch 21][Batch 11199], Speed: 18.022 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11299], Speed: 18.079 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11399], Speed: 18.186 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11499], Speed: 18.101 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11599], Speed: 17.816 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11699], Speed: 17.695 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11799], Speed: 18.003 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.876,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11899], Speed: 17.911 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 11999], Speed: 18.082 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12099], Speed: 18.141 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12199], Speed: 18.142 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12299], Speed: 18.064 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12399], Speed: 17.914 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12499], Speed: 17.644 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12599], Speed: 18.044 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12699], Speed: 17.998 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12799], Speed: 18.153 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12899], Speed: 18.051 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 12999], Speed: 17.954 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13099], Speed: 17.839 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13199], Speed: 17.935 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13299], Speed: 17.893 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13399], Speed: 18.151 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13499], Speed: 17.890 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.875,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13599], Speed: 17.906 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13699], Speed: 17.904 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13799], Speed: 17.842 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13899], Speed: 17.779 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 13999], Speed: 17.748 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14099], Speed: 18.066 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14199], Speed: 17.902 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14299], Speed: 17.758 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14399], Speed: 17.951 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14499], Speed: 18.022 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21][Batch 14599], Speed: 17.992 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 21] Training cost: 6508.837, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.256 [Epoch 21] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.200 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.373 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.457 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.301 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.375 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.665 ~~~~ Mean AP for bbox ~~~~ =34.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.157 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.436 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.493 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 ~~~~ Mean AP for segm ~~~~ =30.4 [Epoch 21] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0021_30.4000.params [Epoch 22][Batch 99], Speed: 17.351 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 199], Speed: 18.139 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 299], Speed: 18.023 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.101,RCNN_Mask=0.256,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 399], Speed: 17.886 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.102,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 499], Speed: 18.044 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 599], Speed: 17.861 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.874,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 699], Speed: 17.831 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 799], Speed: 17.744 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 899], Speed: 17.812 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 999], Speed: 17.982 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.278,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1099], Speed: 17.832 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1199], Speed: 17.687 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1299], Speed: 17.965 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1399], Speed: 17.957 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1499], Speed: 17.960 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1599], Speed: 17.983 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1699], Speed: 17.957 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1799], Speed: 17.855 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1899], Speed: 17.753 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 1999], Speed: 18.061 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2099], Speed: 17.925 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2199], Speed: 17.835 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2299], Speed: 17.942 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.873,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2399], Speed: 17.797 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2499], Speed: 17.910 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.101,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2599], Speed: 17.950 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2699], Speed: 17.858 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2799], Speed: 18.004 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2899], Speed: 17.986 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 2999], Speed: 17.690 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3099], Speed: 17.696 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3199], Speed: 18.033 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3299], Speed: 17.830 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3399], Speed: 17.810 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3499], Speed: 17.895 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3599], Speed: 18.098 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3699], Speed: 17.859 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3799], Speed: 17.908 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3899], Speed: 17.846 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 3999], Speed: 18.208 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.872,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4099], Speed: 18.139 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4199], Speed: 18.147 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4299], Speed: 18.046 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4399], Speed: 17.821 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4499], Speed: 17.848 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4599], Speed: 18.014 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4699], Speed: 17.870 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4799], Speed: 17.866 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4899], Speed: 17.789 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 4999], Speed: 17.765 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 5099], Speed: 17.922 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 5199], Speed: 18.063 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 5299], Speed: 17.018 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.488 [Epoch 22][Batch 5399], Speed: 17.915 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5499], Speed: 17.746 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5599], Speed: 17.650 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5699], Speed: 17.485 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.871,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5799], Speed: 17.403 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5899], Speed: 17.587 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 5999], Speed: 17.647 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6099], Speed: 17.749 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6199], Speed: 17.826 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6299], Speed: 17.734 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6399], Speed: 17.798 