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, mixup=False, momentum=0.9, network='resnet50_v1b', no_mixup_epochs=20, norm_layer=None, num_workers=4, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet50_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=1, 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_layers2_conv2_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers2_conv4_weight', 'resnetv1b_layers2_conv5_weight', 'resnetv1b_layers2_conv6_weight', 'resnetv1b_layers2_conv7_weight', 'resnetv1b_layers2_conv8_weight', 'resnetv1b_layers2_conv9_weight', 'resnetv1b_layers2_conv10_weight', 'resnetv1b_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers3_conv4_weight', 'resnetv1b_layers3_conv5_weight', 'resnetv1b_layers3_conv6_weight', 'resnetv1b_layers3_conv7_weight', 'resnetv1b_layers3_conv8_weight', 'resnetv1b_layers3_conv9_weight', 'resnetv1b_layers3_conv10_weight', 'resnetv1b_layers3_conv11_weight', 'resnetv1b_layers3_conv12_weight', 'resnetv1b_layers3_conv13_weight', 'resnetv1b_layers3_conv14_weight', 'resnetv1b_layers3_conv15_weight', 'resnetv1b_layers3_conv16_weight', 'resnetv1b_layers3_conv17_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv3_weight', 'resnetv1b_layers4_conv4_weight', 'resnetv1b_layers4_conv5_weight', 'resnetv1b_layers4_conv6_weight', 'resnetv1b_layers4_conv7_weight', 'resnetv1b_layers4_conv8_weight', 'P5_conv_lat_weight', 'P5_conv_lat_bias', 'P5_conv1_weight', 'P5_conv1_bias', 'P4_conv1_weight', 'P4_conv1_bias', 'P3_conv1_weight', 'P3_conv1_bias', 'P2_conv1_weight', 'P2_conv1_bias', 'P6_conv1_weight', 'P6_conv1_bias', 'dense0_weight', 'dense0_bias', 'dense1_weight', 'dense1_bias', 'fasterrcnn0_dense0_weight', 'fasterrcnn0_dense0_bias', 'fasterrcnn0_dense1_weight', 'fasterrcnn0_dense1_bias', 'fasterrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'fasterrcnn0_rpn0_rpnhead0_conv0_weight', 'fasterrcnn0_rpn0_rpnhead0_conv0_bias', 'fasterrcnn0_rpn0_rpnhead0_conv1_weight', 'fasterrcnn0_rpn0_rpnhead0_conv1_bias', 'fasterrcnn0_rpn0_rpnhead0_conv2_weight', 'fasterrcnn0_rpn0_rpnhead0_conv2_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 6.945 samples/sec, RPN_Conf=0.231,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.130,RPNAcc=0.899,RPNL1Loss=0.697,RCNNAcc=0.929,RCNNL1Loss=2.129 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 8.476 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.152,RPNAcc=0.922,RPNL1Loss=0.646,RCNNAcc=0.926,RCNNL1Loss=2.199 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 8.525 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.517,RCNN_SmoothL1=0.172,RPNAcc=0.932,RPNL1Loss=0.613,RCNNAcc=0.920,RCNNL1Loss=2.241 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 8.525 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.528,RCNN_SmoothL1=0.186,RPNAcc=0.939,RPNL1Loss=0.598,RCNNAcc=0.916,RCNNL1Loss=2.252 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 8.165 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.533,RCNN_SmoothL1=0.195,RPNAcc=0.943,RPNL1Loss=0.584,RCNNAcc=0.913,RCNNL1Loss=2.247 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 8.603 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.201,RPNAcc=0.946,RPNL1Loss=0.577,RCNNAcc=0.910,RCNNL1Loss=2.235 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 8.735 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.206,RPNAcc=0.949,RPNL1Loss=0.568,RCNNAcc=0.909,RCNNL1Loss=2.221 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 8.657 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.210,RPNAcc=0.951,RPNL1Loss=0.559,RCNNAcc=0.907,RCNNL1Loss=2.204 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 8.724 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.212,RPNAcc=0.953,RPNL1Loss=0.553,RCNNAcc=0.906,RCNNL1Loss=2.185 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 8.842 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.213,RPNAcc=0.954,RPNL1Loss=0.547,RCNNAcc=0.905,RCNNL1Loss=2.165 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 8.641 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.214,RPNAcc=0.955,RPNL1Loss=0.543,RCNNAcc=0.904,RCNNL1Loss=2.145 [Epoch 0][Batch 1199], Speed: 8.692 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.216,RPNAcc=0.956,RPNL1Loss=0.537,RCNNAcc=0.903,RCNNL1Loss=2.121 [Epoch 0][Batch 1299], Speed: 8.715 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.216,RPNAcc=0.957,RPNL1Loss=0.532,RCNNAcc=0.902,RCNNL1Loss=2.096 [Epoch 0][Batch 1399], Speed: 8.801 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.217,RPNAcc=0.958,RPNL1Loss=0.527,RCNNAcc=0.901,RCNNL1Loss=2.073 [Epoch 0][Batch 1499], Speed: 8.731 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.216,RPNAcc=0.958,RPNL1Loss=0.523,RCNNAcc=0.900,RCNNL1Loss=2.048 [Epoch 0][Batch 1599], Speed: 8.765 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.215,RPNAcc=0.959,RPNL1Loss=0.520,RCNNAcc=0.900,RCNNL1Loss=2.025 [Epoch 0][Batch 1699], Speed: 8.782 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.527,RCNN_SmoothL1=0.214,RPNAcc=0.960,RPNL1Loss=0.516,RCNNAcc=0.900,RCNNL1Loss=2.005 [Epoch 0][Batch 1799], Speed: 8.718 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.523,RCNN_SmoothL1=0.213,RPNAcc=0.960,RPNL1Loss=0.514,RCNNAcc=0.900,RCNNL1Loss=1.982 [Epoch 0][Batch 1899], Speed: 8.719 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.520,RCNN_SmoothL1=0.212,RPNAcc=0.961,RPNL1Loss=0.510,RCNNAcc=0.900,RCNNL1Loss=1.962 [Epoch 0][Batch 1999], Speed: 8.651 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.517,RCNN_SmoothL1=0.211,RPNAcc=0.961,RPNL1Loss=0.508,RCNNAcc=0.899,RCNNL1Loss=1.941 [Epoch 0][Batch 2099], Speed: 8.712 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.514,RCNN_SmoothL1=0.211,RPNAcc=0.962,RPNL1Loss=0.505,RCNNAcc=0.899,RCNNL1Loss=1.922 [Epoch 0][Batch 2199], Speed: 8.677 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.210,RPNAcc=0.962,RPNL1Loss=0.502,RCNNAcc=0.899,RCNNL1Loss=1.904 [Epoch 0][Batch 2299], Speed: 8.639 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.209,RPNAcc=0.963,RPNL1Loss=0.500,RCNNAcc=0.899,RCNNL1Loss=1.888 [Epoch 0][Batch 2399], Speed: 8.499 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.208,RPNAcc=0.963,RPNL1Loss=0.497,RCNNAcc=0.899,RCNNL1Loss=1.871 [Epoch 0][Batch 2499], Speed: 8.731 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.207,RPNAcc=0.963,RPNL1Loss=0.495,RCNNAcc=0.899,RCNNL1Loss=1.856 [Epoch 0][Batch 2599], Speed: 8.640 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.494,RCNNAcc=0.899,RCNNL1Loss=1.842 [Epoch 0][Batch 2699], Speed: 8.641 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.496,RCNN_SmoothL1=0.205,RPNAcc=0.964,RPNL1Loss=0.491,RCNNAcc=0.899,RCNNL1Loss=1.826 [Epoch 0][Batch 2799], Speed: 8.570 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.494,RCNN_SmoothL1=0.204,RPNAcc=0.964,RPNL1Loss=0.489,RCNNAcc=0.898,RCNNL1Loss=1.813 [Epoch 0][Batch 2899], Speed: 8.643 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.487,RCNNAcc=0.898,RCNNL1Loss=1.801 [Epoch 0][Batch 2999], Speed: 8.682 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.203,RPNAcc=0.965,RPNL1Loss=0.485,RCNNAcc=0.898,RCNNL1Loss=1.788 [Epoch 0][Batch 3099], Speed: 8.598 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.203,RPNAcc=0.965,RPNL1Loss=0.483,RCNNAcc=0.898,RCNNL1Loss=1.776 [Epoch 0][Batch 3199], Speed: 8.530 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.484,RCNN_SmoothL1=0.202,RPNAcc=0.965,RPNL1Loss=0.481,RCNNAcc=0.898,RCNNL1Loss=1.764 [Epoch 0][Batch 3299], Speed: 8.667 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.481,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.479,RCNNAcc=0.898,RCNNL1Loss=1.752 [Epoch 0][Batch 3399], Speed: 8.588 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.477,RCNNAcc=0.898,RCNNL1Loss=1.741 [Epoch 0][Batch 3499], Speed: 8.570 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.200,RPNAcc=0.966,RPNL1Loss=0.475,RCNNAcc=0.898,RCNNL1Loss=1.730 [Epoch 0][Batch 3599], Speed: 8.588 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.474,RCNN_SmoothL1=0.199,RPNAcc=0.966,RPNL1Loss=0.474,RCNNAcc=0.898,RCNNL1Loss=1.720 [Epoch 0][Batch 3699], Speed: 8.700 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.473,RCNN_SmoothL1=0.199,RPNAcc=0.967,RPNL1Loss=0.473,RCNNAcc=0.898,RCNNL1Loss=1.711 [Epoch 0][Batch 3799], Speed: 8.749 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.471,RCNN_SmoothL1=0.198,RPNAcc=0.967,RPNL1Loss=0.471,RCNNAcc=0.898,RCNNL1Loss=1.700 [Epoch 0][Batch 3899], Speed: 8.685 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.468,RCNN_SmoothL1=0.197,RPNAcc=0.967,RPNL1Loss=0.470,RCNNAcc=0.898,RCNNL1Loss=1.692 [Epoch 0][Batch 3999], Speed: 8.696 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.466,RCNN_SmoothL1=0.197,RPNAcc=0.967,RPNL1Loss=0.469,RCNNAcc=0.898,RCNNL1Loss=1.683 [Epoch 0][Batch 4099], Speed: 8.738 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.467,RCNNAcc=0.898,RCNNL1Loss=1.675 [Epoch 0][Batch 4199], Speed: 8.664 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.196,RPNAcc=0.968,RPNL1Loss=0.466,RCNNAcc=0.898,RCNNL1Loss=1.666 [Epoch 0][Batch 4299], Speed: 8.649 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.461,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.465,RCNNAcc=0.898,RCNNL1Loss=1.660 [Epoch 0][Batch 4399], Speed: 8.703 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.459,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.464,RCNNAcc=0.898,RCNNL1Loss=1.652 [Epoch 0][Batch 4499], Speed: 8.687 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=1.644 [Epoch 0][Batch 4599], Speed: 8.665 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.456,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.637 [Epoch 0][Batch 4699], Speed: 8.616 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.455,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.460,RCNNAcc=0.898,RCNNL1Loss=1.630 [Epoch 0][Batch 4799], Speed: 8.697 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.623 [Epoch 0][Batch 4899], Speed: 8.671 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.452,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.616 [Epoch 0][Batch 4999], Speed: 8.739 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.456,RCNNAcc=0.898,RCNNL1Loss=1.609 [Epoch 0][Batch 5099], Speed: 8.736 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.448,RCNN_SmoothL1=0.191,RPNAcc=0.969,RPNL1Loss=0.455,RCNNAcc=0.898,RCNNL1Loss=1.602 [Epoch 0][Batch 5199], Speed: 8.809 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.447,RCNN_SmoothL1=0.191,RPNAcc=0.969,RPNL1Loss=0.455,RCNNAcc=0.899,RCNNL1Loss=1.596 [Epoch 0][Batch 5299], Speed: 8.725 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.445,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.454,RCNNAcc=0.899,RCNNL1Loss=1.590 [Epoch 0][Batch 5399], Speed: 8.734 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.453,RCNNAcc=0.899,RCNNL1Loss=1.584 [Epoch 0][Batch 5499], Speed: 8.611 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.442,RCNN_SmoothL1=0.189,RPNAcc=0.969,RPNL1Loss=0.452,RCNNAcc=0.899,RCNNL1Loss=1.579 [Epoch 0][Batch 5599], Speed: 8.703 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.189,RPNAcc=0.970,RPNL1Loss=0.451,RCNNAcc=0.899,RCNNL1Loss=1.573 [Epoch 0][Batch 5699], Speed: 8.657 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.189,RPNAcc=0.970,RPNL1Loss=0.450,RCNNAcc=0.899,RCNNL1Loss=1.567 [Epoch 0][Batch 5799], Speed: 8.703 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.562 [Epoch 0][Batch 5899], Speed: 8.705 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.557 [Epoch 0][Batch 5999], Speed: 8.691 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.448,RCNNAcc=0.899,RCNNL1Loss=1.551 [Epoch 0][Batch 6099], Speed: 8.685 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.447,RCNNAcc=0.899,RCNNL1Loss=1.546 [Epoch 0][Batch 6199], Speed: 8.763 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.446,RCNNAcc=0.899,RCNNL1Loss=1.542 [Epoch 0][Batch 6299], Speed: 8.678 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.537 [Epoch 0][Batch 6399], Speed: 8.650 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.532 [Epoch 0][Batch 6499], Speed: 8.752 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.186,RPNAcc=0.971,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.528 [Epoch 0][Batch 6599], Speed: 8.781 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.523 [Epoch 0][Batch 6699], Speed: 8.669 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.519 [Epoch 0][Batch 6799], Speed: 8.783 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.515 [Epoch 0][Batch 6899], Speed: 8.621 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.511 [Epoch 0][Batch 6999], Speed: 8.621 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.440,RCNNAcc=0.899,RCNNL1Loss=1.506 [Epoch 0][Batch 7099], Speed: 8.772 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.440,RCNNAcc=0.900,RCNNL1Loss=1.503 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, mixup=False, momentum=0.9, network='resnet50_v1b', no_mixup_epochs=20, norm_layer=None, num_workers=4, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet50_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=1, 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_layers2_conv2_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers2_conv4_weight', 'resnetv1b_layers2_conv5_weight', 'resnetv1b_layers2_conv6_weight', 'resnetv1b_layers2_conv7_weight', 'resnetv1b_layers2_conv8_weight', 'resnetv1b_layers2_conv9_weight', 'resnetv1b_layers2_conv10_weight', 'resnetv1b_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers3_conv4_weight', 'resnetv1b_layers3_conv5_weight', 'resnetv1b_layers3_conv6_weight', 'resnetv1b_layers3_conv7_weight', 'resnetv1b_layers3_conv8_weight', 'resnetv1b_layers3_conv9_weight', 'resnetv1b_layers3_conv10_weight', 'resnetv1b_layers3_conv11_weight', 'resnetv1b_layers3_conv12_weight', 'resnetv1b_layers3_conv13_weight', 'resnetv1b_layers3_conv14_weight', 'resnetv1b_layers3_conv15_weight', 'resnetv1b_layers3_conv16_weight', 'resnetv1b_layers3_conv17_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv3_weight', 'resnetv1b_layers4_conv4_weight', 'resnetv1b_layers4_conv5_weight', 'resnetv1b_layers4_conv6_weight', 'resnetv1b_layers4_conv7_weight', 'resnetv1b_layers4_conv8_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', 'fasterrcnn0_dense0_weight', 'fasterrcnn0_dense0_bias', 'fasterrcnn0_dense1_weight', 'fasterrcnn0_dense1_bias', 'fasterrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'fasterrcnn0_rpn0_rpnhead0_conv0_weight', 'fasterrcnn0_rpn0_rpnhead0_conv0_bias', 'fasterrcnn0_rpn0_rpnhead0_conv1_weight', 'fasterrcnn0_rpn0_rpnhead0_conv1_bias', 'fasterrcnn0_rpn0_rpnhead0_conv2_weight', 'fasterrcnn0_rpn0_rpnhead0_conv2_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 6.781 samples/sec, RPN_Conf=0.231,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.130,RPNAcc=0.901,RPNL1Loss=0.698,RCNNAcc=0.929,RCNNL1Loss=2.136 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 8.608 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.500,RCNN_SmoothL1=0.152,RPNAcc=0.923,RPNL1Loss=0.646,RCNNAcc=0.926,RCNNL1Loss=2.197 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 8.648 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.518,RCNN_SmoothL1=0.174,RPNAcc=0.933,RPNL1Loss=0.614,RCNNAcc=0.920,RCNNL1Loss=2.243 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 8.535 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.188,RPNAcc=0.939,RPNL1Loss=0.600,RCNNAcc=0.915,RCNNL1Loss=2.251 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 8.361 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.535,RCNN_SmoothL1=0.196,RPNAcc=0.944,RPNL1Loss=0.586,RCNNAcc=0.912,RCNNL1Loss=2.241 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 8.647 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.201,RPNAcc=0.947,RPNL1Loss=0.576,RCNNAcc=0.910,RCNNL1Loss=2.225 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 8.555 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.206,RPNAcc=0.950,RPNL1Loss=0.568,RCNNAcc=0.909,RCNNL1Loss=2.214 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 8.651 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.211,RPNAcc=0.952,RPNL1Loss=0.558,RCNNAcc=0.907,RCNNL1Loss=2.198 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 8.663 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.213,RPNAcc=0.953,RPNL1Loss=0.551,RCNNAcc=0.905,RCNNL1Loss=2.182 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 8.603 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.214,RPNAcc=0.955,RPNL1Loss=0.545,RCNNAcc=0.905,RCNNL1Loss=2.160 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 8.604 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.215,RPNAcc=0.956,RPNL1Loss=0.541,RCNNAcc=0.904,RCNNL1Loss=2.140 [Epoch 0][Batch 1199], Speed: 8.550 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.217,RPNAcc=0.957,RPNL1Loss=0.535,RCNNAcc=0.902,RCNNL1Loss=2.114 [Epoch 0][Batch 1299], Speed: 8.550 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.217,RPNAcc=0.957,RPNL1Loss=0.530,RCNNAcc=0.901,RCNNL1Loss=2.089 [Epoch 0][Batch 1399], Speed: 8.523 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.217,RPNAcc=0.958,RPNL1Loss=0.525,RCNNAcc=0.901,RCNNL1Loss=2.065 [Epoch 0][Batch 1499], Speed: 8.630 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.533,RCNN_SmoothL1=0.217,RPNAcc=0.959,RPNL1Loss=0.522,RCNNAcc=0.900,RCNNL1Loss=2.041 [Epoch 0][Batch 1599], Speed: 8.553 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.216,RPNAcc=0.960,RPNL1Loss=0.518,RCNNAcc=0.900,RCNNL1Loss=2.017 [Epoch 0][Batch 1699], Speed: 8.596 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.526,RCNN_SmoothL1=0.215,RPNAcc=0.960,RPNL1Loss=0.515,RCNNAcc=0.900,RCNNL1Loss=1.998 [Epoch 0][Batch 1799], Speed: 8.626 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.522,RCNN_SmoothL1=0.214,RPNAcc=0.961,RPNL1Loss=0.512,RCNNAcc=0.900,RCNNL1Loss=1.975 [Epoch 0][Batch 1899], Speed: 8.721 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.519,RCNN_SmoothL1=0.212,RPNAcc=0.961,RPNL1Loss=0.510,RCNNAcc=0.899,RCNNL1Loss=1.955 [Epoch 0][Batch 1999], Speed: 8.654 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.515,RCNN_SmoothL1=0.211,RPNAcc=0.962,RPNL1Loss=0.507,RCNNAcc=0.899,RCNNL1Loss=1.935 [Epoch 0][Batch 2099], Speed: 8.614 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.211,RPNAcc=0.962,RPNL1Loss=0.504,RCNNAcc=0.899,RCNNL1Loss=1.916 [Epoch 0][Batch 2199], Speed: 8.649 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.210,RPNAcc=0.963,RPNL1Loss=0.501,RCNNAcc=0.899,RCNNL1Loss=1.899 [Epoch 0][Batch 2299], Speed: 8.692 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.506,RCNN_SmoothL1=0.209,RPNAcc=0.963,RPNL1Loss=0.499,RCNNAcc=0.899,RCNNL1Loss=1.883 [Epoch 0][Batch 2399], Speed: 8.526 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.503,RCNN_SmoothL1=0.208,RPNAcc=0.963,RPNL1Loss=0.497,RCNNAcc=0.899,RCNNL1Loss=1.866 [Epoch 0][Batch 2499], Speed: 8.661 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.207,RPNAcc=0.964,RPNL1Loss=0.494,RCNNAcc=0.899,RCNNL1Loss=1.851 [Epoch 0][Batch 2599], Speed: 8.627 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.496,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.493,RCNNAcc=0.899,RCNNL1Loss=1.836 [Epoch 0][Batch 2699], Speed: 8.645 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.494,RCNN_SmoothL1=0.205,RPNAcc=0.964,RPNL1Loss=0.490,RCNNAcc=0.898,RCNNL1Loss=1.821 [Epoch 0][Batch 2799], Speed: 8.575 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.488,RCNNAcc=0.898,RCNNL1Loss=1.807 [Epoch 0][Batch 2899], Speed: 8.667 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.486,RCNNAcc=0.898,RCNNL1Loss=1.795 [Epoch 0][Batch 2999], Speed: 8.652 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.203,RPNAcc=0.965,RPNL1Loss=0.484,RCNNAcc=0.898,RCNNL1Loss=1.783 [Epoch 0][Batch 3099], Speed: 8.521 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.484,RCNN_SmoothL1=0.202,RPNAcc=0.965,RPNL1Loss=0.483,RCNNAcc=0.898,RCNNL1Loss=1.771 [Epoch 0][Batch 3199], Speed: 8.710 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.481,RCNNAcc=0.898,RCNNL1Loss=1.758 [Epoch 0][Batch 3299], Speed: 8.621 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.479,RCNNAcc=0.898,RCNNL1Loss=1.746 [Epoch 0][Batch 3399], Speed: 8.453 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.200,RPNAcc=0.966,RPNL1Loss=0.477,RCNNAcc=0.898,RCNNL1Loss=1.736 [Epoch 0][Batch 3499], Speed: 8.582 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.199,RPNAcc=0.966,RPNL1Loss=0.475,RCNNAcc=0.898,RCNNL1Loss=1.725 [Epoch 0][Batch 3599], Speed: 8.542 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.473,RCNN_SmoothL1=0.199,RPNAcc=0.967,RPNL1Loss=0.473,RCNNAcc=0.898,RCNNL1Loss=1.714 [Epoch 0][Batch 3699], Speed: 8.591 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.471,RCNN_SmoothL1=0.198,RPNAcc=0.967,RPNL1Loss=0.472,RCNNAcc=0.898,RCNNL1Loss=1.704 [Epoch 0][Batch 3799], Speed: 8.680 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.469,RCNN_SmoothL1=0.198,RPNAcc=0.967,RPNL1Loss=0.471,RCNNAcc=0.898,RCNNL1Loss=1.694 [Epoch 0][Batch 3899], Speed: 8.543 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.466,RCNN_SmoothL1=0.197,RPNAcc=0.967,RPNL1Loss=0.469,RCNNAcc=0.898,RCNNL1Loss=1.685 [Epoch 0][Batch 3999], Speed: 8.532 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.468,RCNNAcc=0.898,RCNNL1Loss=1.676 [Epoch 0][Batch 4099], Speed: 8.561 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.196,RPNAcc=0.968,RPNL1Loss=0.466,RCNNAcc=0.898,RCNNL1Loss=1.668 [Epoch 0][Batch 4199], Speed: 8.465 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.461,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.465,RCNNAcc=0.898,RCNNL1Loss=1.660 [Epoch 0][Batch 4299], Speed: 8.496 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.459,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.464,RCNNAcc=0.898,RCNNL1Loss=1.653 [Epoch 0][Batch 4399], Speed: 8.645 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.463,RCNNAcc=0.898,RCNNL1Loss=1.646 [Epoch 0][Batch 4499], Speed: 8.547 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.456,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.638 [Epoch 0][Batch 4599], Speed: 8.612 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.454,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.631 [Epoch 0][Batch 4699], Speed: 8.509 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.459,RCNNAcc=0.898,RCNNL1Loss=1.624 [Epoch 0][Batch 4799], Speed: 8.569 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.451,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.617 [Epoch 0][Batch 4899], Speed: 8.553 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.610 [Epoch 0][Batch 4999], Speed: 8.729 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.448,RCNN_SmoothL1=0.191,RPNAcc=0.969,RPNL1Loss=0.456,RCNNAcc=0.898,RCNNL1Loss=1.603 [Epoch 0][Batch 5099], Speed: 8.671 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.191,RPNAcc=0.969,RPNL1Loss=0.455,RCNNAcc=0.899,RCNNL1Loss=1.597 [Epoch 0][Batch 5199], Speed: 8.564 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.445,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.454,RCNNAcc=0.899,RCNNL1Loss=1.591 [Epoch 0][Batch 5299], Speed: 8.569 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.453,RCNNAcc=0.899,RCNNL1Loss=1.585 [Epoch 0][Batch 5399], Speed: 8.599 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.442,RCNN_SmoothL1=0.189,RPNAcc=0.969,RPNL1Loss=0.452,RCNNAcc=0.899,RCNNL1Loss=1.580 [Epoch 0][Batch 5499], Speed: 8.619 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.189,RPNAcc=0.970,RPNL1Loss=0.452,RCNNAcc=0.899,RCNNL1Loss=1.574 [Epoch 0][Batch 5599], Speed: 8.643 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.451,RCNNAcc=0.899,RCNNL1Loss=1.568 [Epoch 0][Batch 5699], Speed: 8.552 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.450,RCNNAcc=0.899,RCNNL1Loss=1.563 [Epoch 0][Batch 5799], Speed: 8.580 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.558 [Epoch 0][Batch 5899], Speed: 8.572 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.552 [Epoch 0][Batch 5999], Speed: 8.639 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.448,RCNNAcc=0.899,RCNNL1Loss=1.547 [Epoch 0][Batch 6099], Speed: 8.564 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.447,RCNNAcc=0.899,RCNNL1Loss=1.542 [Epoch 0][Batch 6199], Speed: 8.499 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.446,RCNNAcc=0.899,RCNNL1Loss=1.537 [Epoch 0][Batch 6299], Speed: 8.534 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.533 [Epoch 0][Batch 6399], Speed: 8.544 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.528 [Epoch 0][Batch 6499], Speed: 8.636 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.524 [Epoch 0][Batch 6599], Speed: 8.689 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.519 [Epoch 0][Batch 6699], Speed: 8.562 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.515 [Epoch 0][Batch 6799], Speed: 8.595 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.511 [Epoch 0][Batch 6899], Speed: 8.550 