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6499], Speed: 17.731 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6599], Speed: 17.856 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6699], Speed: 17.844 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6799], Speed: 17.831 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6899], Speed: 17.697 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 6999], Speed: 17.745 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7099], Speed: 17.845 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7199], Speed: 17.786 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.277,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7299], Speed: 17.724 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7399], Speed: 17.980 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.870,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7499], Speed: 17.901 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7599], Speed: 17.935 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7699], Speed: 17.926 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7799], Speed: 17.767 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7899], Speed: 17.813 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 7999], Speed: 17.770 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8099], Speed: 18.057 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8199], Speed: 17.925 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8299], Speed: 18.109 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8399], Speed: 17.684 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8499], Speed: 17.967 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8599], Speed: 17.938 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8699], Speed: 18.034 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8799], Speed: 17.889 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8899], Speed: 17.998 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 8999], Speed: 18.108 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9099], Speed: 17.964 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9199], Speed: 17.811 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9299], Speed: 17.885 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.869,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9399], Speed: 17.718 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9499], Speed: 17.616 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9599], Speed: 17.782 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9699], Speed: 17.883 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9799], Speed: 18.064 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9899], Speed: 17.945 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 9999], Speed: 17.876 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10099], Speed: 17.905 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10199], Speed: 17.990 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10299], Speed: 17.869 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10399], Speed: 17.783 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10499], Speed: 18.018 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10599], Speed: 18.056 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10699], Speed: 18.010 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10799], Speed: 17.722 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10899], Speed: 17.892 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 10999], Speed: 18.059 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11099], Speed: 17.838 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.868,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11199], Speed: 17.785 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11299], Speed: 17.783 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11399], Speed: 17.988 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11499], Speed: 17.786 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.923,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11599], Speed: 17.708 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11699], Speed: 17.647 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11799], Speed: 17.694 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11899], Speed: 17.836 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 11999], Speed: 17.796 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12099], Speed: 17.815 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12199], Speed: 17.790 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12299], Speed: 17.712 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12399], Speed: 18.082 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12499], Speed: 17.804 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12599], Speed: 17.897 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12699], Speed: 17.836 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12799], Speed: 17.834 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12899], Speed: 17.650 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 12999], Speed: 17.951 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.867,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13099], Speed: 17.730 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13199], Speed: 17.793 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13299], Speed: 17.966 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13399], Speed: 17.857 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13499], Speed: 18.163 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13599], Speed: 17.674 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13699], Speed: 18.022 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13799], Speed: 18.021 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.276,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13899], Speed: 17.876 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 13999], Speed: 17.568 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 14099], Speed: 17.950 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 14199], Speed: 17.863 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 14299], Speed: 18.149 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.487 [Epoch 22][Batch 14399], Speed: 17.954 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 22][Batch 14499], Speed: 17.969 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 22][Batch 14599], Speed: 17.813 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 22] Training cost: 6565.457, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.100,RCNN_Mask=0.255 [Epoch 22] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0022_0.0000.params [Epoch 23] Set learning rate to 0.0001 [Epoch 23][Batch 99], Speed: 17.530 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.866,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 199], Speed: 18.251 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 299], Speed: 17.862 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 399], Speed: 18.105 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 499], Speed: 18.023 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 599], Speed: 17.850 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 699], Speed: 18.155 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 799], Speed: 18.028 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 899], Speed: 17.890 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 999], Speed: 17.975 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1099], Speed: 17.841 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1199], Speed: 17.789 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1299], Speed: 17.925 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1399], Speed: 18.146 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.099,RCNN_Mask=0.255,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1499], Speed: 17.964 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1599], Speed: 18.225 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1699], Speed: 17.964 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1799], Speed: 18.026 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.865,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1899], Speed: 17.921 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 1999], Speed: 18.035 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 2099], Speed: 18.011 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 2199], Speed: 17.985 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.868,MaskFGAcc=0.486 [Epoch 23][Batch 2299], Speed: 18.022 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2399], Speed: 18.047 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2499], Speed: 18.249 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2599], Speed: 18.028 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2699], Speed: 18.144 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2799], Speed: 17.984 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2899], Speed: 18.084 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 2999], Speed: 18.041 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3099], Speed: 18.049 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3199], Speed: 18.046 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3299], Speed: 18.065 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3399], Speed: 18.029 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3499], Speed: 17.959 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3599], Speed: 18.101 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.864,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3699], Speed: 18.096 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3799], Speed: 18.100 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3899], Speed: 18.065 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 3999], Speed: 17.907 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4099], Speed: 17.884 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4199], Speed: 17.936 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4299], Speed: 18.045 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4399], Speed: 18.032 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4499], Speed: 17.933 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4599], Speed: 18.034 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4699], Speed: 18.042 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4799], Speed: 17.846 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4899], Speed: 18.014 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 4999], Speed: 17.878 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5099], Speed: 17.875 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5199], Speed: 18.108 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5299], Speed: 18.010 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.863,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5399], Speed: 18.157 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.275,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5499], Speed: 18.034 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5599], Speed: 17.797 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5699], Speed: 18.099 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5799], Speed: 18.233 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5899], Speed: 17.977 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 5999], Speed: 17.796 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6099], Speed: 17.846 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6199], Speed: 17.790 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6299], Speed: 17.970 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6399], Speed: 17.905 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6499], Speed: 17.784 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6599], Speed: 17.754 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6699], Speed: 17.856 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6799], Speed: 17.843 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6899], Speed: 17.626 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 6999], Speed: 17.760 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.862,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7099], Speed: 17.738 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7199], Speed: 17.816 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7299], Speed: 17.843 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7399], Speed: 17.877 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7499], Speed: 18.014 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7599], Speed: 17.760 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7699], Speed: 17.560 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7799], Speed: 17.718 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7899], Speed: 17.655 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 7999], Speed: 17.759 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 8099], Speed: 17.890 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 8199], Speed: 17.936 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.486 [Epoch 23][Batch 8299], Speed: 17.959 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8399], Speed: 17.937 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8499], Speed: 18.026 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8599], Speed: 17.982 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8699], Speed: 17.896 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8799], Speed: 18.170 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.861,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8899], Speed: 18.054 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 8999], Speed: 17.906 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9099], Speed: 17.983 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9199], Speed: 17.990 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9299], Speed: 18.034 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9399], Speed: 18.134 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9499], Speed: 18.016 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9599], Speed: 18.090 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9699], Speed: 18.035 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9799], Speed: 18.014 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9899], Speed: 17.990 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 9999], Speed: 18.046 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10099], Speed: 17.830 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10199], Speed: 17.668 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10299], Speed: 17.681 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10399], Speed: 17.834 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10499], Speed: 17.691 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.860,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10599], Speed: 17.867 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10699], Speed: 17.820 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10799], Speed: 17.817 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10899], Speed: 17.672 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 10999], Speed: 17.967 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11099], Speed: 17.917 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11199], Speed: 17.805 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11299], Speed: 18.056 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11399], Speed: 18.054 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11499], Speed: 18.022 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11599], Speed: 18.020 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11699], Speed: 17.783 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.274,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11799], Speed: 17.730 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11899], Speed: 17.754 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 11999], Speed: 17.849 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12099], Speed: 17.742 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12199], Speed: 17.775 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12299], Speed: 17.842 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.859,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12399], Speed: 17.987 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12499], Speed: 17.840 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12599], Speed: 17.765 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12699], Speed: 17.919 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12799], Speed: 17.941 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12899], Speed: 17.912 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 12999], Speed: 17.847 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13099], Speed: 17.964 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13199], Speed: 17.860 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13299], Speed: 17.816 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13399], Speed: 17.843 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13499], Speed: 17.659 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13599], Speed: 