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.441,RCNNAcc=0.900,RCNNL1Loss=1.507 [Epoch 0][Batch 6999], Speed: 8.655 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.440,RCNNAcc=0.900,RCNNL1Loss=1.503 [Epoch 0][Batch 7099], Speed: 8.661 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.439,RCNNAcc=0.900,RCNNL1Loss=1.499 [Epoch 0][Batch 7199], Speed: 8.502 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.439,RCNNAcc=0.900,RCNNL1Loss=1.495 [Epoch 0][Batch 7299], Speed: 8.606 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.182,RPNAcc=0.971,RPNL1Loss=0.438,RCNNAcc=0.900,RCNNL1Loss=1.492 [Epoch 0][Batch 7399], Speed: 8.624 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.182,RPNAcc=0.971,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.489 [Epoch 0][Batch 7499], Speed: 8.621 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.182,RPNAcc=0.972,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.485 [Epoch 0][Batch 7599], Speed: 8.599 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.182,RPNAcc=0.972,RPNL1Loss=0.436,RCNNAcc=0.900,RCNNL1Loss=1.481 [Epoch 0][Batch 7699], Speed: 8.566 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.435,RCNNAcc=0.900,RCNNL1Loss=1.477 [Epoch 0][Batch 7799], Speed: 8.540 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.435,RCNNAcc=0.900,RCNNL1Loss=1.474 [Epoch 0][Batch 7899], Speed: 8.498 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.434,RCNNAcc=0.900,RCNNL1Loss=1.470 [Epoch 0][Batch 7999], Speed: 8.601 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.466 [Epoch 0][Batch 8099], Speed: 8.585 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.432,RCNNAcc=0.900,RCNNL1Loss=1.463 [Epoch 0][Batch 8199], Speed: 8.527 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.432,RCNNAcc=0.900,RCNNL1Loss=1.459 [Epoch 0][Batch 8299], Speed: 8.609 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.456 [Epoch 0][Batch 8399], Speed: 8.534 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.452 [Epoch 0][Batch 8499], Speed: 8.477 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.430,RCNNAcc=0.901,RCNNL1Loss=1.450 [Epoch 0][Batch 8599], Speed: 8.510 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.429,RCNNAcc=0.901,RCNNL1Loss=1.447 [Epoch 0][Batch 8699], Speed: 8.613 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.429,RCNNAcc=0.901,RCNNL1Loss=1.444 [Epoch 0][Batch 8799], Speed: 8.600 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.429,RCNNAcc=0.901,RCNNL1Loss=1.441 [Epoch 0][Batch 8899], Speed: 8.479 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.178,RPNAcc=0.972,RPNL1Loss=0.428,RCNNAcc=0.901,RCNNL1Loss=1.438 [Epoch 0][Batch 8999], Speed: 8.487 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.428,RCNNAcc=0.901,RCNNL1Loss=1.435 [Epoch 0][Batch 9099], Speed: 8.507 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.427,RCNNAcc=0.901,RCNNL1Loss=1.432 [Epoch 0][Batch 9199], Speed: 8.520 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.427,RCNNAcc=0.901,RCNNL1Loss=1.430 [Epoch 0][Batch 9299], Speed: 8.647 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.403,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.426,RCNNAcc=0.901,RCNNL1Loss=1.427 [Epoch 0][Batch 9399], Speed: 8.636 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.403,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.424 [Epoch 0][Batch 9499], Speed: 8.532 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.402,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.421 [Epoch 0][Batch 9599], Speed: 8.540 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.424,RCNNAcc=0.901,RCNNL1Loss=1.419 [Epoch 0][Batch 9699], Speed: 8.610 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.424,RCNNAcc=0.901,RCNNL1Loss=1.416 [Epoch 0][Batch 9799], Speed: 8.514 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.414 [Epoch 0][Batch 9899], Speed: 8.553 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.411 [Epoch 0][Batch 9999], Speed: 8.692 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.409 [Epoch 0][Batch 10099], Speed: 8.564 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.406 [Epoch 0][Batch 10199], Speed: 8.503 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.404 [Epoch 0][Batch 10299], Speed: 8.575 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.401 [Epoch 0][Batch 10399], Speed: 8.609 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.421,RCNNAcc=0.902,RCNNL1Loss=1.399 [Epoch 0][Batch 10499], Speed: 8.655 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.420,RCNNAcc=0.902,RCNNL1Loss=1.396 [Epoch 0][Batch 10599], Speed: 8.714 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.420,RCNNAcc=0.902,RCNNL1Loss=1.394 [Epoch 0][Batch 10699], Speed: 8.543 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.174,RPNAcc=0.973,RPNL1Loss=0.419,RCNNAcc=0.902,RCNNL1Loss=1.391 [Epoch 0][Batch 10799], Speed: 8.495 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.174,RPNAcc=0.973,RPNL1Loss=0.419,RCNNAcc=0.902,RCNNL1Loss=1.389 [Epoch 0][Batch 10899], Speed: 8.585 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.902,RCNNL1Loss=1.387 [Epoch 0][Batch 10999], Speed: 8.550 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.902,RCNNL1Loss=1.385 [Epoch 0][Batch 11099], Speed: 8.538 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.417,RCNNAcc=0.902,RCNNL1Loss=1.382 [Epoch 0][Batch 11199], Speed: 8.521 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.417,RCNNAcc=0.902,RCNNL1Loss=1.380 [Epoch 0][Batch 11299], Speed: 8.599 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.417,RCNNAcc=0.902,RCNNL1Loss=1.378 [Epoch 0][Batch 11399], Speed: 8.654 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.376 [Epoch 0][Batch 11499], Speed: 8.578 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.374 [Epoch 0][Batch 11599], Speed: 8.649 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.371 [Epoch 0][Batch 11699], Speed: 8.643 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.369 [Epoch 0][Batch 11799], Speed: 8.564 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.367 [Epoch 0][Batch 11899], Speed: 8.713 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.365 [Epoch 0][Batch 11999], Speed: 8.710 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.363 [Epoch 0][Batch 12099], Speed: 8.544 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.361 [Epoch 0][Batch 12199], Speed: 8.568 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.359 [Epoch 0][Batch 12299], Speed: 8.510 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.357 [Epoch 0][Batch 12399], Speed: 8.673 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.355 [Epoch 0][Batch 12499], Speed: 8.605 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.353 [Epoch 0][Batch 12599], Speed: 8.603 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.412,RCNNAcc=0.903,RCNNL1Loss=1.351 [Epoch 0][Batch 12699], Speed: 8.571 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.903,RCNNL1Loss=1.349 [Epoch 0][Batch 12799], Speed: 8.707 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.903,RCNNL1Loss=1.348 [Epoch 0][Batch 12899], Speed: 8.510 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.903,RCNNL1Loss=1.346 [Epoch 0][Batch 12999], Speed: 8.528 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.170,RPNAcc=0.974,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.344 [Epoch 0][Batch 13099], Speed: 8.187 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.170,RPNAcc=0.974,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.343 [Epoch 0][Batch 13199], Speed: 8.647 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.341 [Epoch 0][Batch 13299], Speed: 8.746 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.339 [Epoch 0][Batch 13399], Speed: 8.569 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.337 [Epoch 0][Batch 13499], Speed: 8.619 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.336 [Epoch 0][Batch 13599], Speed: 8.627 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.334 [Epoch 0][Batch 13699], Speed: 8.473 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.332 [Epoch 0][Batch 13799], Speed: 8.653 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.331 [Epoch 0][Batch 13899], Speed: 8.558 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.329 [Epoch 0][Batch 13999], Speed: 8.606 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.328 [Epoch 0][Batch 14099], Speed: 8.582 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.326 [Epoch 0][Batch 14199], Speed: 8.581 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.325 [Epoch 0][Batch 14299], Speed: 8.563 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.323 [Epoch 0][Batch 14399], Speed: 8.635 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.322 [Epoch 0][Batch 14499], Speed: 8.641 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.168,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.320 [Epoch 0][Batch 14599], Speed: 8.613 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.168,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.904,RCNNL1Loss=1.319 [Epoch 0] Training cost: 13683.180, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.168 [Epoch 0] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.196 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.378 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.184 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.111 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.223 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.239 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.207 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.223 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.424 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.480 person=38.5 bicycle=14.1 car=27.2 motorcycle=21.2 airplane=35.1 bus=36.5 train=31.8 truck=11.2 boat=9.3 traffic light=17.4 fire hydrant=42.0 stop sign=43.6 parking meter=28.6 bench=8.4 bird=18.2 cat=33.9 dog=28.5 horse=27.3 sheep=23.3 cow=25.1 elephant=33.2 bear=40.3 zebra=44.7 giraffe=41.0 backpack=3.2 umbrella=16.4 handbag=4.1 tie=11.0 suitcase=8.7 frisbee=43.2 skis=5.8 snowboard=7.5 sports ball=31.2 kite=21.7 baseball bat=8.6 baseball glove=19.4 skateboard=23.4 surfboard=11.6 tennis racket=21.4 bottle=22.8 wine glass=17.9 cup=22.0 fork=5.9 knife=1.8 spoon=2.9 bowl=24.8 banana=9.3 apple=6.4 sandwich=14.7 orange=15.7 broccoli=12.2 carrot=6.4 hot dog=6.8 pizza=29.6 donut=19.8 cake=10.9 chair=11.1 couch=16.8 potted plant=10.2 bed=17.9 dining table=14.3 toilet=30.7 tv=35.3 laptop=30.7 mouse=40.7 remote=11.0 keyboard=21.9 cell phone=15.6 microwave=29.0 oven=11.6 toaster=0.0 sink=14.8 refrigerator=17.8 book=6.6 clock=38.8 vase=19.2 scissors=4.5 teddy bear=20.2 hair drier=0.0 toothbrush=1.8 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =19.6 [Epoch 0] mAP 19.6 higher than current best [0] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 0] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0000_19.6000.params [Epoch 1][Batch 99], Speed: 7.606 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.150,RPNAcc=0.975,RPNL1Loss=0.405,RCNNAcc=0.904,RCNNL1Loss=1.316 [Epoch 1][Batch 199], Speed: 8.520 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.150,RPNAcc=0.975,RPNL1Loss=0.405,RCNNAcc=0.904,RCNNL1Loss=1.315 [Epoch 1][Batch 299], Speed: 8.634 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.150,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.313 [Epoch 1][Batch 399], Speed: 8.543 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.148,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.312 [Epoch 1][Batch 499], Speed: 8.435 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.310 [Epoch 1][Batch 599], Speed: 8.526 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.308 [Epoch 1][Batch 699], Speed: 8.564 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.307 [Epoch 1][Batch 799], Speed: 8.598 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.306 [Epoch 1][Batch 899], Speed: 8.555 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.304 [Epoch 1][Batch 999], Speed: 8.598 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.303 [Epoch 1][Batch 1099], Speed: 8.593 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.301 [Epoch 1][Batch 1199], Speed: 8.565 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.300 [Epoch 1][Batch 1299], Speed: 8.602 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.298 [Epoch 1][Batch 1399], Speed: 8.625 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.297 [Epoch 1][Batch 1499], Speed: 8.504 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.295 [Epoch 1][Batch 1599], Speed: 8.581 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.294 [Epoch 1][Batch 1699], Speed: 8.559 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.293 [Epoch 1][Batch 1799], Speed: 8.629 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.291 [Epoch 1][Batch 1899], Speed: 8.523 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.290 [Epoch 1][Batch 1999], Speed: 8.637 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.905,RCNNL1Loss=1.289 [Epoch 1][Batch 2099], Speed: 8.579 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.905,RCNNL1Loss=1.287 [Epoch 1][Batch 2199], Speed: 8.615 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.905,RCNNL1Loss=1.286 [Epoch 1][Batch 2299], Speed: 8.243 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.905,RCNNL1Loss=1.284 [Epoch 1][Batch 2399], Speed: 8.567 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.283 [Epoch 1][Batch 2499], Speed: 8.519 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.282 [Epoch 1][Batch 2599], Speed: 8.638 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.280 [Epoch 1][Batch 2699], Speed: 8.576 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.279 [Epoch 1][Batch 2799], Speed: 8.695 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.277 [Epoch 1][Batch 2899], Speed: 8.589 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.276 [Epoch 1][Batch 2999], Speed: 8.651 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.275 [Epoch 1][Batch 3099], Speed: 8.671 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.274 [Epoch 1][Batch 3199], Speed: 8.545 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.272 [Epoch 1][Batch 3299], Speed: 8.634 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.271 [Epoch 1][Batch 3399], Speed: 8.537 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.270 [Epoch 1][Batch 3499], Speed: 8.547 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.269 [Epoch 1][Batch 3599], Speed: 8.571 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.267 [Epoch 1][Batch 3699], Speed: 8.600 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.266 [Epoch 1][Batch 3799], Speed: 8.579 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.265 [Epoch 1][Batch 3899], Speed: 8.726 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.264 [Epoch 1][Batch 3999], Speed: 8.589 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.263 [Epoch 1][Batch 4099], Speed: 8.523 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.261 [Epoch 1][Batch 4199], Speed: 8.613 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.260 [Epoch 1][Batch 4299], Speed: 8.656 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.259 [Epoch 1][Batch 4399], Speed: 8.643 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.906,RCNNL1Loss=1.258 [Epoch 1][Batch 4499], Speed: 8.757 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.906,RCNNL1Loss=1.257 [Epoch 1][Batch 4599], Speed: 8.667 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.906,RCNNL1Loss=1.256 [Epoch 1][Batch 4699], Speed: 8.531 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.906,RCNNL1Loss=1.254 [Epoch 1][Batch 4799], Speed: 8.650 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.253 [Epoch 1][Batch 4899], Speed: 8.595 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.252 [Epoch 1][Batch 4999], Speed: 8.637 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.251 [Epoch 1][Batch 5099], Speed: 8.638 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.250 [Epoch 1][Batch 5199], Speed: 8.681 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.249 [Epoch 1][Batch 5299], Speed: 8.553 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.248 [Epoch 1][Batch 5399], Speed: 8.670 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.247 [Epoch 1][Batch 5499], Speed: 8.628 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.246 [Epoch 1][Batch 5599], Speed: 8.570 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.245 [Epoch 1][Batch 5699], Speed: 8.543 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.244 [Epoch 1][Batch 5799], Speed: 8.579 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.243 [Epoch 1][Batch 5899], Speed: 8.598 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.242 [Epoch 1][Batch 5999], Speed: 8.613 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.241 [Epoch 1][Batch 6099], Speed: 8.569 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.240 [Epoch 1][Batch 6199], Speed: 8.596 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.239 [Epoch 1][Batch 6299], Speed: 8.601 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.238 [Epoch 1][Batch 6399], Speed: 8.562 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.237 [Epoch 1][Batch 6499], Speed: 8.567 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.236 [Epoch 1][Batch 6599], Speed: 8.595 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.235 [Epoch 1][Batch 6699], Speed: 8.551 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.234 [Epoch 1][Batch 6799], Speed: 8.625 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.233 [Epoch 1][Batch 6899], Speed: 8.514 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.232 [Epoch 1][Batch 6999], Speed: 8.576 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.231 [Epoch 1][Batch 7099], Speed: 8.546 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.230 [Epoch 1][Batch 7199], Speed: 8.666 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.230 [Epoch 1][Batch 7299], Speed: 8.557 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.907,RCNNL1Loss=1.228 [Epoch 1][Batch 7399], Speed: 8.583 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.907,RCNNL1Loss=1.228 [Epoch 1][Batch 7499], Speed: 8.617 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.907,RCNNL1Loss=1.227 [Epoch 1][Batch 7599], Speed: 8.577 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.907,RCNNL1Loss=1.226 [Epoch 1][Batch 7699], Speed: 8.550 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.907,RCNNL1Loss=1.225 [Epoch 1][Batch 7799], Speed: 8.584 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.907,RCNNL1Loss=1.224 [Epoch 1][Batch 7899], Speed: 8.613 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.907,RCNNL1Loss=1.224 [Epoch 1][Batch 7999], Speed: 8.633 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.223 [Epoch 1][Batch 8099], Speed: 8.614 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.222 [Epoch 1][Batch 8199], Speed: 8.642 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.221 [Epoch 1][Batch 8299], Speed: 8.631 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.220 [Epoch 1][Batch 8399], Speed: 8.503 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.219 [Epoch 1][Batch 8499], Speed: 8.524 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.218 [Epoch 1][Batch 8599], Speed: 8.591 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.218 [Epoch 1][Batch 8699], Speed: 8.618 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.217 [Epoch 1][Batch 8799], Speed: 8.606 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.216 [Epoch 1][Batch 8899], Speed: 8.604 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.215 [Epoch 1][Batch 8999], Speed: 8.637 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.214 [Epoch 1][Batch 9099], Speed: 8.637 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.213 [Epoch 1][Batch 9199], Speed: 8.555 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.213 [Epoch 1][Batch 9299], Speed: 8.523 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.212 [Epoch 1][Batch 9399], Speed: 8.661 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.211 [Epoch 1][Batch 9499], Speed: 8.648 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.210 [Epoch 1][Batch 9599], Speed: 8.633 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.210 [Epoch 1][Batch 9699], Speed: 8.637 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.209 [Epoch 1][Batch 9799], Speed: 8.557 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.208 [Epoch 1][Batch 9899], Speed: 8.587 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.207 [Epoch 1][Batch 9999], Speed: 8.612 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.206 [Epoch 1][Batch 10099], Speed: 8.629 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.206 [Epoch 1][Batch 10199], Speed: 8.592 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.205 [Epoch 1][Batch 10299], Speed: 8.580 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.204 [Epoch 1][Batch 10399], Speed: 8.547 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.203 [Epoch 1][Batch 10499], Speed: 8.610 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.203 [Epoch 1][Batch 10599], Speed: 8.634 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.202 [Epoch 1][Batch 10699], Speed: 8.582 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.201 [Epoch 1][Batch 10799], Speed: 8.662 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.200 [Epoch 1][Batch 10899], Speed: 8.666 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.908,RCNNL1Loss=1.200 [Epoch 1][Batch 10999], Speed: 8.637 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.908,RCNNL1Loss=1.199 [Epoch 1][Batch 11099], Speed: 8.567 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.908,RCNNL1Loss=1.198 [Epoch 1][Batch 11199], Speed: 8.571 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.908,RCNNL1Loss=1.197 [Epoch 1][Batch 11299], Speed: 8.727 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.908,RCNNL1Loss=1.196 [Epoch 1][Batch 11399], Speed: 8.497 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.908,RCNNL1Loss=1.196 [Epoch 1][Batch 11499], Speed: 8.595 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.195 [Epoch 1][Batch 11599], Speed: 8.518 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.194 [Epoch 1][Batch 11699], Speed: 8.577 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.194 [Epoch 1][Batch 11799], Speed: 8.624 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.193 [Epoch 1][Batch 11899], Speed: 8.639 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.192 [Epoch 1][Batch 11999], Speed: 8.689 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.192 [Epoch 1][Batch 12099], Speed: 8.610 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.191 [Epoch 1][Batch 12199], Speed: 8.605 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.190 [Epoch 1][Batch 12299], Speed: 8.591 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.189 [Epoch 1][Batch 12399], Speed: 8.539 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.189 [Epoch 1][Batch 12499], Speed: 8.442 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.188 [Epoch 1][Batch 12599], Speed: 8.590 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.187 [Epoch 1][Batch 12699], Speed: 8.557 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.187 [Epoch 1][Batch 12799], Speed: 8.546 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.186 [Epoch 1][Batch 12899], Speed: 8.605 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.185 [Epoch 1][Batch 12999], Speed: 8.642 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.185 [Epoch 1][Batch 13099], Speed: 8.548 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.184 [Epoch 1][Batch 13199], Speed: 8.577 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.183 [Epoch 1][Batch 13299], Speed: 8.603 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.183 [Epoch 1][Batch 13399], Speed: 8.564 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.182 [Epoch 1][Batch 13499], Speed: 8.599 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.182 [Epoch 1][Batch 13599], Speed: 8.626 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.181 [Epoch 1][Batch 13699], Speed: 8.669 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.180 [Epoch 1][Batch 13799], Speed: 8.550 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.180 [Epoch 1][Batch 13899], Speed: 8.590 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.179 [Epoch 1][Batch 13999], Speed: 8.611 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.178 [Epoch 1][Batch 14099], Speed: 8.509 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.178 [Epoch 1][Batch 14199], Speed: 8.615 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.177 [Epoch 1][Batch 14299], Speed: 8.675 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.176 [Epoch 1][Batch 14399], Speed: 8.553 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.176 [Epoch 1][Batch 14499], Speed: 8.618 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.175 [Epoch 1][Batch 14599], Speed: 8.504 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.175 [Epoch 1] Training cost: 13661.447, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141 [Epoch 1] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.238 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.437 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.237 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.142 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 ] = 0.300 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.230 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.407 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.504 person=42.9 bicycle=13.3 car=31.5 motorcycle=22.9 airplane=38.2 bus=43.8 train=40.0 truck=18.2 boat=13.2 traffic light=16.8 fire hydrant=48.0 stop sign=45.0 parking meter=32.4 bench=13.1 bird=19.1 cat=40.7 dog=34.9 horse=30.4 sheep=32.7 cow=28.7 elephant=37.5 bear=51.6 zebra=49.0 giraffe=50.1 backpack=6.9 umbrella=19.5 handbag=6.1 tie=15.8 suitcase=13.3 frisbee=50.1 skis=8.8 snowboard=10.5 sports ball=32.2 kite=26.1 baseball bat=12.3 baseball glove=22.6 skateboard=28.6 surfboard=16.8 tennis racket=29.2 bottle=28.3 wine glass=23.8 cup=27.3 fork=6.7 knife=4.5 spoon=6.1 bowl=29.8 banana=9.7 apple=10.9 sandwich=18.9 orange=21.5 broccoli=13.4 carrot=5.6 hot dog=9.8 pizza=33.1 donut=25.2 cake=18.3 chair=12.9 couch=22.8 potted plant=15.8 bed=28.4 dining table=16.4 toilet=34.6 tv=33.9 laptop=36.1 mouse=48.3 remote=14.2 keyboard=23.7 cell phone=19.4 microwave=33.2 oven=16.3 toaster=19.7 sink=20.3 refrigerator=24.5 book=6.0 clock=39.7 vase=23.3 scissors=5.2 teddy bear=22.4 hair drier=0.0 toothbrush=5.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =23.8 [Epoch 1] mAP 23.8 higher than current best [19.6] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 1] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0001_23.8000.params [Epoch 2][Batch 99], Speed: 7.262 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.174 [Epoch 2][Batch 199], Speed: 8.557 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.135,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.173 [Epoch 2][Batch 299], Speed: 8.432 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.172 [Epoch 2][Batch 399], Speed: 8.573 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.909,RCNNL1Loss=1.172 [Epoch 2][Batch 499], Speed: 8.516 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.909,RCNNL1Loss=1.171 [Epoch 2][Batch 599], Speed: 8.519 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.909,RCNNL1Loss=1.170 [Epoch 2][Batch 699], Speed: 8.568 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.170 [Epoch 2][Batch 799], Speed: 8.488 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.169 [Epoch 2][Batch 899], Speed: 8.581 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.168 [Epoch 2][Batch 999], Speed: 8.492 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.168 [Epoch 2][Batch 1099], Speed: 8.448 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.167 [Epoch 2][Batch 1199], Speed: 8.563 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.167 [Epoch 2][Batch 1299], Speed: 8.560 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.166 [Epoch 2][Batch 1399], Speed: 8.544 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.165 [Epoch 2][Batch 1499], Speed: 8.628 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.165 [Epoch 2][Batch 1599], Speed: 8.637 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.164 [Epoch 2][Batch 1699], Speed: 8.634 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.163 [Epoch 2][Batch 1799], Speed: 8.509 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.163 [Epoch 2][Batch 1899], Speed: 8.562 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.162 [Epoch 2][Batch 1999], Speed: 8.573 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.161 [Epoch 2][Batch 2099], Speed: 8.539 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.161 [Epoch 2][Batch 2199], Speed: 8.600 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.160 [Epoch 2][Batch 2299], Speed: 8.625 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.160 [Epoch 2][Batch 2399], Speed: 8.543 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.159 [Epoch 2][Batch 2499], Speed: 8.555 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.158 [Epoch 2][Batch 2599], Speed: 8.579 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.158 [Epoch 2][Batch 2699], Speed: 8.625 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.157 [Epoch 2][Batch 2799], Speed: 8.535 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.157 [Epoch 2][Batch 2899], Speed: 8.603 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.156 [Epoch 2][Batch 2999], Speed: 8.564 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.156 [Epoch 2][Batch 3099], Speed: 8.543 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.155 [Epoch 2][Batch 3199], Speed: 8.529 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.154 [Epoch 2][Batch 3299], Speed: 8.546 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.154 [Epoch 2][Batch 3399], Speed: 8.634 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.153 [Epoch 2][Batch 3499], Speed: 8.530 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.153 [Epoch 2][Batch 3599], Speed: 8.550 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.152 [Epoch 2][Batch 3699], Speed: 8.662 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.152 [Epoch 2][Batch 3799], Speed: 8.690 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.151 [Epoch 2][Batch 3899], Speed: 8.509 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.150 [Epoch 2][Batch 3999], Speed: 8.575 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.150 [Epoch 2][Batch 4099], Speed: 8.584 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.149 [Epoch 2][Batch 4199], Speed: 8.563 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.149 [Epoch 2][Batch 4299], Speed: 8.487 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.148 [Epoch 2][Batch 4399], Speed: 8.547 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.148 [Epoch 2][Batch 4499], Speed: 8.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.147 [Epoch 2][Batch 4599], Speed: 8.640 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.146 [Epoch 2][Batch 4699], Speed: 8.463 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.146 [Epoch 2][Batch 4799], Speed: 8.591 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.145 [Epoch 2][Batch 4899], Speed: 8.633 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.910,RCNNL1Loss=1.145 [Epoch 2][Batch 4999], Speed: 8.610 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.144 [Epoch 2][Batch 5099], Speed: 8.551 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.144 [Epoch 2][Batch 5199], Speed: 8.606 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.143 [Epoch 2][Batch 5299], Speed: 8.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.143 [Epoch 2][Batch 5399], Speed: 8.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.142 [Epoch 2][Batch 5499], Speed: 8.599 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.142 [Epoch 2][Batch 5599], Speed: 8.571 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.141 [Epoch 2][Batch 5699], Speed: 8.625 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.141 [Epoch 2][Batch 5799], Speed: 8.608 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.140 [Epoch 2][Batch 5899], Speed: 8.621 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.140 [Epoch 2][Batch 5999], Speed: 8.548 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.139 [Epoch 2][Batch 6099], Speed: 8.638 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.139 [Epoch 2][Batch 6199], Speed: 8.540 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.138 [Epoch 2][Batch 6299], Speed: 8.541 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.138 [Epoch 2][Batch 6399], Speed: 8.507 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.137 [Epoch 2][Batch 6499], Speed: 8.577 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6599], Speed: 8.520 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6699], Speed: 8.642 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6799], Speed: 8.477 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.135 [Epoch 2][Batch 6899], Speed: 8.632 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.135 [Epoch 2][Batch 6999], Speed: 8.547 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.134 [Epoch 2][Batch 7099], Speed: 8.575 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.134 [Epoch 2][Batch 7199], Speed: 8.661 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.133 [Epoch 2][Batch 7299], Speed: 8.518 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.133 [Epoch 2][Batch 7399], Speed: 8.606 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.132 [Epoch 2][Batch 7499], Speed: 8.464 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.132 [Epoch 2][Batch 7599], Speed: 8.526 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.131 [Epoch 2][Batch 7699], Speed: 8.532 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.131 [Epoch 2][Batch 7799], Speed: 8.518 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.130 [Epoch 2][Batch 7899], Speed: 8.533 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.130 [Epoch 2][Batch 7999], Speed: 8.598 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.129 [Epoch 2][Batch 8099], Speed: 8.577 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.129 [Epoch 2][Batch 8199], Speed: 8.554 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.128 [Epoch 2][Batch 8299], Speed: 8.552 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.128 [Epoch 2][Batch 8399], Speed: 8.564 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.127 [Epoch 2][Batch 8499], Speed: 8.497 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.127 [Epoch 2][Batch 8599], Speed: 8.530 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.127 [Epoch 2][Batch 8699], Speed: 8.533 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.126 [Epoch 2][Batch 8799], Speed: 8.547 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.126 [Epoch 2][Batch 8899], Speed: 8.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.125 [Epoch 2][Batch 8999], Speed: 8.625 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.911,RCNNL1Loss=1.125 [Epoch 2][Batch 9099], Speed: 8.578 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.911,RCNNL1Loss=1.124 [Epoch 2][Batch 9199], Speed: 8.585 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.911,RCNNL1Loss=1.124 [Epoch 2][Batch 9299], Speed: 8.571 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.911,RCNNL1Loss=1.123 [Epoch 2][Batch 9399], Speed: 8.656 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.123 [Epoch 2][Batch 9499], Speed: 8.595 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.122 [Epoch 2][Batch 9599], Speed: 8.551 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.122 [Epoch 2][Batch 9699], Speed: 8.578 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.122 [Epoch 2][Batch 9799], Speed: 8.652 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.121 [Epoch 2][Batch 9899], Speed: 8.528 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.121 [Epoch 2][Batch 9999], Speed: 8.586 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.120 [Epoch 2][Batch 10099], Speed: 8.557 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.120 [Epoch 2][Batch 10199], Speed: 8.641 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.119 [Epoch 2][Batch 10299], Speed: 8.602 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.119 [Epoch 2][Batch 10399], Speed: 8.568 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.119 [Epoch 2][Batch 10499], Speed: 8.312 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.118 [Epoch 2][Batch 10599], Speed: 8.604 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.118 [Epoch 2][Batch 10699], Speed: 8.668 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.117 [Epoch 2][Batch 10799], Speed: 8.546 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.117 [Epoch 2][Batch 10899], Speed: 8.607 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.116 [Epoch 2][Batch 10999], Speed: 8.634 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.116 [Epoch 2][Batch 11099], Speed: 8.539 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.116 [Epoch 2][Batch 11199], Speed: 8.544 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.115 [Epoch 2][Batch 11299], Speed: 8.557 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.115 [Epoch 2][Batch 11399], Speed: 8.645 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.114 [Epoch 2][Batch 11499], Speed: 8.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.114 [Epoch 2][Batch 11599], Speed: 8.643 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.114 [Epoch 2][Batch 11699], Speed: 8.560 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.113 [Epoch 2][Batch 11799], Speed: 8.680 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.113 [Epoch 2][Batch 11899], Speed: 8.579 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.112 [Epoch 2][Batch 11999], Speed: 8.474 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.112 [Epoch 2][Batch 12099], Speed: 8.520 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.111 [Epoch 2][Batch 12199], Speed: 8.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.111 [Epoch 2][Batch 12299], Speed: 8.552 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.111 [Epoch 2][Batch 12399], Speed: 8.603 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.110 [Epoch 2][Batch 12499], Speed: 8.525 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.110 [Epoch 2][Batch 12599], Speed: 8.499 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.109 [Epoch 2][Batch 12699], Speed: 8.674 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.109 [Epoch 2][Batch 12799], Speed: 8.605 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.108 [Epoch 2][Batch 12899], Speed: 8.665 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.108 [Epoch 2][Batch 12999], Speed: 8.645 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.108 [Epoch 2][Batch 13099], Speed: 8.585 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.107 [Epoch 2][Batch 13199], Speed: 8.586 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.107 [Epoch 2][Batch 13299], Speed: 8.594 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.106 [Epoch 2][Batch 13399], Speed: 8.481 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.106 [Epoch 2][Batch 13499], Speed: 8.569 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.106 [Epoch 2][Batch 13599], Speed: 8.606 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.105 [Epoch 2][Batch 13699], Speed: 8.554 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.105 [Epoch 2][Batch 13799], Speed: 8.536 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 13899], Speed: 8.474 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 13999], Speed: 8.608 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 14099], Speed: 8.598 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.103 [Epoch 2][Batch 14199], Speed: 8.575 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.103 [Epoch 2][Batch 14299], Speed: 8.532 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.102 [Epoch 2][Batch 14399], Speed: 8.601 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.102 [Epoch 2][Batch 14499], Speed: 8.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.102 [Epoch 2][Batch 14599], Speed: 8.550 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.101 [Epoch 2] Training cost: 13704.371, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133 [Epoch 2] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.453 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.150 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 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.244 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.402 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.429 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.522 person=43.4 bicycle=20.3 car=32.5 motorcycle=22.4 airplane=40.1 bus=36.0 train=39.3 truck=16.3 boat=13.1 traffic light=18.4 fire hydrant=50.1 stop sign=53.4 parking meter=32.9 bench=14.0 bird=21.7 cat=39.8 dog=35.2 horse=36.8 sheep=28.2 cow=34.0 elephant=46.0 bear=50.0 zebra=50.7 giraffe=51.2 backpack=7.1 umbrella=21.4 handbag=6.5 tie=16.5 suitcase=16.0 frisbee=47.0 skis=12.0 snowboard=14.0 sports ball=35.8 kite=26.9 baseball bat=17.6 baseball glove=21.5 skateboard=34.0 surfboard=18.7 tennis racket=31.8 bottle=26.9 wine glass=22.3 cup=29.9 fork=14.0 knife=5.1 spoon=6.1 bowl=26.8 banana=11.1 apple=10.0 sandwich=18.0 orange=16.2 broccoli=14.4 carrot=11.3 hot dog=11.4 pizza=34.8 donut=24.7 cake=19.2 chair=14.9 couch=21.5 potted plant=16.2 bed=26.8 dining table=17.2 toilet=41.1 tv=41.4 laptop=39.0 mouse=45.9 remote=15.0 keyboard=26.4 cell phone=22.1 microwave=32.4 oven=20.8 toaster=6.6 sink=24.3 refrigerator=32.3 book=10.0 clock=40.3 vase=26.2 scissors=8.9 teddy bear=26.0 hair drier=0.0 toothbrush=8.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =25.2 [Epoch 2] mAP 25.2 higher than current best [23.8] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 2] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0002_25.2000.params [Epoch 3][Batch 99], Speed: 6.893 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.131,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.101 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, mixup=False, momentum=0.9, network='resnet50_v1b', no_mixup_epochs=20, norm_layer=None, num_workers=4, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet50_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=1, 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_layers2_conv2_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers2_conv4_weight', 'resnetv1b_layers2_conv5_weight', 'resnetv1b_layers2_conv6_weight', 'resnetv1b_layers2_conv7_weight', 'resnetv1b_layers2_conv8_weight', 'resnetv1b_layers2_conv9_weight', 'resnetv1b_layers2_conv10_weight', 'resnetv1b_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers3_conv4_weight', 'resnetv1b_layers3_conv5_weight', 'resnetv1b_layers3_conv6_weight', 'resnetv1b_layers3_conv7_weight', 'resnetv1b_layers3_conv8_weight', 'resnetv1b_layers3_conv9_weight', 'resnetv1b_layers3_conv10_weight', 'resnetv1b_layers3_conv11_weight', 'resnetv1b_layers3_conv12_weight', 'resnetv1b_layers3_conv13_weight', 'resnetv1b_layers3_conv14_weight', 'resnetv1b_layers3_conv15_weight', 'resnetv1b_layers3_conv16_weight', 'resnetv1b_layers3_conv17_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv3_weight', 'resnetv1b_layers4_conv4_weight', 'resnetv1b_layers4_conv5_weight', 'resnetv1b_layers4_conv6_weight', 'resnetv1b_layers4_conv7_weight', 'resnetv1b_layers4_conv8_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', 'fasterrcnn0_dense0_weight', 'fasterrcnn0_dense0_bias', 'fasterrcnn0_dense1_weight', 'fasterrcnn0_dense1_bias', 'fasterrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator1_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator2_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator3_anchor_', 'fasterrcnn0_rpn0_rpnanchorgenerator4_anchor_', 'fasterrcnn0_rpn0_rpnhead0_conv0_weight', 'fasterrcnn0_rpn0_rpnhead0_conv0_bias', 'fasterrcnn0_rpn0_rpnhead0_conv1_weight', 'fasterrcnn0_rpn0_rpnhead0_conv1_bias', 'fasterrcnn0_rpn0_rpnhead0_conv2_weight', 'fasterrcnn0_rpn0_rpnhead0_conv2_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 6.813 samples/sec, RPN_Conf=0.229,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.131,RPNAcc=0.901,RPNL1Loss=0.698,RCNNAcc=0.929,RCNNL1Loss=2.147 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 8.765 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.500,RCNN_SmoothL1=0.153,RPNAcc=0.923,RPNL1Loss=0.648,RCNNAcc=0.926,RCNNL1Loss=2.208 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 8.793 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.174,RPNAcc=0.933,RPNL1Loss=0.615,RCNNAcc=0.920,RCNNL1Loss=2.249 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 8.822 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.189,RPNAcc=0.940,RPNL1Loss=0.603,RCNNAcc=0.915,RCNNL1Loss=2.261 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 8.595 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.197,RPNAcc=0.944,RPNL1Loss=0.589,RCNNAcc=0.912,RCNNL1Loss=2.251 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 8.836 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.202,RPNAcc=0.947,RPNL1Loss=0.579,RCNNAcc=0.910,RCNNL1Loss=2.235 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 8.831 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.206,RPNAcc=0.950,RPNL1Loss=0.570,RCNNAcc=0.909,RCNNL1Loss=2.219 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 8.872 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.210,RPNAcc=0.952,RPNL1Loss=0.561,RCNNAcc=0.907,RCNNL1Loss=2.202 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 8.847 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.213,RPNAcc=0.953,RPNL1Loss=0.553,RCNNAcc=0.906,RCNNL1Loss=2.184 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 8.949 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.213,RPNAcc=0.955,RPNL1Loss=0.548,RCNNAcc=0.905,RCNNL1Loss=2.164 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 8.821 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.214,RPNAcc=0.956,RPNL1Loss=0.544,RCNNAcc=0.904,RCNNL1Loss=2.143 [Epoch 0][Batch 1199], Speed: 8.864 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.216,RPNAcc=0.957,RPNL1Loss=0.537,RCNNAcc=0.903,RCNNL1Loss=2.117 [Epoch 0][Batch 1299], Speed: 8.853 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.216,RPNAcc=0.957,RPNL1Loss=0.533,RCNNAcc=0.902,RCNNL1Loss=2.093 [Epoch 0][Batch 1399], Speed: 8.852 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.533,RCNN_SmoothL1=0.217,RPNAcc=0.958,RPNL1Loss=0.528,RCNNAcc=0.901,RCNNL1Loss=2.069 [Epoch 0][Batch 1499], Speed: 8.876 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.216,RPNAcc=0.959,RPNL1Loss=0.524,RCNNAcc=0.901,RCNNL1Loss=2.044 [Epoch 0][Batch 1599], Speed: 8.863 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.526,RCNN_SmoothL1=0.215,RPNAcc=0.960,RPNL1Loss=0.521,RCNNAcc=0.900,RCNNL1Loss=2.020 [Epoch 0][Batch 1699], Speed: 8.921 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.523,RCNN_SmoothL1=0.214,RPNAcc=0.960,RPNL1Loss=0.517,RCNNAcc=0.900,RCNNL1Loss=1.999 [Epoch 0][Batch 1799], Speed: 8.810 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.519,RCNN_SmoothL1=0.213,RPNAcc=0.961,RPNL1Loss=0.514,RCNNAcc=0.900,RCNNL1Loss=1.976 [Epoch 0][Batch 1899], Speed: 8.853 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.212,RPNAcc=0.961,RPNL1Loss=0.511,RCNNAcc=0.900,RCNNL1Loss=1.955 [Epoch 0][Batch 1999], Speed: 8.822 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.513,RCNN_SmoothL1=0.211,RPNAcc=0.962,RPNL1Loss=0.508,RCNNAcc=0.899,RCNNL1Loss=1.935 [Epoch 0][Batch 2099], Speed: 8.797 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.210,RPNAcc=0.962,RPNL1Loss=0.505,RCNNAcc=0.899,RCNNL1Loss=1.916 [Epoch 0][Batch 2199], Speed: 8.923 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.507,RCNN_SmoothL1=0.209,RPNAcc=0.963,RPNL1Loss=0.502,RCNNAcc=0.899,RCNNL1Loss=1.899 [Epoch 0][Batch 2299], Speed: 8.922 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.504,RCNN_SmoothL1=0.209,RPNAcc=0.963,RPNL1Loss=0.500,RCNNAcc=0.899,RCNNL1Loss=1.883 [Epoch 0][Batch 2399], Speed: 8.812 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.501,RCNN_SmoothL1=0.208,RPNAcc=0.963,RPNL1Loss=0.497,RCNNAcc=0.899,RCNNL1Loss=1.867 [Epoch 0][Batch 2499], Speed: 8.920 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.498,RCNN_SmoothL1=0.207,RPNAcc=0.964,RPNL1Loss=0.495,RCNNAcc=0.899,RCNNL1Loss=1.851 [Epoch 0][Batch 2599], Speed: 8.893 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.495,RCNN_SmoothL1=0.206,RPNAcc=0.964,RPNL1Loss=0.493,RCNNAcc=0.899,RCNNL1Loss=1.837 [Epoch 0][Batch 2699], Speed: 8.766 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.493,RCNN_SmoothL1=0.205,RPNAcc=0.964,RPNL1Loss=0.491,RCNNAcc=0.899,RCNNL1Loss=1.822 [Epoch 0][Batch 2799], Speed: 8.806 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.490,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.489,RCNNAcc=0.899,RCNNL1Loss=1.809 [Epoch 0][Batch 2899], Speed: 8.819 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.488,RCNN_SmoothL1=0.204,RPNAcc=0.965,RPNL1Loss=0.486,RCNNAcc=0.898,RCNNL1Loss=1.796 [Epoch 0][Batch 2999], Speed: 8.884 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.203,RPNAcc=0.965,RPNL1Loss=0.485,RCNNAcc=0.898,RCNNL1Loss=1.783 [Epoch 0][Batch 3099], Speed: 8.874 