17.804 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13699], Speed: 17.893 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13799], Speed: 17.638 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13899], Speed: 18.129 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 13999], Speed: 17.859 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14099], Speed: 17.659 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14199], Speed: 17.780 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.858,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14299], Speed: 17.687 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14399], Speed: 17.783 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14499], Speed: 17.703 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23][Batch 14599], Speed: 17.907 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 23] Training cost: 6543.601, RPN_Conf=0.021,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.252 [Epoch 23] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.374 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.463 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.674 ~~~~ Mean AP for bbox ~~~~ =34.9 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.314 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.160 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.424 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.436 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.306 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.611 ~~~~ Mean AP for segm ~~~~ =30.4 [Epoch 23] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0023_30.4000.params [Epoch 24][Batch 99], Speed: 17.541 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.101,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 199], Speed: 18.148 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RCNN_Mask=0.249,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 299], Speed: 17.960 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 399], Speed: 17.905 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 499], Speed: 17.966 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 599], Speed: 17.907 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 699], Speed: 18.126 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 799], Speed: 17.998 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 899], Speed: 18.010 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.096,RCNN_Mask=0.250,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 999], Speed: 17.872 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1099], Speed: 17.750 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1199], Speed: 17.557 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1299], Speed: 17.661 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.857,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1399], Speed: 17.709 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1499], Speed: 17.882 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1599], Speed: 17.755 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1699], Speed: 17.899 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1799], Speed: 17.809 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1899], Speed: 18.052 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 1999], Speed: 17.820 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2099], Speed: 17.729 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.251,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2199], Speed: 17.843 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2299], Speed: 17.912 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2399], Speed: 18.229 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2499], Speed: 17.963 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2599], Speed: 17.983 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.485 [Epoch 24][Batch 2699], Speed: 17.783 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 2799], Speed: 18.101 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 2899], Speed: 18.104 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 2999], Speed: 18.028 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3099], Speed: 18.015 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.856,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3199], Speed: 17.903 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3299], Speed: 18.081 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3399], Speed: 18.134 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3499], Speed: 18.064 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3599], Speed: 18.130 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3699], Speed: 18.023 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.273,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3799], Speed: 18.015 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3899], Speed: 17.937 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 3999], Speed: 17.857 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4099], Speed: 17.935 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4199], Speed: 18.021 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4299], Speed: 17.910 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.924,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4399], Speed: 17.934 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4499], Speed: 17.810 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4599], Speed: 17.865 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4699], Speed: 17.914 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4799], Speed: 17.895 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4899], Speed: 17.955 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 4999], Speed: 18.024 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.855,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5099], Speed: 17.972 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5199], Speed: 17.911 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5299], Speed: 18.044 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5399], Speed: 17.803 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5499], Speed: 17.874 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5599], Speed: 17.751 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5699], Speed: 17.909 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5799], Speed: 17.750 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5899], Speed: 17.599 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 5999], Speed: 17.801 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6099], Speed: 17.779 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6199], Speed: 18.016 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6299], Speed: 17.893 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6399], Speed: 17.834 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6499], Speed: 17.847 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6599], Speed: 18.066 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6699], Speed: 17.949 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6799], Speed: 17.834 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6899], Speed: 17.851 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.854,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 6999], Speed: 18.057 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7099], Speed: 17.876 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7199], Speed: 17.829 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7299], Speed: 17.938 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7399], Speed: 17.817 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7499], Speed: 17.795 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7599], Speed: 17.947 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7699], Speed: 18.003 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7799], Speed: 17.946 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7899], Speed: 17.930 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 7999], Speed: 18.111 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8099], Speed: 17.942 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8199], Speed: 17.835 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8299], Speed: 17.903 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8399], Speed: 18.058 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8499], Speed: 18.036 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8599], Speed: 17.854 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8699], Speed: 17.853 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8799], Speed: 17.772 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.853,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8899], Speed: 17.918 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 8999], Speed: 18.049 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9099], Speed: 18.010 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9199], Speed: 18.001 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9299], Speed: 18.334 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9399], Speed: 17.873 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.986,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9499], Speed: 17.767 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9599], Speed: 18.213 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9699], Speed: 18.279 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9799], Speed: 18.054 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9899], Speed: 18.137 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 9999], Speed: 18.101 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10099], Speed: 17.588 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10199], Speed: 17.687 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10299], Speed: 17.515 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10399], Speed: 17.160 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10499], Speed: 17.642 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10599], Speed: 17.561 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10699], Speed: 17.759 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10799], Speed: 17.555 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.852,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10899], Speed: 17.571 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 10999], Speed: 17.497 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 11099], Speed: 17.484 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 11199], Speed: 17.682 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 11299], Speed: 17.464 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.869,MaskFGAcc=0.484 [Epoch 24][Batch 11399], Speed: 17.640 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.484 [Epoch 24][Batch 11499], Speed: 17.738 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.484 [Epoch 24][Batch 11599], Speed: 17.511 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.484 [Epoch 24][Batch 11699], Speed: 17.565 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.484 [Epoch 24][Batch 11799], Speed: 17.549 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.484 [Epoch 24][Batch 11899], Speed: 17.783 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 11999], Speed: 17.499 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12099], Speed: 16.729 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12199], Speed: 17.563 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12299], Speed: 17.628 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12399], Speed: 17.604 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12499], Speed: 17.515 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12599], Speed: 17.626 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12699], Speed: 17.624 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.851,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12799], Speed: 17.604 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12899], Speed: 17.635 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 12999], Speed: 17.642 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13099], Speed: 17.806 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13199], Speed: 17.700 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13299], Speed: 17.681 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13399], Speed: 17.535 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13499], Speed: 17.437 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13599], Speed: 17.389 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13699], Speed: 17.368 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13799], Speed: 17.455 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13899], Speed: 17.482 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 13999], Speed: 17.421 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14099], Speed: 17.410 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14199], Speed: 17.461 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14299], Speed: 17.535 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14399], Speed: 17.669 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14499], Speed: 17.704 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24][Batch 14599], Speed: 17.503 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.850,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 24] Training cost: 6585.127, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252 [Epoch 24] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0024_0.0000.params [Epoch 25][Batch 99], Speed: 16.714 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.096,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 199], Speed: 17.483 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 299], Speed: 17.465 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 399], Speed: 17.615 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 499], Speed: 17.542 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 599], Speed: 17.593 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 699], Speed: 17.349 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 799], Speed: 17.355 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.099,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 899], Speed: 17.644 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 999], Speed: 17.580 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.254,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1099], Speed: 17.891 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1199], Speed: 17.568 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1299], Speed: 17.447 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1399], Speed: 17.351 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1499], Speed: 17.397 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1599], Speed: 17.322 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1699], Speed: 17.487 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1799], Speed: 17.696 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1899], Speed: 17.792 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 1999], Speed: 17.785 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.849,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2099], Speed: 17.837 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2199], Speed: 17.608 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2299], Speed: 17.579 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2399], Speed: 17.659 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2499], Speed: 17.825 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2599], Speed: 17.655 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2699], Speed: 17.579 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2799], Speed: 17.657 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.253,RPNAcc=0.987,RPNL1Loss=0.271,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2899], Speed: 17.597 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 2999], Speed: 17.515 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3099], Speed: 17.555 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3199], Speed: 17.674 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3299], Speed: 17.556 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3399], Speed: 17.712 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3499], Speed: 17.823 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3599], Speed: 17.678 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3699], Speed: 17.694 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3799], Speed: 17.365 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3899], Speed: 17.422 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 3999], Speed: 17.235 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.848,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4099], Speed: 17.369 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4199], Speed: 17.589 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4299], Speed: 17.477 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4399], Speed: 17.498 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4499], Speed: 17.489 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4599], Speed: 17.507 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4699], Speed: 