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.202,RPNAcc=0.965,RPNL1Loss=0.483,RCNNAcc=0.898,RCNNL1Loss=1.771 [Epoch 0][Batch 3199], Speed: 8.848 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.481,RCNNAcc=0.898,RCNNL1Loss=1.758 [Epoch 0][Batch 3299], Speed: 8.938 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.201,RPNAcc=0.966,RPNL1Loss=0.479,RCNNAcc=0.898,RCNNL1Loss=1.746 [Epoch 0][Batch 3399], Speed: 8.850 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.200,RPNAcc=0.966,RPNL1Loss=0.477,RCNNAcc=0.898,RCNNL1Loss=1.735 [Epoch 0][Batch 3499], Speed: 8.797 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.473,RCNN_SmoothL1=0.199,RPNAcc=0.966,RPNL1Loss=0.475,RCNNAcc=0.898,RCNNL1Loss=1.724 [Epoch 0][Batch 3599], Speed: 8.885 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.471,RCNN_SmoothL1=0.199,RPNAcc=0.967,RPNL1Loss=0.473,RCNNAcc=0.898,RCNNL1Loss=1.714 [Epoch 0][Batch 3699], Speed: 8.895 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.469,RCNN_SmoothL1=0.198,RPNAcc=0.967,RPNL1Loss=0.472,RCNNAcc=0.898,RCNNL1Loss=1.704 [Epoch 0][Batch 3799], Speed: 8.900 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.468,RCNN_SmoothL1=0.198,RPNAcc=0.967,RPNL1Loss=0.471,RCNNAcc=0.898,RCNNL1Loss=1.694 [Epoch 0][Batch 3899], Speed: 8.855 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.197,RPNAcc=0.967,RPNL1Loss=0.470,RCNNAcc=0.898,RCNNL1Loss=1.685 [Epoch 0][Batch 3999], Speed: 8.827 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.196,RPNAcc=0.967,RPNL1Loss=0.468,RCNNAcc=0.898,RCNNL1Loss=1.677 [Epoch 0][Batch 4099], Speed: 8.911 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.462,RCNN_SmoothL1=0.196,RPNAcc=0.968,RPNL1Loss=0.467,RCNNAcc=0.898,RCNNL1Loss=1.669 [Epoch 0][Batch 4199], Speed: 8.829 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.460,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.466,RCNNAcc=0.898,RCNNL1Loss=1.661 [Epoch 0][Batch 4299], Speed: 8.874 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.195,RPNAcc=0.968,RPNL1Loss=0.465,RCNNAcc=0.898,RCNNL1Loss=1.654 [Epoch 0][Batch 4399], Speed: 8.821 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.463,RCNNAcc=0.898,RCNNL1Loss=1.647 [Epoch 0][Batch 4499], Speed: 8.935 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.455,RCNN_SmoothL1=0.194,RPNAcc=0.968,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=1.639 [Epoch 0][Batch 4599], Speed: 8.844 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.632 [Epoch 0][Batch 4699], Speed: 8.882 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.452,RCNN_SmoothL1=0.193,RPNAcc=0.968,RPNL1Loss=0.460,RCNNAcc=0.898,RCNNL1Loss=1.625 [Epoch 0][Batch 4799], Speed: 8.913 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.451,RCNN_SmoothL1=0.193,RPNAcc=0.969,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.618 [Epoch 0][Batch 4899], Speed: 8.858 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.449,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.611 [Epoch 0][Batch 4999], Speed: 8.861 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.447,RCNN_SmoothL1=0.192,RPNAcc=0.969,RPNL1Loss=0.456,RCNNAcc=0.898,RCNNL1Loss=1.605 [Epoch 0][Batch 5099], Speed: 8.846 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.191,RPNAcc=0.969,RPNL1Loss=0.455,RCNNAcc=0.899,RCNNL1Loss=1.598 [Epoch 0][Batch 5199], Speed: 8.828 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.455,RCNNAcc=0.899,RCNNL1Loss=1.592 [Epoch 0][Batch 5299], Speed: 8.788 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.453,RCNNAcc=0.899,RCNNL1Loss=1.587 [Epoch 0][Batch 5399], Speed: 8.887 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.190,RPNAcc=0.969,RPNL1Loss=0.453,RCNNAcc=0.899,RCNNL1Loss=1.581 [Epoch 0][Batch 5499], Speed: 8.914 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.189,RPNAcc=0.970,RPNL1Loss=0.452,RCNNAcc=0.899,RCNNL1Loss=1.576 [Epoch 0][Batch 5599], Speed: 8.854 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.189,RPNAcc=0.970,RPNL1Loss=0.451,RCNNAcc=0.899,RCNNL1Loss=1.570 [Epoch 0][Batch 5699], Speed: 8.824 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.450,RCNNAcc=0.899,RCNNL1Loss=1.564 [Epoch 0][Batch 5799], Speed: 8.780 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.559 [Epoch 0][Batch 5899], Speed: 8.839 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.188,RPNAcc=0.970,RPNL1Loss=0.449,RCNNAcc=0.899,RCNNL1Loss=1.554 [Epoch 0][Batch 5999], Speed: 8.844 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.447,RCNNAcc=0.899,RCNNL1Loss=1.548 [Epoch 0][Batch 6099], Speed: 8.926 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.187,RPNAcc=0.970,RPNL1Loss=0.447,RCNNAcc=0.899,RCNNL1Loss=1.543 [Epoch 0][Batch 6199], Speed: 8.855 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.446,RCNNAcc=0.899,RCNNL1Loss=1.539 [Epoch 0][Batch 6299], Speed: 8.852 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.186,RPNAcc=0.970,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.535 [Epoch 0][Batch 6399], Speed: 8.835 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.186,RPNAcc=0.971,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.530 [Epoch 0][Batch 6499], Speed: 8.916 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.525 [Epoch 0][Batch 6599], Speed: 8.993 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.521 [Epoch 0][Batch 6699], Speed: 8.833 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.185,RPNAcc=0.971,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.516 [Epoch 0][Batch 6799], Speed: 8.873 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.512 [Epoch 0][Batch 6899], Speed: 8.849 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.508 [Epoch 0][Batch 6999], Speed: 8.832 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.184,RPNAcc=0.971,RPNL1Loss=0.440,RCNNAcc=0.900,RCNNL1Loss=1.504 [Epoch 0][Batch 7099], Speed: 8.871 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.439,RCNNAcc=0.900,RCNNL1Loss=1.500 [Epoch 0][Batch 7199], Speed: 8.832 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.439,RCNNAcc=0.900,RCNNL1Loss=1.496 [Epoch 0][Batch 7299], Speed: 8.887 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.183,RPNAcc=0.971,RPNL1Loss=0.438,RCNNAcc=0.900,RCNNL1Loss=1.493 [Epoch 0][Batch 7399], Speed: 8.805 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.182,RPNAcc=0.971,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.489 [Epoch 0][Batch 7499], Speed: 8.865 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.182,RPNAcc=0.971,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.485 [Epoch 0][Batch 7599], Speed: 8.835 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.182,RPNAcc=0.972,RPNL1Loss=0.436,RCNNAcc=0.900,RCNNL1Loss=1.481 [Epoch 0][Batch 7699], Speed: 8.840 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.182,RPNAcc=0.972,RPNL1Loss=0.435,RCNNAcc=0.900,RCNNL1Loss=1.478 [Epoch 0][Batch 7799], Speed: 8.863 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.435,RCNNAcc=0.900,RCNNL1Loss=1.474 [Epoch 0][Batch 7899], Speed: 8.812 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.434,RCNNAcc=0.900,RCNNL1Loss=1.471 [Epoch 0][Batch 7999], Speed: 8.873 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.467 [Epoch 0][Batch 8099], Speed: 8.777 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.181,RPNAcc=0.972,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.463 [Epoch 0][Batch 8199], Speed: 8.849 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.432,RCNNAcc=0.900,RCNNL1Loss=1.460 [Epoch 0][Batch 8299], Speed: 8.871 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.457 [Epoch 0][Batch 8399], Speed: 8.906 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.180,RPNAcc=0.972,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.453 [Epoch 0][Batch 8499], Speed: 8.886 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.430,RCNNAcc=0.900,RCNNL1Loss=1.451 [Epoch 0][Batch 8599], Speed: 8.885 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.430,RCNNAcc=0.900,RCNNL1Loss=1.448 [Epoch 0][Batch 8699], Speed: 8.852 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.429,RCNNAcc=0.900,RCNNL1Loss=1.445 [Epoch 0][Batch 8799], Speed: 8.909 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.429,RCNNAcc=0.900,RCNNL1Loss=1.442 [Epoch 0][Batch 8899], Speed: 8.865 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.179,RPNAcc=0.972,RPNL1Loss=0.428,RCNNAcc=0.901,RCNNL1Loss=1.439 [Epoch 0][Batch 8999], Speed: 8.816 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.178,RPNAcc=0.972,RPNL1Loss=0.428,RCNNAcc=0.901,RCNNL1Loss=1.436 [Epoch 0][Batch 9099], Speed: 8.857 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.427,RCNNAcc=0.901,RCNNL1Loss=1.433 [Epoch 0][Batch 9199], Speed: 8.777 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.427,RCNNAcc=0.901,RCNNL1Loss=1.430 [Epoch 0][Batch 9299], Speed: 8.925 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.178,RPNAcc=0.973,RPNL1Loss=0.426,RCNNAcc=0.901,RCNNL1Loss=1.427 [Epoch 0][Batch 9399], Speed: 8.865 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.403,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.426,RCNNAcc=0.901,RCNNL1Loss=1.424 [Epoch 0][Batch 9499], Speed: 8.890 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.402,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.422 [Epoch 0][Batch 9599], Speed: 8.864 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.419 [Epoch 0][Batch 9699], Speed: 8.762 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.177,RPNAcc=0.973,RPNL1Loss=0.424,RCNNAcc=0.901,RCNNL1Loss=1.417 [Epoch 0][Batch 9799], Speed: 8.788 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.424,RCNNAcc=0.901,RCNNL1Loss=1.414 [Epoch 0][Batch 9899], Speed: 8.878 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.412 [Epoch 0][Batch 9999], Speed: 8.810 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.409 [Epoch 0][Batch 10099], Speed: 8.866 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.407 [Epoch 0][Batch 10199], Speed: 8.798 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.176,RPNAcc=0.973,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.404 [Epoch 0][Batch 10299], Speed: 8.833 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.402 [Epoch 0][Batch 10399], Speed: 8.925 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.399 [Epoch 0][Batch 10499], Speed: 8.940 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.420,RCNNAcc=0.901,RCNNL1Loss=1.397 [Epoch 0][Batch 10599], Speed: 8.890 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.420,RCNNAcc=0.901,RCNNL1Loss=1.395 [Epoch 0][Batch 10699], Speed: 8.944 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.175,RPNAcc=0.973,RPNL1Loss=0.419,RCNNAcc=0.901,RCNNL1Loss=1.392 [Epoch 0][Batch 10799], Speed: 8.878 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.174,RPNAcc=0.973,RPNL1Loss=0.419,RCNNAcc=0.902,RCNNL1Loss=1.390 [Epoch 0][Batch 10899], Speed: 8.851 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.902,RCNNL1Loss=1.387 [Epoch 0][Batch 10999], Speed: 8.873 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.902,RCNNL1Loss=1.385 [Epoch 0][Batch 11099], Speed: 8.944 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.902,RCNNL1Loss=1.383 [Epoch 0][Batch 11199], Speed: 8.903 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.417,RCNNAcc=0.902,RCNNL1Loss=1.381 [Epoch 0][Batch 11299], Speed: 8.821 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.174,RPNAcc=0.974,RPNL1Loss=0.417,RCNNAcc=0.902,RCNNL1Loss=1.378 [Epoch 0][Batch 11399], Speed: 8.897 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.376 [Epoch 0][Batch 11499], Speed: 8.917 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.374 [Epoch 0][Batch 11599], Speed: 8.910 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.372 [Epoch 0][Batch 11699], Speed: 8.907 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.370 [Epoch 0][Batch 11799], Speed: 8.924 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.367 [Epoch 0][Batch 11899], Speed: 8.994 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.173,RPNAcc=0.974,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.365 [Epoch 0][Batch 11999], Speed: 8.850 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.364 [Epoch 0][Batch 12099], Speed: 8.858 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.361 [Epoch 0][Batch 12199], Speed: 8.803 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.359 [Epoch 0][Batch 12299], Speed: 8.885 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.357 [Epoch 0][Batch 12399], Speed: 9.017 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.356 [Epoch 0][Batch 12499], Speed: 8.773 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.172,RPNAcc=0.974,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.354 [Epoch 0][Batch 12599], Speed: 8.764 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.352 [Epoch 0][Batch 12699], Speed: 8.832 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.350 [Epoch 0][Batch 12799], Speed: 8.942 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.348 [Epoch 0][Batch 12899], Speed: 8.826 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.346 [Epoch 0][Batch 12999], Speed: 8.882 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.411,RCNNAcc=0.903,RCNNL1Loss=1.345 [Epoch 0][Batch 13099], Speed: 8.872 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.171,RPNAcc=0.974,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.343 [Epoch 0][Batch 13199], Speed: 8.935 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.341 [Epoch 0][Batch 13299], Speed: 8.902 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.410,RCNNAcc=0.903,RCNNL1Loss=1.340 [Epoch 0][Batch 13399], Speed: 8.947 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.338 [Epoch 0][Batch 13499], Speed: 8.890 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.336 [Epoch 0][Batch 13599], Speed: 8.983 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.903,RCNNL1Loss=1.334 [Epoch 0][Batch 13699], Speed: 8.873 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.333 [Epoch 0][Batch 13799], Speed: 9.022 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.170,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.331 [Epoch 0][Batch 13899], Speed: 8.850 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.329 [Epoch 0][Batch 13999], Speed: 8.783 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.328 [Epoch 0][Batch 14099], Speed: 8.809 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.326 [Epoch 0][Batch 14199], Speed: 8.892 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.325 [Epoch 0][Batch 14299], Speed: 8.893 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.324 [Epoch 0][Batch 14399], Speed: 8.918 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.322 [Epoch 0][Batch 14499], Speed: 8.871 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.169,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.321 [Epoch 0][Batch 14599], Speed: 8.940 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.168,RPNAcc=0.975,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.319 [Epoch 0] Training cost: 13256.745, RPN_Conf=0.065,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.168 [Epoch 0] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.189 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.175 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.108 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.213 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.230 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.204 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.351 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.216 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.412 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.470 person=37.7 bicycle=13.3 car=26.6 motorcycle=19.6 airplane=32.4 bus=34.9 train=31.9 truck=11.7 boat=8.1 traffic light=15.8 fire hydrant=43.3 stop sign=41.3 parking meter=28.6 bench=9.3 bird=18.4 cat=34.6 dog=28.1 horse=23.9 sheep=24.7 cow=23.3 elephant=28.9 bear=39.0 zebra=42.2 giraffe=44.5 backpack=3.3 umbrella=16.4 handbag=3.0 tie=12.0 suitcase=7.1 frisbee=38.2 skis=6.1 snowboard=7.5 sports ball=29.5 kite=22.7 baseball bat=7.5 baseball glove=20.5 skateboard=20.1 surfboard=11.4 tennis racket=21.8 bottle=21.4 wine glass=16.0 cup=22.8 fork=3.9 knife=1.5 spoon=3.3 bowl=22.9 banana=9.2 apple=7.8 sandwich=13.7 orange=16.2 broccoli=11.6 carrot=5.9 hot dog=6.2 pizza=28.2 donut=18.7 cake=11.5 chair=11.7 couch=14.5 potted plant=9.8 bed=18.5 dining table=12.6 toilet=30.9 tv=33.3 laptop=29.8 mouse=41.7 remote=10.0 keyboard=19.4 cell phone=14.2 microwave=22.8 oven=11.7 toaster=0.0 sink=13.3 refrigerator=15.5 book=5.8 clock=33.3 vase=20.5 scissors=5.7 teddy bear=22.2 hair drier=0.0 toothbrush=2.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =18.9 [Epoch 0] mAP 18.9 higher than current best [0] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 0] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0000_18.9000.params [Epoch 1][Batch 99], Speed: 7.153 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.150,RPNAcc=0.975,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.317 [Epoch 1][Batch 199], Speed: 8.347 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.150,RPNAcc=0.975,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.315 [Epoch 1][Batch 299], Speed: 8.466 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.044,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.149,RPNAcc=0.975,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.314 [Epoch 1][Batch 399], Speed: 8.450 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.312 [Epoch 1][Batch 499], Speed: 8.502 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.310 [Epoch 1][Batch 599], Speed: 8.488 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.975,RPNL1Loss=0.404,RCNNAcc=0.904,RCNNL1Loss=1.309 [Epoch 1][Batch 699], Speed: 8.512 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.307 [Epoch 1][Batch 799], Speed: 8.508 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.306 [Epoch 1][Batch 899], Speed: 8.594 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.043,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.403,RCNNAcc=0.904,RCNNL1Loss=1.304 [Epoch 1][Batch 999], Speed: 8.609 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.303 [Epoch 1][Batch 1099], Speed: 8.524 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.302 [Epoch 1][Batch 1199], Speed: 8.563 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.300 [Epoch 1][Batch 1299], Speed: 8.709 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.147,RPNAcc=0.975,RPNL1Loss=0.402,RCNNAcc=0.904,RCNNL1Loss=1.299 [Epoch 1][Batch 1399], Speed: 8.562 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.297 [Epoch 1][Batch 1499], Speed: 8.510 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.296 [Epoch 1][Batch 1599], Speed: 8.549 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.904,RCNNL1Loss=1.295 [Epoch 1][Batch 1699], Speed: 8.584 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.293 [Epoch 1][Batch 1799], Speed: 8.675 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.292 [Epoch 1][Batch 1899], Speed: 8.573 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.147,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.291 [Epoch 1][Batch 1999], Speed: 8.579 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.289 [Epoch 1][Batch 2099], Speed: 8.688 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.904,RCNNL1Loss=1.288 [Epoch 1][Batch 2199], Speed: 8.735 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.904,RCNNL1Loss=1.286 [Epoch 1][Batch 2299], Speed: 8.638 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.904,RCNNL1Loss=1.285 [Epoch 1][Batch 2399], Speed: 8.562 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.146,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.905,RCNNL1Loss=1.284 [Epoch 1][Batch 2499], Speed: 8.685 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.282 [Epoch 1][Batch 2599], Speed: 8.638 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.281 [Epoch 1][Batch 2699], Speed: 8.646 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.398,RCNNAcc=0.905,RCNNL1Loss=1.279 [Epoch 1][Batch 2799], Speed: 8.626 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.278 [Epoch 1][Batch 2899], Speed: 8.586 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.277 [Epoch 1][Batch 2999], Speed: 8.673 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.275 [Epoch 1][Batch 3099], Speed: 8.633 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.397,RCNNAcc=0.905,RCNNL1Loss=1.274 [Epoch 1][Batch 3199], Speed: 8.654 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.273 [Epoch 1][Batch 3299], Speed: 8.679 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.272 [Epoch 1][Batch 3399], Speed: 8.592 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.271 [Epoch 1][Batch 3499], Speed: 8.607 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.396,RCNNAcc=0.905,RCNNL1Loss=1.269 [Epoch 1][Batch 3599], Speed: 8.542 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.268 [Epoch 1][Batch 3699], Speed: 8.582 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.267 [Epoch 1][Batch 3799], Speed: 8.604 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.266 [Epoch 1][Batch 3899], Speed: 8.598 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.395,RCNNAcc=0.905,RCNNL1Loss=1.265 [Epoch 1][Batch 3999], Speed: 8.619 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.263 [Epoch 1][Batch 4099], Speed: 8.578 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.262 [Epoch 1][Batch 4199], Speed: 8.558 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.261 [Epoch 1][Batch 4299], Speed: 8.651 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.145,RPNAcc=0.976,RPNL1Loss=0.394,RCNNAcc=0.905,RCNNL1Loss=1.260 [Epoch 1][Batch 4399], Speed: 8.673 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.905,RCNNL1Loss=1.259 [Epoch 1][Batch 4499], Speed: 8.682 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.905,RCNNL1Loss=1.257 [Epoch 1][Batch 4599], Speed: 8.643 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.905,RCNNL1Loss=1.256 [Epoch 1][Batch 4699], Speed: 8.643 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.393,RCNNAcc=0.905,RCNNL1Loss=1.255 [Epoch 1][Batch 4799], Speed: 8.671 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.976,RPNL1Loss=0.392,RCNNAcc=0.905,RCNNL1Loss=1.254 [Epoch 1][Batch 4899], Speed: 8.655 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.253 [Epoch 1][Batch 4999], Speed: 8.571 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.252 [Epoch 1][Batch 5099], Speed: 8.633 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.906,RCNNL1Loss=1.251 [Epoch 1][Batch 5199], Speed: 8.597 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.250 [Epoch 1][Batch 5299], Speed: 8.671 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.249 [Epoch 1][Batch 5399], Speed: 8.700 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.248 [Epoch 1][Batch 5499], Speed: 8.597 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.247 [Epoch 1][Batch 5599], Speed: 8.571 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.906,RCNNL1Loss=1.246 [Epoch 1][Batch 5699], Speed: 8.727 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.245 [Epoch 1][Batch 5799], Speed: 8.635 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.244 [Epoch 1][Batch 5899], Speed: 8.650 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.243 [Epoch 1][Batch 5999], Speed: 8.586 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.906,RCNNL1Loss=1.242 [Epoch 1][Batch 6099], Speed: 8.633 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.241 [Epoch 1][Batch 6199], Speed: 8.580 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.240 [Epoch 1][Batch 6299], Speed: 8.580 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.239 [Epoch 1][Batch 6399], Speed: 8.547 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.906,RCNNL1Loss=1.238 [Epoch 1][Batch 6499], Speed: 8.658 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.237 [Epoch 1][Batch 6599], Speed: 8.555 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.236 [Epoch 1][Batch 6699], Speed: 8.621 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.235 [Epoch 1][Batch 6799], Speed: 8.676 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.234 [Epoch 1][Batch 6899], Speed: 8.500 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.388,RCNNAcc=0.906,RCNNL1Loss=1.233 [Epoch 1][Batch 6999], Speed: 8.600 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.232 [Epoch 1][Batch 7099], Speed: 8.605 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.231 [Epoch 1][Batch 7199], Speed: 8.553 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.230 [Epoch 1][Batch 7299], Speed: 8.566 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.229 [Epoch 1][Batch 7399], Speed: 8.621 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.387,RCNNAcc=0.906,RCNNL1Loss=1.228 [Epoch 1][Batch 7499], Speed: 8.614 