17.712 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4799], Speed: 17.426 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4899], Speed: 17.481 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.098,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 4999], Speed: 17.479 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5099], Speed: 17.635 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5199], Speed: 17.561 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5299], Speed: 17.700 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5399], Speed: 17.488 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5499], Speed: 17.584 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5599], Speed: 18.072 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5699], Speed: 17.901 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5799], Speed: 17.507 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5899], Speed: 16.636 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 5999], Speed: 17.859 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.847,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6099], Speed: 17.761 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6199], Speed: 17.800 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6299], Speed: 17.696 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6399], Speed: 17.486 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6499], Speed: 17.580 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6599], Speed: 17.629 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6699], Speed: 17.687 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.483 [Epoch 25][Batch 6799], Speed: 17.714 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 6899], Speed: 17.570 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 6999], Speed: 17.630 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7099], Speed: 17.744 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7199], Speed: 17.617 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7299], Speed: 17.702 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7399], Speed: 17.748 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7499], Speed: 17.752 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7599], Speed: 17.695 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7699], Speed: 17.644 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7799], Speed: 17.722 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7899], Speed: 17.530 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 7999], Speed: 17.392 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.846,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8099], Speed: 17.342 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8199], Speed: 17.406 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8299], Speed: 17.618 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8399], Speed: 17.628 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8499], Speed: 17.718 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8599], Speed: 17.505 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8699], Speed: 17.621 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8799], Speed: 17.434 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8899], Speed: 17.398 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 8999], Speed: 17.585 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9099], Speed: 17.605 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9199], Speed: 17.274 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9299], Speed: 17.667 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9399], Speed: 17.792 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9499], Speed: 17.420 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9599], Speed: 17.492 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9699], Speed: 17.661 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9799], Speed: 17.855 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9899], Speed: 17.696 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 9999], Speed: 17.799 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10099], Speed: 17.739 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.270,RCNNAcc=0.925,RCNNL1Loss=0.845,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10199], Speed: 17.392 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10299], Speed: 17.362 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10399], Speed: 17.384 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10499], Speed: 17.471 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10599], Speed: 17.520 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10699], Speed: 17.711 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10799], Speed: 17.302 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10899], Speed: 17.665 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 10999], Speed: 17.506 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11099], Speed: 17.425 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11199], Speed: 17.330 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11299], Speed: 17.417 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11399], Speed: 17.542 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11499], Speed: 17.392 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11599], Speed: 17.582 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11699], Speed: 17.735 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11799], Speed: 17.523 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11899], Speed: 17.492 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 11999], Speed: 17.419 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12099], Speed: 17.732 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12199], Speed: 17.642 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.844,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12299], Speed: 17.588 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12399], Speed: 17.527 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12499], Speed: 17.786 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12599], Speed: 17.742 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12699], Speed: 17.567 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12799], Speed: 17.563 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12899], Speed: 17.420 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 12999], Speed: 17.542 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13099], Speed: 17.640 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13199], Speed: 17.474 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13299], Speed: 17.798 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13399], Speed: 17.791 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13499], Speed: 17.945 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13599], Speed: 17.568 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13699], Speed: 17.805 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13799], Speed: 17.622 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13899], Speed: 17.739 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.925,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 13999], Speed: 17.694 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14099], Speed: 17.649 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14199], Speed: 17.490 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14299], Speed: 17.593 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.843,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14399], Speed: 17.573 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.842,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14499], Speed: 18.017 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.842,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25][Batch 14599], Speed: 17.694 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252,RPNAcc=0.987,RPNL1Loss=0.269,RCNNAcc=0.926,RCNNL1Loss=0.842,MaskAcc=0.870,MaskFGAcc=0.482 [Epoch 25] Training cost: 6669.538, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.097,RCNN_Mask=0.252 [Epoch 25] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.201 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.302 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.666 ~~~~ Mean AP for bbox ~~~~ =34.8 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.159 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.424 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.275 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.610 ~~~~ Mean AP for segm ~~~~ =30.4 [Epoch 25] Saving parameters to mask_rcnn_fpn_resnet18_v1b_coco_0025_30.4000.params