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.228 [Epoch 1][Batch 7599], Speed: 8.522 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.227 [Epoch 1][Batch 7699], Speed: 8.598 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.226 [Epoch 1][Batch 7799], Speed: 8.622 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.225 [Epoch 1][Batch 7899], Speed: 8.621 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.224 [Epoch 1][Batch 7999], Speed: 8.592 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.906,RCNNL1Loss=1.223 [Epoch 1][Batch 8099], Speed: 8.606 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.223 [Epoch 1][Batch 8199], Speed: 8.550 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.222 [Epoch 1][Batch 8299], Speed: 8.665 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.042,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.221 [Epoch 1][Batch 8399], Speed: 8.560 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.385,RCNNAcc=0.907,RCNNL1Loss=1.220 [Epoch 1][Batch 8499], Speed: 8.649 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.219 [Epoch 1][Batch 8599], Speed: 8.706 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.218 [Epoch 1][Batch 8699], Speed: 8.635 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.217 [Epoch 1][Batch 8799], Speed: 8.600 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.217 [Epoch 1][Batch 8899], Speed: 8.681 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.216 [Epoch 1][Batch 8999], Speed: 8.595 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.215 [Epoch 1][Batch 9099], Speed: 8.675 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.384,RCNNAcc=0.907,RCNNL1Loss=1.214 [Epoch 1][Batch 9199], Speed: 8.619 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.213 [Epoch 1][Batch 9299], Speed: 8.606 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.212 [Epoch 1][Batch 9399], Speed: 8.521 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.212 [Epoch 1][Batch 9499], Speed: 8.607 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.211 [Epoch 1][Batch 9599], Speed: 8.643 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.210 [Epoch 1][Batch 9699], Speed: 8.529 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.383,RCNNAcc=0.907,RCNNL1Loss=1.209 [Epoch 1][Batch 9799], Speed: 8.506 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.209 [Epoch 1][Batch 9899], Speed: 8.570 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.208 [Epoch 1][Batch 9999], Speed: 8.705 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.207 [Epoch 1][Batch 10099], Speed: 8.566 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.206 [Epoch 1][Batch 10199], Speed: 8.567 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.205 [Epoch 1][Batch 10299], Speed: 8.638 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.907,RCNNL1Loss=1.205 [Epoch 1][Batch 10399], Speed: 8.541 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.204 [Epoch 1][Batch 10499], Speed: 8.644 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.203 [Epoch 1][Batch 10599], Speed: 8.624 samples/sec, RPN_Conf=0.050,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.202 [Epoch 1][Batch 10699], Speed: 8.621 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.201 [Epoch 1][Batch 10799], Speed: 8.632 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.907,RCNNL1Loss=1.201 [Epoch 1][Batch 10899], Speed: 8.621 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.200 [Epoch 1][Batch 10999], Speed: 8.642 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.199 [Epoch 1][Batch 11099], Speed: 8.571 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.198 [Epoch 1][Batch 11199], Speed: 8.599 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.198 [Epoch 1][Batch 11299], Speed: 8.663 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.197 [Epoch 1][Batch 11399], Speed: 8.620 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.196 [Epoch 1][Batch 11499], Speed: 8.623 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.195 [Epoch 1][Batch 11599], Speed: 8.549 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.195 [Epoch 1][Batch 11699], Speed: 8.608 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.194 [Epoch 1][Batch 11799], Speed: 8.611 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.193 [Epoch 1][Batch 11899], Speed: 8.609 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.193 [Epoch 1][Batch 11999], Speed: 8.647 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.908,RCNNL1Loss=1.192 [Epoch 1][Batch 12099], Speed: 8.548 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.191 [Epoch 1][Batch 12199], Speed: 8.597 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.191 [Epoch 1][Batch 12299], Speed: 8.622 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.190 [Epoch 1][Batch 12399], Speed: 8.582 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.189 [Epoch 1][Batch 12499], Speed: 8.558 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.188 [Epoch 1][Batch 12599], Speed: 8.604 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.378,RCNNAcc=0.908,RCNNL1Loss=1.188 [Epoch 1][Batch 12699], Speed: 8.610 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.187 [Epoch 1][Batch 12799], Speed: 8.607 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.186 [Epoch 1][Batch 12899], Speed: 8.641 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.186 [Epoch 1][Batch 12999], Speed: 8.611 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.185 [Epoch 1][Batch 13099], Speed: 8.575 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.184 [Epoch 1][Batch 13199], Speed: 8.681 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.377,RCNNAcc=0.908,RCNNL1Loss=1.184 [Epoch 1][Batch 13299], Speed: 8.566 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.183 [Epoch 1][Batch 13399], Speed: 8.623 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.183 [Epoch 1][Batch 13499], Speed: 8.580 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.182 [Epoch 1][Batch 13599], Speed: 8.586 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.181 [Epoch 1][Batch 13699], Speed: 8.633 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.181 [Epoch 1][Batch 13799], Speed: 8.627 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.180 [Epoch 1][Batch 13899], Speed: 8.632 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.376,RCNNAcc=0.908,RCNNL1Loss=1.179 [Epoch 1][Batch 13999], Speed: 8.584 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.179 [Epoch 1][Batch 14099], Speed: 8.678 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.178 [Epoch 1][Batch 14199], Speed: 8.681 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.178 [Epoch 1][Batch 14299], Speed: 8.500 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.177 [Epoch 1][Batch 14399], Speed: 8.573 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.176 [Epoch 1][Batch 14499], Speed: 8.645 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.176 [Epoch 1][Batch 14599], Speed: 8.598 samples/sec, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.142,RPNAcc=0.978,RPNL1Loss=0.375,RCNNAcc=0.908,RCNNL1Loss=1.175 [Epoch 1] Training cost: 13647.908, RPN_Conf=0.049,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.141 [Epoch 1] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.235 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.236 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.134 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.268 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.288 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.233 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.408 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227 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 ] = 0.501 person=42.1 bicycle=14.8 car=30.7 motorcycle=22.9 airplane=41.9 bus=46.7 train=41.3 truck=19.8 boat=11.4 traffic light=16.6 fire hydrant=47.0 stop sign=40.6 parking meter=32.0 bench=13.0 bird=20.3 cat=39.4 dog=38.1 horse=30.4 sheep=28.7 cow=20.1 elephant=37.9 bear=48.0 zebra=49.1 giraffe=51.7 backpack=5.7 umbrella=20.1 handbag=6.0 tie=15.4 suitcase=11.0 frisbee=50.1 skis=7.8 snowboard=11.0 sports ball=34.4 kite=26.3 baseball bat=14.3 baseball glove=21.3 skateboard=29.7 surfboard=17.2 tennis racket=29.8 bottle=26.7 wine glass=22.4 cup=26.7 fork=9.1 knife=3.9 spoon=6.2 bowl=27.1 banana=8.5 apple=8.7 sandwich=19.7 orange=21.0 broccoli=9.6 carrot=6.5 hot dog=11.6 pizza=32.9 donut=23.0 cake=16.9 chair=13.8 couch=23.3 potted plant=16.3 bed=24.7 dining table=16.8 toilet=35.3 tv=36.8 laptop=34.0 mouse=45.5 remote=11.2 keyboard=26.3 cell phone=20.4 microwave=33.9 oven=17.7 toaster=14.0 sink=20.8 refrigerator=25.4 book=5.9 clock=41.0 vase=19.8 scissors=4.8 teddy bear=21.3 hair drier=0.0 toothbrush=3.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =23.5 [Epoch 1] mAP 23.5 higher than current best [18.9] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 1] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0001_23.5000.params [Epoch 2][Batch 99], Speed: 7.314 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.174 [Epoch 2][Batch 199], Speed: 8.399 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.173 [Epoch 2][Batch 299], Speed: 8.352 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.173 [Epoch 2][Batch 399], Speed: 8.470 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.172 [Epoch 2][Batch 499], Speed: 8.415 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.171 [Epoch 2][Batch 599], Speed: 8.506 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.171 [Epoch 2][Batch 699], Speed: 8.479 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.170 [Epoch 2][Batch 799], Speed: 8.387 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.169 [Epoch 2][Batch 899], Speed: 8.442 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.169 [Epoch 2][Batch 999], Speed: 8.456 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.168 [Epoch 2][Batch 1099], Speed: 8.449 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.168 [Epoch 2][Batch 1199], Speed: 8.441 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.373,RCNNAcc=0.909,RCNNL1Loss=1.167 [Epoch 2][Batch 1299], Speed: 8.427 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.166 [Epoch 2][Batch 1399], Speed: 8.518 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.166 [Epoch 2][Batch 1499], Speed: 8.560 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.165 [Epoch 2][Batch 1599], Speed: 8.539 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.164 [Epoch 2][Batch 1699], Speed: 8.508 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.137,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.164 [Epoch 2][Batch 1799], Speed: 8.471 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.136,RPNAcc=0.978,RPNL1Loss=0.372,RCNNAcc=0.909,RCNNL1Loss=1.163 [Epoch 2][Batch 1899], Speed: 8.495 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.136,RPNAcc=0.978,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.162 [Epoch 2][Batch 1999], Speed: 8.557 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.162 [Epoch 2][Batch 2099], Speed: 8.468 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.161 [Epoch 2][Batch 2199], Speed: 8.461 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.161 [Epoch 2][Batch 2299], Speed: 8.444 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.160 [Epoch 2][Batch 2399], Speed: 8.451 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.159 [Epoch 2][Batch 2499], Speed: 8.426 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.909,RCNNL1Loss=1.159 [Epoch 2][Batch 2599], Speed: 8.553 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.158 [Epoch 2][Batch 2699], Speed: 8.451 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.158 [Epoch 2][Batch 2799], Speed: 8.439 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.157 [Epoch 2][Batch 2899], Speed: 8.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.136,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.157 [Epoch 2][Batch 2999], Speed: 8.008 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.156 [Epoch 2][Batch 3099], Speed: 8.446 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.155 [Epoch 2][Batch 3199], Speed: 8.434 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.909,RCNNL1Loss=1.155 [Epoch 2][Batch 3299], Speed: 8.469 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.154 [Epoch 2][Batch 3399], Speed: 8.453 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.154 [Epoch 2][Batch 3499], Speed: 8.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.153 [Epoch 2][Batch 3599], Speed: 8.473 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.152 [Epoch 2][Batch 3699], Speed: 8.474 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.152 [Epoch 2][Batch 3799], Speed: 8.534 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.151 [Epoch 2][Batch 3899], Speed: 8.477 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.151 [Epoch 2][Batch 3999], Speed: 8.489 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.150 [Epoch 2][Batch 4099], Speed: 8.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.909,RCNNL1Loss=1.150 [Epoch 2][Batch 4199], Speed: 8.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.149 [Epoch 2][Batch 4299], Speed: 8.423 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.149 [Epoch 2][Batch 4399], Speed: 8.548 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.148 [Epoch 2][Batch 4499], Speed: 8.505 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.148 [Epoch 2][Batch 4599], Speed: 8.473 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.147 [Epoch 2][Batch 4699], Speed: 8.516 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.146 [Epoch 2][Batch 4799], Speed: 8.524 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.146 [Epoch 2][Batch 4899], Speed: 8.400 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.145 [Epoch 2][Batch 4999], Speed: 8.524 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.135,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.145 [Epoch 2][Batch 5099], Speed: 8.385 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.144 [Epoch 2][Batch 5199], Speed: 8.482 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.144 [Epoch 2][Batch 5299], Speed: 8.355 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.143 [Epoch 2][Batch 5399], Speed: 8.488 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.143 [Epoch 2][Batch 5499], Speed: 8.412 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.142 [Epoch 2][Batch 5599], Speed: 8.381 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.367,RCNNAcc=0.910,RCNNL1Loss=1.142 [Epoch 2][Batch 5699], Speed: 8.413 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.141 [Epoch 2][Batch 5799], Speed: 8.379 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.141 [Epoch 2][Batch 5899], Speed: 8.498 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.140 [Epoch 2][Batch 5999], Speed: 8.475 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.140 [Epoch 2][Batch 6099], Speed: 8.373 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.139 [Epoch 2][Batch 6199], Speed: 8.476 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.138 [Epoch 2][Batch 6299], Speed: 8.427 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.138 [Epoch 2][Batch 6399], Speed: 8.544 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.366,RCNNAcc=0.910,RCNNL1Loss=1.137 [Epoch 2][Batch 6499], Speed: 8.446 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.137 [Epoch 2][Batch 6599], Speed: 8.544 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6699], Speed: 8.563 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6799], Speed: 8.389 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.136 [Epoch 2][Batch 6899], Speed: 8.559 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.135 [Epoch 2][Batch 6999], Speed: 8.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.135 [Epoch 2][Batch 7099], Speed: 8.470 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.134 [Epoch 2][Batch 7199], Speed: 8.557 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.365,RCNNAcc=0.910,RCNNL1Loss=1.134 [Epoch 2][Batch 7299], Speed: 8.435 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.133 [Epoch 2][Batch 7399], Speed: 8.524 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.133 [Epoch 2][Batch 7499], Speed: 8.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.132 [Epoch 2][Batch 7599], Speed: 8.459 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.132 [Epoch 2][Batch 7699], Speed: 8.553 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.131 [Epoch 2][Batch 7799], Speed: 8.454 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.131 [Epoch 2][Batch 7899], Speed: 8.356 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.130 [Epoch 2][Batch 7999], Speed: 8.426 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.130 [Epoch 2][Batch 8099], Speed: 8.458 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.364,RCNNAcc=0.910,RCNNL1Loss=1.129 [Epoch 2][Batch 8199], Speed: 8.375 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.129 [Epoch 2][Batch 8299], Speed: 8.490 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.128 [Epoch 2][Batch 8399], Speed: 8.439 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.128 [Epoch 2][Batch 8499], Speed: 8.405 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.127 [Epoch 2][Batch 8599], Speed: 8.476 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.127 [Epoch 2][Batch 8699], Speed: 8.435 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.126 [Epoch 2][Batch 8799], Speed: 8.424 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.126 [Epoch 2][Batch 8899], Speed: 8.377 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.125 [Epoch 2][Batch 8999], Speed: 8.435 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.363,RCNNAcc=0.910,RCNNL1Loss=1.125 [Epoch 2][Batch 9099], Speed: 8.429 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.124 [Epoch 2][Batch 9199], Speed: 8.440 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.124 [Epoch 2][Batch 9299], Speed: 8.438 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.124 [Epoch 2][Batch 9399], Speed: 8.445 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.123 [Epoch 2][Batch 9499], Speed: 8.505 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.123 [Epoch 2][Batch 9599], Speed: 8.507 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.122 [Epoch 2][Batch 9699], Speed: 8.540 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.122 [Epoch 2][Batch 9799], Speed: 8.532 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.121 [Epoch 2][Batch 9899], Speed: 8.386 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.121 [Epoch 2][Batch 9999], Speed: 8.395 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.362,RCNNAcc=0.911,RCNNL1Loss=1.121 [Epoch 2][Batch 10099], Speed: 8.433 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.979,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.120 [Epoch 2][Batch 10199], Speed: 8.427 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.120 [Epoch 2][Batch 10299], Speed: 8.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.119 [Epoch 2][Batch 10399], Speed: 8.443 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.119 [Epoch 2][Batch 10499], Speed: 8.468 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.118 [Epoch 2][Batch 10599], Speed: 8.436 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.118 [Epoch 2][Batch 10699], Speed: 8.541 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.117 [Epoch 2][Batch 10799], Speed: 8.468 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.117 [Epoch 2][Batch 10899], Speed: 8.495 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.911,RCNNL1Loss=1.117 [Epoch 2][Batch 10999], Speed: 8.454 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.116 [Epoch 2][Batch 11099], Speed: 8.483 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.116 [Epoch 2][Batch 11199], Speed: 8.547 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.115 [Epoch 2][Batch 11299], Speed: 8.424 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.115 [Epoch 2][Batch 11399], Speed: 8.458 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.115 [Epoch 2][Batch 11499], Speed: 8.503 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.114 [Epoch 2][Batch 11599], Speed: 8.513 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.114 [Epoch 2][Batch 11699], Speed: 8.329 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.113 [Epoch 2][Batch 11799], Speed: 7.848 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.911,RCNNL1Loss=1.113 [Epoch 2][Batch 11899], Speed: 8.443 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.112 [Epoch 2][Batch 11999], Speed: 8.447 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.112 [Epoch 2][Batch 12099], Speed: 8.451 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.112 [Epoch 2][Batch 12199], Speed: 8.485 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.111 [Epoch 2][Batch 12299], Speed: 8.426 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.111 [Epoch 2][Batch 12399], Speed: 8.408 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.110 [Epoch 2][Batch 12499], Speed: 8.441 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.110 [Epoch 2][Batch 12599], Speed: 8.493 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.109 [Epoch 2][Batch 12699], Speed: 8.424 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.109 [Epoch 2][Batch 12799], Speed: 8.441 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.911,RCNNL1Loss=1.109 [Epoch 2][Batch 12899], Speed: 8.411 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.108 [Epoch 2][Batch 12999], Speed: 8.416 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.108 [Epoch 2][Batch 13099], Speed: 8.418 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.107 [Epoch 2][Batch 13199], Speed: 8.455 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.107 [Epoch 2][Batch 13299], Speed: 8.445 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.107 [Epoch 2][Batch 13399], Speed: 8.431 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.106 [Epoch 2][Batch 13499], Speed: 8.385 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.106 [Epoch 2][Batch 13599], Speed: 8.455 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.105 [Epoch 2][Batch 13699], Speed: 8.433 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.105 [Epoch 2][Batch 13799], Speed: 8.509 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 13899], Speed: 8.463 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 13999], Speed: 8.414 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.104 [Epoch 2][Batch 14099], Speed: 8.469 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.103 [Epoch 2][Batch 14199], Speed: 8.461 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.103 [Epoch 2][Batch 14299], Speed: 8.445 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.103 [Epoch 2][Batch 14399], Speed: 8.473 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.102 [Epoch 2][Batch 14499], Speed: 8.480 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.102 [Epoch 2][Batch 14599], Speed: 8.401 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.132,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.101 [Epoch 2] Training cost: 13890.746, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.133 [Epoch 2] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.451 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.256 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 ] = 0.292 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.243 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.425 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.522 person=43.5 bicycle=19.1 car=33.6 motorcycle=21.6 airplane=38.8 bus=39.9 train=33.2 truck=14.7 boat=13.3 traffic light=20.2 fire hydrant=48.9 stop sign=54.4 parking meter=33.5 bench=13.6 bird=22.0 cat=35.5 dog=36.9 horse=39.0 sheep=31.1 cow=31.5 elephant=45.8 bear=53.0 zebra=52.2 giraffe=51.4 backpack=7.5 umbrella=23.6 handbag=6.3 tie=15.3 suitcase=15.0 frisbee=47.0 skis=11.9 snowboard=13.2 sports ball=33.6 kite=27.8 baseball bat=17.0 baseball glove=21.5 skateboard=30.7 surfboard=19.1 tennis racket=29.7 bottle=27.4 wine glass=22.5 cup=31.5 fork=11.0 knife=5.0 spoon=6.9 bowl=27.9 banana=12.7 apple=9.9 sandwich=17.4 orange=20.6 broccoli=15.7 carrot=10.9 hot dog=10.8 pizza=39.0 donut=21.8 cake=19.6 chair=14.2 couch=21.4 potted plant=15.6 bed=25.0 dining table=17.0 toilet=39.9 tv=42.6 laptop=38.9 mouse=48.4 remote=13.2 keyboard=18.3 cell phone=20.8 microwave=37.7 oven=18.2 toaster=22.5 sink=22.0 refrigerator=29.4 book=9.3 clock=41.9 vase=24.3 scissors=10.2 teddy bear=23.4 hair drier=0.0 toothbrush=4.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =25.2 [Epoch 2] mAP 25.2 higher than current best [23.5] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 2] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0002_25.2000.params [Epoch 3][Batch 99], Speed: 6.862 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.131,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.101 [Epoch 3][Batch 199], Speed: 8.474 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.911,RCNNL1Loss=1.100 [Epoch 3][Batch 299], Speed: 8.494 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.911,RCNNL1Loss=1.100 [Epoch 3][Batch 399], Speed: 8.434 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.911,RCNNL1Loss=1.100 [Epoch 3][Batch 499], Speed: 8.440 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.911,RCNNL1Loss=1.099 [Epoch 3][Batch 599], Speed: 8.646 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.099 [Epoch 3][Batch 699], Speed: 8.622 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.098 [Epoch 3][Batch 799], Speed: 8.761 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.098 [Epoch 3][Batch 899], Speed: 8.711 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.097 [Epoch 3][Batch 999], Speed: 8.711 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.097 [Epoch 3][Batch 1099], Speed: 8.729 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.097 [Epoch 3][Batch 1199], Speed: 8.794 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.912,RCNNL1Loss=1.096 [Epoch 3][Batch 1299], Speed: 8.673 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.096 [Epoch 3][Batch 1399], Speed: 8.674 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.096 [Epoch 3][Batch 1499], Speed: 8.707 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.095 [Epoch 3][Batch 1599], Speed: 8.684 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.095 [Epoch 3][Batch 1699], Speed: 8.710 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.094 [Epoch 3][Batch 1799], Speed: 8.691 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.094 [Epoch 3][Batch 1899], Speed: 8.775 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.094 [Epoch 3][Batch 1999], Speed: 8.682 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.093 [Epoch 3][Batch 2099], Speed: 8.711 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.093 [Epoch 3][Batch 2199], Speed: 8.777 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.355,RCNNAcc=0.912,RCNNL1Loss=1.092 [Epoch 3][Batch 2299], Speed: 8.700 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.092 [Epoch 3][Batch 2399], Speed: 8.756 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.092 [Epoch 3][Batch 2499], Speed: 8.698 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.091 [Epoch 3][Batch 2599], Speed: 8.701 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.091 [Epoch 3][Batch 2699], Speed: 8.738 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.091 [Epoch 3][Batch 2799], Speed: 8.857 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.090 [Epoch 3][Batch 2899], Speed: 8.609 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.090 [Epoch 3][Batch 2999], Speed: 8.627 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.090 [Epoch 3][Batch 3099], Speed: 8.747 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.089 [Epoch 3][Batch 3199], Speed: 8.659 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.089 [Epoch 3][Batch 3299], Speed: 8.691 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.354,RCNNAcc=0.912,RCNNL1Loss=1.088 [Epoch 3][Batch 3399], Speed: 8.731 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.088 [Epoch 3][Batch 3499], Speed: 8.675 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.088 [Epoch 3][Batch 3599], Speed: 8.686 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.087 [Epoch 3][Batch 3699], Speed: 8.647 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.087 [Epoch 3][Batch 3799], Speed: 8.740 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.087 [Epoch 3][Batch 3899], Speed: 8.663 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.086 [Epoch 3][Batch 3999], Speed: 8.771 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.086 [Epoch 3][Batch 4099], Speed: 8.683 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.086 [Epoch 3][Batch 4199], Speed: 8.731 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.085 [Epoch 3][Batch 4299], Speed: 8.695 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.085 [Epoch 3][Batch 4399], Speed: 8.699 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.353,RCNNAcc=0.912,RCNNL1Loss=1.084 [Epoch 3][Batch 4499], Speed: 8.797 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.084 [Epoch 3][Batch 4599], Speed: 8.643 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.084 [Epoch 3][Batch 4699], Speed: 8.707 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.083 [Epoch 3][Batch 4799], Speed: 8.717 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.083 [Epoch 3][Batch 4899], Speed: 8.796 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.083 [Epoch 3][Batch 4999], Speed: 8.721 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.083 [Epoch 3][Batch 5099], Speed: 8.783 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.082 [Epoch 3][Batch 5199], Speed: 8.687 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.082 [Epoch 3][Batch 5299], Speed: 8.717 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.082 [Epoch 3][Batch 5399], Speed: 8.760 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.081 [Epoch 3][Batch 5499], Speed: 8.759 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.352,RCNNAcc=0.912,RCNNL1Loss=1.081 [Epoch 3][Batch 5599], Speed: 8.723 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.081 [Epoch 3][Batch 5699], Speed: 8.601 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.080 [Epoch 3][Batch 5799], Speed: 8.770 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.080 [Epoch 3][Batch 5899], Speed: 8.793 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.080 [Epoch 3][Batch 5999], Speed: 8.712 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.079 [Epoch 3][Batch 6099], Speed: 8.654 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.079 [Epoch 3][Batch 6199], Speed: 8.677 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.912,RCNNL1Loss=1.079 [Epoch 3][Batch 6299], Speed: 8.777 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.913,RCNNL1Loss=1.078 [Epoch 3][Batch 6399], Speed: 8.725 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.913,RCNNL1Loss=1.078 [Epoch 3][Batch 6499], Speed: 8.674 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.980,RPNL1Loss=0.351,RCNNAcc=0.913,RCNNL1Loss=1.078 [Epoch 3][Batch 6599], Speed: 8.768 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.913,RCNNL1Loss=1.077 [Epoch 3][Batch 6699], Speed: 8.784 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.913,RCNNL1Loss=1.077 [Epoch 3][Batch 6799], Speed: 8.736 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.077 [Epoch 3][Batch 6899], Speed: 8.665 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.076 [Epoch 3][Batch 6999], Speed: 8.626 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.076 [Epoch 3][Batch 7099], Speed: 8.676 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.076 [Epoch 3][Batch 7199], Speed: 8.696 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.075 [Epoch 3][Batch 7299], Speed: 8.795 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.075 [Epoch 3][Batch 7399], Speed: 8.792 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.075 [Epoch 3][Batch 7499], Speed: 8.742 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.074 [Epoch 3][Batch 7599], Speed: 8.783 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.074 [Epoch 3][Batch 7699], Speed: 8.740 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.074 [Epoch 3][Batch 7799], Speed: 8.762 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.073 [Epoch 3][Batch 7899], Speed: 8.608 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.913,RCNNL1Loss=1.073 [Epoch 3][Batch 7999], Speed: 8.711 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.073 [Epoch 3][Batch 8099], Speed: 8.802 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.073 [Epoch 3][Batch 8199], Speed: 8.647 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.072 [Epoch 3][Batch 8299], Speed: 8.722 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.072 [Epoch 3][Batch 8399], Speed: 8.706 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.072 [Epoch 3][Batch 8499], Speed: 8.775 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.071 [Epoch 3][Batch 8599], Speed: 8.684 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.071 [Epoch 3][Batch 8699], Speed: 8.740 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.071 [Epoch 3][Batch 8799], Speed: 8.656 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.070 [Epoch 3][Batch 8899], Speed: 8.790 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.070 [Epoch 3][Batch 8999], Speed: 8.667 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.070 [Epoch 3][Batch 9099], Speed: 8.725 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.070 [Epoch 3][Batch 9199], Speed: 8.646 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.913,RCNNL1Loss=1.069 [Epoch 3][Batch 9299], Speed: 8.735 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.069 [Epoch 3][Batch 9399], Speed: 8.682 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.069 [Epoch 3][Batch 9499], Speed: 8.655 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.068 [Epoch 3][Batch 9599], Speed: 8.714 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.068 [Epoch 3][Batch 9699], Speed: 8.697 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.068 [Epoch 3][Batch 9799], Speed: 8.661 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.067 [Epoch 3][Batch 9899], Speed: 8.713 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.067 [Epoch 3][Batch 9999], Speed: 8.681 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.067 [Epoch 3][Batch 10099], Speed: 8.710 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.067 [Epoch 3][Batch 10199], Speed: 8.809 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.066 [Epoch 3][Batch 10299], Speed: 8.719 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.066 [Epoch 3][Batch 10399], Speed: 8.674 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.066 [Epoch 3][Batch 10499], Speed: 8.758 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.913,RCNNL1Loss=1.065 [Epoch 3][Batch 10599], Speed: 8.703 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.065 [Epoch 3][Batch 10699], Speed: 8.761 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.065 [Epoch 3][Batch 10799], Speed: 8.746 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.065 [Epoch 3][Batch 10899], Speed: 8.659 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.064 [Epoch 3][Batch 10999], Speed: 8.736 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.064 [Epoch 3][Batch 11099], Speed: 8.726 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.064 [Epoch 3][Batch 11199], Speed: 8.757 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.064 [Epoch 3][Batch 11299], Speed: 8.756 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.063 [Epoch 3][Batch 11399], Speed: 8.683 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.063 [Epoch 3][Batch 11499], Speed: 8.663 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.063 [Epoch 3][Batch 11599], Speed: 8.720 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.062 [Epoch 3][Batch 11699], Speed: 8.729 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.062 [Epoch 3][Batch 11799], Speed: 8.668 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.062 [Epoch 3][Batch 11899], Speed: 8.634 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.062 [Epoch 3][Batch 11999], Speed: 8.765 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.913,RCNNL1Loss=1.061 [Epoch 3][Batch 12099], Speed: 8.729 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.061 [Epoch 3][Batch 12199], Speed: 8.745 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.061 [Epoch 3][Batch 12299], Speed: 8.724 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.060 [Epoch 3][Batch 12399], Speed: 8.688 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.060 [Epoch 3][Batch 12499], Speed: 8.712 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.060 [Epoch 3][Batch 12599], Speed: 8.764 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.060 [Epoch 3][Batch 12699], Speed: 8.740 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.059 [Epoch 3][Batch 12799], Speed: 8.791 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.059 [Epoch 3][Batch 12899], Speed: 8.655 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.059 [Epoch 3][Batch 12999], Speed: 8.733 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.059 [Epoch 3][Batch 13099], Speed: 8.727 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.058 [Epoch 3][Batch 13199], Speed: 8.774 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.058 [Epoch 3][Batch 13299], Speed: 8.736 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.058 [Epoch 3][Batch 13399], Speed: 8.711 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.913,RCNNL1Loss=1.057 [Epoch 3][Batch 13499], Speed: 8.667 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.057 [Epoch 3][Batch 13599], Speed: 8.678 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.057 [Epoch 3][Batch 13699], Speed: 8.791 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.057 [Epoch 3][Batch 13799], Speed: 8.787 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.056 [Epoch 3][Batch 13899], Speed: 8.730 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.056 [Epoch 3][Batch 13999], Speed: 8.784 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.056 [Epoch 3][Batch 14099], Speed: 8.687 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.913,RCNNL1Loss=1.055 [Epoch 3][Batch 14199], Speed: 8.738 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.055 [Epoch 3][Batch 14299], Speed: 8.708 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.055 [Epoch 3][Batch 14399], Speed: 8.725 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.055 [Epoch 3][Batch 14499], Speed: 8.757 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.054 [Epoch 3][Batch 14599], Speed: 8.688 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.054 [Epoch 3] Training cost: 13490.218, RPN_Conf=0.041,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127 [Epoch 3] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.268 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.470 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.278 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 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.337 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.253 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.445 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 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.552 person=45.6 bicycle=20.8 car=35.2 motorcycle=27.8 airplane=46.7 bus=44.8 train=42.3 truck=24.6 boat=14.5 traffic light=21.9 fire hydrant=57.2 stop sign=55.3 parking meter=34.0 bench=14.2 bird=21.7 cat=43.5 dog=31.7 horse=36.8 sheep=26.4 cow=34.0 elephant=37.7 bear=53.1 zebra=52.1 giraffe=51.7 backpack=7.1 umbrella=25.8 handbag=7.5 tie=22.5 suitcase=18.6 frisbee=51.8 skis=10.5 snowboard=15.5 sports ball=31.6 kite=28.2 baseball bat=17.1 baseball glove=22.7 skateboard=37.5 surfboard=21.8 tennis racket=30.8 bottle=30.5 wine glass=25.9 cup=29.0 fork=12.6 knife=7.5 spoon=6.0 bowl=27.3 banana=13.7 apple=12.1 sandwich=16.6 orange=21.2 broccoli=16.4 carrot=11.6 hot dog=12.1 pizza=35.8 donut=24.7 cake=20.5 chair=16.4 couch=27.4 potted plant=18.4 bed=30.7 dining table=19.9 toilet=39.0 tv=41.5 laptop=40.8 mouse=49.1 remote=15.9 keyboard=28.7 cell phone=23.8 microwave=38.0 oven=19.2 toaster=10.8 sink=23.5 refrigerator=34.2 book=10.2 clock=41.6 vase=24.9 scissors=14.7 teddy bear=26.5 hair drier=0.2 toothbrush=6.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.8 [Epoch 3] mAP 26.8 higher than current best [25.2] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 3] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0003_26.8000.params [Epoch 4][Batch 99], Speed: 7.702 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.345,RCNNAcc=0.914,RCNNL1Loss=1.054 [Epoch 4][Batch 199], Speed: 8.698 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.053 [Epoch 4][Batch 299], Speed: 8.770 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.053 [Epoch 4][Batch 399], Speed: 8.777 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.053 [Epoch 4][Batch 499], Speed: 8.716 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.052 [Epoch 4][Batch 599], Speed: 8.710 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.052 [Epoch 4][Batch 699], Speed: 8.777 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.052 [Epoch 4][Batch 799], Speed: 8.722 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.051 [Epoch 4][Batch 899], Speed: 8.715 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.051 [Epoch 4][Batch 999], Speed: 8.660 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.122,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.051 [Epoch 4][Batch 1099], Speed: 8.692 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.051 [Epoch 4][Batch 1199], Speed: 8.668 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.050 [Epoch 4][Batch 1299], Speed: 8.716 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.344,RCNNAcc=0.914,RCNNL1Loss=1.050 [Epoch 4][Batch 1399], Speed: 8.820 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.050 [Epoch 4][Batch 1499], Speed: 8.702 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.050 [Epoch 4][Batch 1599], Speed: 8.745 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.049 [Epoch 4][Batch 1699], Speed: 8.700 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.049 [Epoch 4][Batch 1799], Speed: 8.745 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.049 [Epoch 4][Batch 1899], Speed: 8.820 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.048 [Epoch 4][Batch 1999], Speed: 8.773 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.048 [Epoch 4][Batch 2099], Speed: 8.803 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.048 [Epoch 4][Batch 2199], Speed: 8.795 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.048 [Epoch 4][Batch 2299], Speed: 8.823 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.047 [Epoch 4][Batch 2399], Speed: 8.813 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.047 [Epoch 4][Batch 2499], Speed: 8.734 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.047 [Epoch 4][Batch 2599], Speed: 8.816 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.047 [Epoch 4][Batch 2699], Speed: 8.674 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.343,RCNNAcc=0.914,RCNNL1Loss=1.046 [Epoch 4][Batch 2799], Speed: 8.660 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.046 [Epoch 4][Batch 2899], Speed: 8.744 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.123,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.046 [Epoch 4][Batch 2999], Speed: 8.790 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.045 [Epoch 4][Batch 3099], Speed: 8.762 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.045 [Epoch 4][Batch 3199], Speed: 8.721 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.045 [Epoch 4][Batch 3299], Speed: 8.790 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.045 [Epoch 4][Batch 3399], Speed: 8.797 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.044 [Epoch 4][Batch 3499], Speed: 8.720 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.044 [Epoch 4][Batch 3599], Speed: 8.669 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.044 [Epoch 4][Batch 3699], Speed: 8.664 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.044 [Epoch 4][Batch 3799], Speed: 8.826 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.043 [Epoch 4][Batch 3899], Speed: 8.730 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.043 [Epoch 4][Batch 3999], Speed: 8.775 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.043 [Epoch 4][Batch 4099], Speed: 8.766 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.043 [Epoch 4][Batch 4199], Speed: 8.721 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.042 [Epoch 4][Batch 4299], Speed: 8.777 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.342,RCNNAcc=0.914,RCNNL1Loss=1.042 [Epoch 4][Batch 4399], Speed: 8.793 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.042 [Epoch 4][Batch 4499], Speed: 8.791 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.042 [Epoch 4][Batch 4599], Speed: 8.736 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.041 [Epoch 4][Batch 4699], Speed: 8.769 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.041 [Epoch 4][Batch 4799], Speed: 8.657 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.041 [Epoch 4][Batch 4899], Speed: 8.767 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.041 [Epoch 4][Batch 4999], Speed: 8.677 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.040 [Epoch 4][Batch 5099], Speed: 8.720 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.040 [Epoch 4][Batch 5199], Speed: 8.694 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.040 [Epoch 4][Batch 5299], Speed: 8.813 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.040 [Epoch 4][Batch 5399], Speed: 8.730 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.039 [Epoch 4][Batch 5499], Speed: 8.750 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.039 [Epoch 4][Batch 5599], Speed: 8.745 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.039 [Epoch 4][Batch 5699], Speed: 8.819 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.039 [Epoch 4][Batch 5799], Speed: 8.866 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.341,RCNNAcc=0.914,RCNNL1Loss=1.038 [Epoch 4][Batch 5899], Speed: 8.802 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.038 [Epoch 4][Batch 5999], Speed: 8.785 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.038 [Epoch 4][Batch 6099], Speed: 8.709 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.038 [Epoch 4][Batch 6199], Speed: 8.831 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.037 [Epoch 4][Batch 6299], Speed: 8.843 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.037 [Epoch 4][Batch 6399], Speed: 8.683 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.037 [Epoch 4][Batch 6499], Speed: 8.704 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.037 [Epoch 4][Batch 6599], Speed: 8.764 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.037 [Epoch 4][Batch 6699], Speed: 8.738 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.036 [Epoch 4][Batch 6799], Speed: 8.818 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.036 [Epoch 4][Batch 6899], Speed: 8.677 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.036 [Epoch 4][Batch 6999], Speed: 8.687 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.914,RCNNL1Loss=1.036 [Epoch 4][Batch 7099], Speed: 8.869 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.915,RCNNL1Loss=1.035 [Epoch 4][Batch 7199], Speed: 8.813 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.915,RCNNL1Loss=1.035 [Epoch 4][Batch 7299], Speed: 8.726 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.915,RCNNL1Loss=1.035 [Epoch 4][Batch 7399], Speed: 8.707 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.981,RPNL1Loss=0.340,RCNNAcc=0.915,RCNNL1Loss=1.035 [Epoch 4][Batch 7499], Speed: 8.753 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.034 [Epoch 4][Batch 7599], Speed: 8.731 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.034 [Epoch 4][Batch 7699], Speed: 8.668 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.034 [Epoch 4][Batch 7799], Speed: 8.826 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.034 [Epoch 4][Batch 7899], Speed: 8.751 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.033 [Epoch 4][Batch 7999], Speed: 8.692 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.033 [Epoch 4][Batch 8099], Speed: 8.745 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.033 [Epoch 4][Batch 8199], Speed: 8.795 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.033 [Epoch 4][Batch 8299], Speed: 8.759 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.033 [Epoch 4][Batch 8399], Speed: 8.723 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.032 [Epoch 4][Batch 8499], Speed: 8.728 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.032 [Epoch 4][Batch 8599], Speed: 8.729 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.032 [Epoch 4][Batch 8699], Speed: 8.796 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.032 [Epoch 4][Batch 8799], Speed: 8.740 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.032 [Epoch 4][Batch 8899], Speed: 8.699 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.031 [Epoch 4][Batch 8999], Speed: 8.724 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.031 [Epoch 4][Batch 9099], Speed: 8.731 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.031 [Epoch 4][Batch 9199], Speed: 8.787 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.915,RCNNL1Loss=1.031 [Epoch 4][Batch 9299], Speed: 8.734 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.031 [Epoch 4][Batch 9399], Speed: 8.743 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.030 [Epoch 4][Batch 9499], Speed: 8.788 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.030 [Epoch 4][Batch 9599], Speed: 8.706 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.030 [Epoch 4][Batch 9699], Speed: 8.685 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.030 [Epoch 4][Batch 9799], Speed: 8.866 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.029 [Epoch 4][Batch 9899], Speed: 8.842 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.029 [Epoch 4][Batch 9999], Speed: 8.778 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.029 [Epoch 4][Batch 10099], Speed: 8.744 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.029 [Epoch 4][Batch 10199], Speed: 8.821 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.029 [Epoch 4][Batch 10299], Speed: 8.717 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.028 [Epoch 4][Batch 10399], Speed: 8.782 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.028 [Epoch 4][Batch 10499], Speed: 8.761 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.028 [Epoch 4][Batch 10599], Speed: 8.800 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.028 [Epoch 4][Batch 10699], Speed: 8.688 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.027 [Epoch 4][Batch 10799], Speed: 8.658 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.027 [Epoch 4][Batch 10899], Speed: 8.762 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.915,RCNNL1Loss=1.027 [Epoch 4][Batch 10999], Speed: 8.849 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.027 [Epoch 4][Batch 11099], Speed: 8.746 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.027 [Epoch 4][Batch 11199], Speed: 8.697 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.026 [Epoch 4][Batch 11299], Speed: 8.651 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.026 [Epoch 4][Batch 11399], Speed: 8.740 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.026 [Epoch 4][Batch 11499], Speed: 8.728 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.026 [Epoch 4][Batch 11599], Speed: 8.661 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.026 [Epoch 4][Batch 11699], Speed: 8.779 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.025 [Epoch 4][Batch 11799], Speed: 8.721 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.025 [Epoch 4][Batch 11899], Speed: 8.800 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.025 [Epoch 4][Batch 11999], Speed: 8.754 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.025 [Epoch 4][Batch 12099], Speed: 8.778 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.025 [Epoch 4][Batch 12199], Speed: 8.770 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.024 [Epoch 4][Batch 12299], Speed: 8.809 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.024 [Epoch 4][Batch 12399], Speed: 8.771 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.024 [Epoch 4][Batch 12499], Speed: 8.675 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.024 [Epoch 4][Batch 12599], Speed: 8.701 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.915,RCNNL1Loss=1.024 [Epoch 4][Batch 12699], Speed: 8.811 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.023 [Epoch 4][Batch 12799], Speed: 8.716 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.023 [Epoch 4][Batch 12899], Speed: 8.689 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.023 [Epoch 4][Batch 12999], Speed: 8.747 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.023 [Epoch 4][Batch 13099], Speed: 8.778 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.023 [Epoch 4][Batch 13199], Speed: 8.732 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.022 [Epoch 4][Batch 13299], Speed: 8.759 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.022 [Epoch 4][Batch 13399], Speed: 8.784 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.022 [Epoch 4][Batch 13499], Speed: 8.736 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.022 [Epoch 4][Batch 13599], Speed: 8.777 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.022 [Epoch 4][Batch 13699], Speed: 8.755 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.021 [Epoch 4][Batch 13799], Speed: 8.647 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.021 [Epoch 4][Batch 13899], Speed: 8.232 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.021 [Epoch 4][Batch 13999], Speed: 8.813 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.021 [Epoch 4][Batch 14099], Speed: 8.788 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.021 [Epoch 4][Batch 14199], Speed: 8.807 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.020 [Epoch 4][Batch 14299], Speed: 8.705 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.020 [Epoch 4][Batch 14399], Speed: 8.729 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.020 [Epoch 4][Batch 14499], Speed: 8.815 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.915,RCNNL1Loss=1.020 [Epoch 4][Batch 14599], Speed: 8.787 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.020 [Epoch 4] Training cost: 13420.104, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123 [Epoch 4] Validation: ~~~~ Summary 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 ] = 0.493 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.298 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.170 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 ] = 0.355 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.304 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.554 person=46.6 bicycle=21.3 car=34.5 motorcycle=30.0 airplane=46.4 bus=48.4 train=41.8 truck=23.6 boat=15.9 traffic light=20.8 fire hydrant=54.9 stop sign=55.3 parking meter=37.8 bench=15.5 bird=24.1 cat=40.7 dog=42.7 horse=40.8 sheep=36.0 cow=40.5 elephant=48.6 bear=46.8 zebra=51.9 giraffe=57.3 backpack=9.1 umbrella=25.8 handbag=9.3 tie=24.1 suitcase=19.7 frisbee=48.9 skis=12.5 snowboard=17.6 sports ball=33.7 kite=30.7 baseball bat=18.0 baseball glove=26.5 skateboard=33.4 surfboard=25.9 tennis racket=33.8 bottle=31.1 wine glass=26.2 cup=32.3 fork=20.2 knife=7.4 spoon=7.0 bowl=31.0 banana=14.7 apple=12.7 sandwich=15.6 orange=20.9 broccoli=16.7 carrot=10.7 hot dog=11.2 pizza=39.3 donut=33.6 cake=21.9 chair=16.2 couch=27.3 potted plant=20.0 bed=22.8 dining table=19.3 toilet=44.0 tv=39.9 laptop=41.4 mouse=51.7 remote=18.9 keyboard=31.8 cell phone=23.5 microwave=33.6 oven=21.8 toaster=24.4 sink=26.6 refrigerator=36.3 book=8.4 clock=44.0 vase=27.7 scissors=14.6 teddy bear=30.8 hair drier=3.3 toothbrush=10.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =28.5 [Epoch 4] mAP 28.5 higher than current best [26.8] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 4] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0004_28.5000.params [Epoch 5][Batch 99], Speed: 7.330 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.120,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.019 [Epoch 5][Batch 199], Speed: 8.537 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.019 [Epoch 5][Batch 299], Speed: 8.554 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.019 [Epoch 5][Batch 399], Speed: 8.565 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.019 [Epoch 5][Batch 499], Speed: 8.608 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.124,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.018 [Epoch 5][Batch 599], Speed: 8.535 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.018 [Epoch 5][Batch 699], Speed: 8.527 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.018 [Epoch 5][Batch 799], Speed: 8.538 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.018 [Epoch 5][Batch 899], Speed: 8.611 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.017 [Epoch 5][Batch 999], Speed: 8.665 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.017 [Epoch 5][Batch 1099], Speed: 8.603 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.017 [Epoch 5][Batch 1199], Speed: 8.529 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.017 [Epoch 5][Batch 1299], Speed: 8.558 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.016 [Epoch 5][Batch 1399], Speed: 8.551 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.915,RCNNL1Loss=1.016 [Epoch 5][Batch 1499], Speed: 8.610 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.016 [Epoch 5][Batch 1599], Speed: 8.594 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.016 [Epoch 5][Batch 1699], Speed: 8.589 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.016 [Epoch 5][Batch 1799], Speed: 8.603 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.015 [Epoch 5][Batch 1899], Speed: 8.674 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.015 [Epoch 5][Batch 1999], Speed: 8.549 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.915,RCNNL1Loss=1.015 [Epoch 5][Batch 2099], Speed: 8.595 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.015 [Epoch 5][Batch 2199], Speed: 8.612 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.015 [Epoch 5][Batch 2299], Speed: 8.637 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.014 [Epoch 5][Batch 2399], Speed: 8.652 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.014 [Epoch 5][Batch 2499], Speed: 8.588 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.014 [Epoch 5][Batch 2599], Speed: 8.533 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.014 [Epoch 5][Batch 2699], Speed: 8.549 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.013 [Epoch 5][Batch 2799], Speed: 8.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.013 [Epoch 5][Batch 2899], Speed: 8.584 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.013 [Epoch 5][Batch 2999], Speed: 8.554 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.013 [Epoch 5][Batch 3099], Speed: 8.540 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.013 [Epoch 5][Batch 3199], Speed: 8.594 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.012 [Epoch 5][Batch 3299], Speed: 8.568 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.916,RCNNL1Loss=1.012 [Epoch 5][Batch 3399], Speed: 8.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.012 [Epoch 5][Batch 3499], Speed: 8.619 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.012 [Epoch 5][Batch 3599], Speed: 8.581 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.012 [Epoch 5][Batch 3699], Speed: 8.619 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.011 [Epoch 5][Batch 3799], Speed: 8.549 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.011 [Epoch 5][Batch 3899], Speed: 8.596 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.011 [Epoch 5][Batch 3999], Speed: 8.576 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.011 [Epoch 5][Batch 4099], Speed: 8.597 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.011 [Epoch 5][Batch 4199], Speed: 8.587 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.010 [Epoch 5][Batch 4299], Speed: 8.591 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.010 [Epoch 5][Batch 4399], Speed: 8.582 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.010 [Epoch 5][Batch 4499], Speed: 8.562 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.010 [Epoch 5][Batch 4599], Speed: 8.557 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.010 [Epoch 5][Batch 4699], Speed: 8.543 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 4799], Speed: 8.503 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 4899], Speed: 8.526 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 4999], Speed: 8.579 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 5099], Speed: 8.595 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 5199], Speed: 8.514 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.009 [Epoch 5][Batch 5299], Speed: 8.540 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.333,RCNNAcc=0.916,RCNNL1Loss=1.008 [Epoch 5][Batch 5399], Speed: 8.609 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.008 [Epoch 5][Batch 5499], Speed: 8.501 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.008 [Epoch 5][Batch 5599], Speed: 8.582 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.008 [Epoch 5][Batch 5699], Speed: 8.493 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.008 [Epoch 5][Batch 5799], Speed: 8.278 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 5899], Speed: 8.609 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 5999], Speed: 8.578 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 6099], Speed: 8.510 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 6199], Speed: 8.642 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 6299], Speed: 8.508 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.007 [Epoch 5][Batch 6399], Speed: 8.542 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.006 [Epoch 5][Batch 6499], Speed: 8.600 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.006 [Epoch 5][Batch 6599], Speed: 8.494 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.006 [Epoch 5][Batch 6699], Speed: 8.573 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.006 [Epoch 5][Batch 6799], Speed: 8.569 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.006 [Epoch 5][Batch 6899], Speed: 8.612 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.005 [Epoch 5][Batch 6999], Speed: 8.634 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.005 [Epoch 5][Batch 7099], Speed: 8.552 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.005 [Epoch 5][Batch 7199], Speed: 8.551 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.005 [Epoch 5][Batch 7299], Speed: 8.532 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.332,RCNNAcc=0.916,RCNNL1Loss=1.005 [Epoch 5][Batch 7399], Speed: 8.576 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7499], Speed: 8.677 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7599], Speed: 8.546 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7699], Speed: 8.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7799], Speed: 8.596 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7899], Speed: 8.679 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.004 [Epoch 5][Batch 7999], Speed: 8.701 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8099], Speed: 8.603 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8199], Speed: 8.522 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8299], Speed: 8.574 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8399], Speed: 8.569 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8499], Speed: 8.587 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.003 [Epoch 5][Batch 8599], Speed: 8.594 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 8699], Speed: 8.529 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 8799], Speed: 8.475 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 8899], Speed: 8.538 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 8999], Speed: 8.556 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 9099], Speed: 8.563 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.002 [Epoch 5][Batch 9199], Speed: 8.562 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9299], Speed: 8.748 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9399], Speed: 8.599 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.331,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9499], Speed: 8.646 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9599], Speed: 8.594 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9699], Speed: 8.503 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.001 [Epoch 5][Batch 9799], Speed: 8.493 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 9899], Speed: 8.571 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 9999], Speed: 8.593 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 10099], Speed: 8.575 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 10199], Speed: 8.565 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 10299], Speed: 8.584 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=1.000 [Epoch 5][Batch 10399], Speed: 8.582 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.999 [Epoch 5][Batch 10499], Speed: 8.520 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.999 [Epoch 5][Batch 10599], Speed: 8.596 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.999 [Epoch 5][Batch 10699], Speed: 8.645 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.999 [Epoch 5][Batch 10799], Speed: 8.565 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.999 [Epoch 5][Batch 10899], Speed: 8.635 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 10999], Speed: 8.558 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11099], Speed: 8.573 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11199], Speed: 8.658 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11299], Speed: 8.584 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11399], Speed: 8.582 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11499], Speed: 8.614 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.330,RCNNAcc=0.916,RCNNL1Loss=0.998 [Epoch 5][Batch 11599], Speed: 8.558 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 11699], Speed: 8.648 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 11799], Speed: 8.662 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 11899], Speed: 8.525 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 11999], Speed: 8.515 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 12099], Speed: 8.651 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.997 [Epoch 5][Batch 12199], Speed: 8.560 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12299], Speed: 8.607 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12399], Speed: 8.570 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12499], Speed: 8.573 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12599], Speed: 8.582 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12699], Speed: 8.636 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.996 [Epoch 5][Batch 12799], Speed: 8.564 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.995 [Epoch 5][Batch 12899], Speed: 8.620 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.995 [Epoch 5][Batch 12999], Speed: 8.528 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.916,RCNNL1Loss=0.995 [Epoch 5][Batch 13099], Speed: 8.611 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.995 [Epoch 5][Batch 13199], Speed: 8.541 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.995 [Epoch 5][Batch 13299], Speed: 8.617 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.995 [Epoch 5][Batch 13399], Speed: 8.563 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.995 [Epoch 5][Batch 13499], Speed: 8.464 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 13599], Speed: 8.494 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 13699], Speed: 8.628 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 13799], Speed: 8.545 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.329,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 13899], Speed: 8.681 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 13999], Speed: 8.591 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 14099], Speed: 8.684 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.994 [Epoch 5][Batch 14199], Speed: 8.569 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.993 [Epoch 5][Batch 14299], Speed: 8.616 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.993 [Epoch 5][Batch 14399], Speed: 8.528 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.993 [Epoch 5][Batch 14499], Speed: 8.603 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.993 [Epoch 5][Batch 14599], Speed: 8.590 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.993 [Epoch 5] Training cost: 13688.309, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121 [Epoch 5] Validation: ~~~~ Summary 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 ] = 0.166 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 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.266 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 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.300 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 ] = 0.580 person=46.4 bicycle=21.9 car=36.0 motorcycle=30.6 airplane=47.3 bus=52.1 train=46.4 truck=23.2 boat=15.9 traffic light=21.3 fire hydrant=55.0 stop sign=54.7 parking meter=35.4 bench=14.8 bird=24.8 cat=46.3 dog=41.8 horse=41.7 sheep=34.5 cow=42.9 elephant=45.6 bear=50.4 zebra=55.9 giraffe=58.1 backpack=9.0 umbrella=26.3 handbag=7.7 tie=23.0 suitcase=16.8 frisbee=51.3 skis=14.1 snowboard=20.0 sports ball=37.2 kite=28.4 baseball bat=19.3 baseball glove=27.3 skateboard=37.9 surfboard=25.8 tennis racket=35.6 bottle=29.8 wine glass=25.9 cup=29.9 fork=17.7 knife=6.2 spoon=6.4 bowl=30.4 banana=16.5 apple=10.6 sandwich=21.5 orange=22.3 broccoli=18.1 carrot=11.6 hot dog=16.6 pizza=37.8 donut=27.9 cake=27.5 chair=16.0 couch=27.9 potted plant=17.9 bed=26.3 dining table=18.1 toilet=42.3 tv=41.0 laptop=42.5 mouse=46.4 remote=18.4 keyboard=34.0 cell phone=24.0 microwave=37.8 oven=20.0 toaster=26.3 sink=23.0 refrigerator=32.1 book=9.4 clock=43.9 vase=26.2 scissors=14.7 teddy bear=33.9 hair drier=0.4 toothbrush=9.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =28.9 [Epoch 5] mAP 28.9 higher than current best [28.5] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 5] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0005_28.9000.params [Epoch 6][Batch 99], Speed: 7.150 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.109,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 199], Speed: 8.540 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.110,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 299], Speed: 8.523 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 399], Speed: 8.432 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 499], Speed: 8.499 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 599], Speed: 8.495 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.992 [Epoch 6][Batch 699], Speed: 8.406 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.991 [Epoch 6][Batch 799], Speed: 8.514 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.991 [Epoch 6][Batch 899], Speed: 8.441 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.991 [Epoch 6][Batch 999], Speed: 8.472 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.991 [Epoch 6][Batch 1099], Speed: 8.519 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.991 [Epoch 6][Batch 1199], Speed: 8.412 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1299], Speed: 8.476 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1399], Speed: 8.501 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1499], Speed: 8.484 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1599], Speed: 8.435 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1699], Speed: 8.552 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.990 [Epoch 6][Batch 1799], Speed: 8.500 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 1899], Speed: 8.490 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 1999], Speed: 8.652 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 2099], Speed: 8.639 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 2199], Speed: 8.597 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 2299], Speed: 8.611 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.989 [Epoch 6][Batch 2399], Speed: 8.529 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2499], Speed: 8.604 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2599], Speed: 8.592 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2699], Speed: 8.607 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2799], Speed: 8.310 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2899], Speed: 8.497 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.988 [Epoch 6][Batch 2999], Speed: 8.640 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3099], Speed: 8.553 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3199], Speed: 8.596 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3299], Speed: 8.597 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3399], Speed: 8.553 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3499], Speed: 8.629 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.987 [Epoch 6][Batch 3599], Speed: 8.573 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 3699], Speed: 8.557 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 3799], Speed: 8.635 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 3899], Speed: 8.605 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 3999], Speed: 8.612 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 4099], Speed: 8.608 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.986 [Epoch 6][Batch 4199], Speed: 8.575 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4299], Speed: 8.565 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4399], Speed: 8.617 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4499], Speed: 8.626 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4599], Speed: 8.640 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4699], Speed: 8.598 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4799], Speed: 8.619 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.985 [Epoch 6][Batch 4899], Speed: 8.530 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 4999], Speed: 8.498 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 5099], Speed: 8.664 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 5199], Speed: 8.534 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 5299], Speed: 8.555 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 5399], Speed: 8.609 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.984 [Epoch 6][Batch 5499], Speed: 8.608 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 5599], Speed: 8.620 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 5699], Speed: 8.616 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 5799], Speed: 8.560 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 5899], Speed: 8.607 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 5999], Speed: 8.550 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 6099], Speed: 8.646 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.983 [Epoch 6][Batch 6199], Speed: 8.614 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6299], Speed: 8.594 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6399], Speed: 8.519 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6499], Speed: 8.623 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6599], Speed: 8.671 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6699], Speed: 8.614 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6799], Speed: 8.635 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.982 [Epoch 6][Batch 6899], Speed: 8.608 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 6999], Speed: 8.650 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7099], Speed: 8.648 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7199], Speed: 8.560 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7299], Speed: 8.603 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7399], Speed: 8.604 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7499], Speed: 8.501 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.981 [Epoch 6][Batch 7599], Speed: 8.541 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 7699], Speed: 8.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 7799], Speed: 8.649 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 7899], Speed: 8.522 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 7999], Speed: 8.636 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 8099], Speed: 8.635 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 8199], Speed: 8.565 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.980 [Epoch 6][Batch 8299], Speed: 8.637 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8399], Speed: 8.509 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8499], Speed: 8.584 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8599], Speed: 8.611 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8699], Speed: 8.547 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8799], Speed: 8.608 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8899], Speed: 8.580 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.979 [Epoch 6][Batch 8999], Speed: 8.643 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9099], Speed: 8.632 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9199], Speed: 8.510 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9299], Speed: 8.690 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9399], Speed: 8.534 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9499], Speed: 8.591 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9599], Speed: 8.600 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9699], Speed: 8.534 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.978 [Epoch 6][Batch 9799], Speed: 8.650 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 9899], Speed: 8.626 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 9999], Speed: 8.574 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 10099], Speed: 8.498 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 10199], Speed: 8.628 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 10299], Speed: 8.634 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 10399], Speed: 8.627 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.977 [Epoch 6][Batch 10499], Speed: 8.537 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 10599], Speed: 8.646 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 10699], Speed: 8.536 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 10799], Speed: 8.545 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 10899], Speed: 8.727 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 10999], Speed: 8.625 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.917,RCNNL1Loss=0.976 [Epoch 6][Batch 11099], Speed: 8.686 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.918,RCNNL1Loss=0.976 [Epoch 6][Batch 11199], Speed: 8.558 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.918,RCNNL1Loss=0.976 [Epoch 6][Batch 11299], Speed: 8.608 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11399], Speed: 8.571 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11499], Speed: 8.587 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11599], Speed: 8.628 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11699], Speed: 8.574 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11799], Speed: 8.596 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11899], Speed: 8.536 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 11999], Speed: 8.642 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.975 [Epoch 6][Batch 12099], Speed: 8.667 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12199], Speed: 8.664 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12299], Speed: 8.553 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12399], Speed: 8.603 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12499], Speed: 8.531 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12599], Speed: 8.550 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12699], Speed: 8.632 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12799], Speed: 8.592 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.974 [Epoch 6][Batch 12899], Speed: 8.612 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 12999], Speed: 8.645 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13099], Speed: 8.592 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13199], Speed: 8.613 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13299], Speed: 8.596 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13399], Speed: 8.671 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13499], Speed: 8.714 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.118,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.973 [Epoch 6][Batch 13599], Speed: 8.646 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 13699], Speed: 8.659 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 13799], Speed: 8.668 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 13899], Speed: 8.626 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 13999], Speed: 8.572 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 14099], Speed: 8.593 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 14199], Speed: 8.619 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 14299], Speed: 8.602 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 14399], Speed: 8.553 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.972 [Epoch 6][Batch 14499], Speed: 8.610 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 6][Batch 14599], Speed: 8.621 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 6] Training cost: 13681.377, RPN_Conf=0.037,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.119 [Epoch 6] Validation: ~~~~ Summary 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 ] = 0.507 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.171 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 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.272 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.445 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.574 person=46.4 bicycle=21.9 car=33.5 motorcycle=33.3 airplane=46.4 bus=52.9 train=49.1 truck=24.6 boat=17.4 traffic light=18.6 fire hydrant=54.3 stop sign=54.0 parking meter=32.3 bench=15.2 bird=25.5 cat=45.9 dog=40.9 horse=41.0 sheep=36.4 cow=38.7 elephant=46.9 bear=49.7 zebra=58.1 giraffe=53.6 backpack=9.6 umbrella=25.9 handbag=9.9 tie=21.8 suitcase=22.0 frisbee=56.0 skis=13.8 snowboard=16.4 sports ball=35.7 kite=29.6 baseball bat=19.4 baseball glove=26.5 skateboard=37.1 surfboard=26.4 tennis racket=35.3 bottle=31.7 wine glass=24.4 cup=34.4 fork=15.9 knife=7.5 spoon=7.3 bowl=34.8 banana=18.4 apple=10.6 sandwich=23.3 orange=24.7 broccoli=17.6 carrot=14.9 hot dog=19.1 pizza=44.7 donut=27.1 cake=23.1 chair=17.5 couch=26.6 potted plant=16.3 bed=25.1 dining table=20.9 toilet=47.3 tv=47.1 laptop=45.2 mouse=50.4 remote=22.4 keyboard=39.5 cell phone=26.1 microwave=39.2 oven=21.7 toaster=28.8 sink=27.7 refrigerator=38.1 book=11.5 clock=45.5 vase=28.0 scissors=14.5 teddy bear=32.0 hair drier=2.1 toothbrush=7.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =29.8 [Epoch 6] mAP 29.8 higher than current best [28.9] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 6] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0006_29.8000.params [Epoch 7][Batch 99], Speed: 7.867 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 7][Batch 199], Speed: 8.534 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 7][Batch 299], Speed: 8.557 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 7][Batch 399], Speed: 8.465 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.114,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 7][Batch 499], Speed: 8.534 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.971 [Epoch 7][Batch 599], Speed: 8.507 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 699], Speed: 8.596 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 799], Speed: 8.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 899], Speed: 8.541 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 999], Speed: 8.623 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 1099], Speed: 8.582 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 1199], Speed: 8.588 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.970 [Epoch 7][Batch 1299], Speed: 8.633 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1399], Speed: 8.534 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1499], Speed: 8.597 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1599], Speed: 8.569 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1699], Speed: 8.561 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1799], Speed: 8.541 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1899], Speed: 8.575 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.969 [Epoch 7][Batch 1999], Speed: 8.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2099], Speed: 8.640 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2199], Speed: 8.554 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2299], Speed: 8.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2399], Speed: 8.645 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2499], Speed: 8.678 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2599], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2699], Speed: 8.502 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.968 [Epoch 7][Batch 2799], Speed: 8.570 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 2899], Speed: 8.596 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 2999], Speed: 8.540 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 3099], Speed: 8.610 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 3199], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 3299], Speed: 8.518 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 3399], Speed: 8.570 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.967 [Epoch 7][Batch 3499], Speed: 8.566 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 3599], Speed: 8.646 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 3699], Speed: 8.585 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 3799], Speed: 8.621 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 3899], Speed: 8.575 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 3999], Speed: 8.640 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 4099], Speed: 8.563 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 4199], Speed: 8.603 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.966 [Epoch 7][Batch 4299], Speed: 8.513 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4399], Speed: 8.560 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4499], Speed: 8.624 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4599], Speed: 8.578 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4699], Speed: 8.586 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4799], Speed: 8.549 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4899], Speed: 8.603 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 4999], Speed: 8.593 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.965 [Epoch 7][Batch 5099], Speed: 8.613 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5199], Speed: 8.651 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5299], Speed: 8.505 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5399], Speed: 8.657 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5499], Speed: 8.528 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5599], Speed: 8.562 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5699], Speed: 8.666 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.964 [Epoch 7][Batch 5799], Speed: 8.620 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 5899], Speed: 8.523 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 5999], Speed: 8.550 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6099], Speed: 8.530 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6199], Speed: 8.562 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6299], Speed: 8.486 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6399], Speed: 8.552 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6499], Speed: 8.559 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.963 [Epoch 7][Batch 6599], Speed: 8.520 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 6699], Speed: 8.617 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 6799], Speed: 8.573 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 6899], Speed: 8.650 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 6999], Speed: 8.493 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 7099], Speed: 8.657 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 7199], Speed: 8.588 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 7299], Speed: 8.639 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.962 [Epoch 7][Batch 7399], Speed: 8.527 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.320,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7499], Speed: 8.586 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7599], Speed: 8.598 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7699], Speed: 8.609 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7799], Speed: 8.523 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7899], Speed: 8.548 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 7999], Speed: 8.551 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 8099], Speed: 8.645 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 8199], Speed: 8.569 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.961 [Epoch 7][Batch 8299], Speed: 8.640 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8399], Speed: 8.527 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8499], Speed: 8.481 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8599], Speed: 8.577 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8699], Speed: 8.531 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8799], Speed: 8.616 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8899], Speed: 8.543 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 8999], Speed: 8.649 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.960 [Epoch 7][Batch 9099], Speed: 8.589 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9199], Speed: 8.516 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9299], Speed: 8.556 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9399], Speed: 8.555 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9499], Speed: 8.643 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9599], Speed: 8.612 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9699], Speed: 8.517 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9799], Speed: 8.629 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9899], Speed: 8.604 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.959 [Epoch 7][Batch 9999], Speed: 8.592 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10099], Speed: 8.545 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10199], Speed: 8.671 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10299], Speed: 8.636 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10399], Speed: 8.558 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10499], Speed: 8.642 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.319,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10599], Speed: 8.646 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10699], Speed: 8.527 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10799], Speed: 8.524 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10899], Speed: 8.620 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.958 [Epoch 7][Batch 10999], Speed: 8.620 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 7][Batch 11099], Speed: 8.593 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 7][Batch 11199], Speed: 8.543 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 7][Batch 11299], Speed: 8.513 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 7][Batch 11399], Speed: 8.602 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.957 [Epoch 7][Batch 11499], Speed: 8.611 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.957 [Epoch 7][Batch 11599], Speed: 8.624 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.957 [Epoch 7][Batch 11699], Speed: 8.583 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.957 [Epoch 7][Batch 11799], Speed: 8.554 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.957 [Epoch 7][Batch 11899], Speed: 8.595 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 11999], Speed: 8.590 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12099], Speed: 8.623 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12199], Speed: 8.643 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12299], Speed: 8.608 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12399], Speed: 8.522 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12499], Speed: 8.544 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12599], Speed: 8.518 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12699], Speed: 8.583 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.956 [Epoch 7][Batch 12799], Speed: 8.477 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 12899], Speed: 8.633 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 12999], Speed: 8.562 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13099], Speed: 8.597 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13199], Speed: 8.617 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13299], Speed: 8.542 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13399], Speed: 8.594 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13499], Speed: 8.602 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13599], Speed: 8.600 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13699], Speed: 8.694 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.955 [Epoch 7][Batch 13799], Speed: 8.580 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 13899], Speed: 8.640 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 13999], Speed: 8.514 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.318,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14099], Speed: 8.568 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14199], Speed: 8.586 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14299], Speed: 8.474 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14399], Speed: 8.549 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14499], Speed: 8.601 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7][Batch 14599], Speed: 8.556 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 7] Training cost: 13678.544, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117 [Epoch 7] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.320 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.186 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.336 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.375 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 ] = 0.453 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.593 person=47.8 bicycle=23.7 car=37.2 motorcycle=34.9 airplane=48.5 bus=52.4 train=47.9 truck=24.4 boat=17.7 traffic light=23.0 fire hydrant=55.9 stop sign=60.1 parking meter=42.4 bench=16.7 bird=26.3 cat=48.6 dog=36.9 horse=40.1 sheep=35.4 cow=44.0 elephant=49.4 bear=52.0 zebra=58.0 giraffe=56.3 backpack=10.0 umbrella=28.0 handbag=9.9 tie=26.1 suitcase=19.4 frisbee=57.1 skis=13.9 snowboard=22.2 sports ball=33.9 kite=31.1 baseball bat=19.1 baseball glove=25.1 skateboard=39.6 surfboard=26.3 tennis racket=36.5 bottle=33.2 wine glass=28.2 cup=34.3 fork=20.0 knife=10.1 spoon=10.1 bowl=29.0 banana=16.0 apple=13.1 sandwich=16.9 orange=26.4 broccoli=20.1 carrot=13.4 hot dog=11.3 pizza=39.4 donut=26.2 cake=25.4 chair=17.9 couch=26.8 potted plant=17.9 bed=28.2 dining table=21.5 toilet=45.1 tv=39.5 laptop=44.2 mouse=51.1 remote=19.5 keyboard=34.6 cell phone=23.0 microwave=44.5 oven=19.1 toaster=29.1 sink=26.1 refrigerator=35.7 book=9.9 clock=44.7 vase=27.6 scissors=15.0 teddy bear=25.8 hair drier=0.9 toothbrush=9.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.1 [Epoch 7] mAP 30.1 higher than current best [29.8] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 7] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0007_30.1000.params [Epoch 8][Batch 99], Speed: 7.087 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.110,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.954 [Epoch 8][Batch 199], Speed: 8.586 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 299], Speed: 8.508 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 399], Speed: 8.558 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 499], Speed: 8.619 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 599], Speed: 8.530 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 699], Speed: 8.604 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.983,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 799], Speed: 8.614 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 899], Speed: 8.664 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.953 [Epoch 8][Batch 999], Speed: 8.483 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1099], Speed: 8.637 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1199], Speed: 8.575 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1299], Speed: 8.648 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1399], Speed: 8.567 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1499], Speed: 8.570 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1599], Speed: 8.618 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1699], Speed: 8.615 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.952 [Epoch 8][Batch 1799], Speed: 8.606 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 1899], Speed: 8.550 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 1999], Speed: 8.650 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2099], Speed: 8.567 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2199], Speed: 8.554 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2299], Speed: 8.487 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2399], Speed: 8.596 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2499], Speed: 8.465 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.951 [Epoch 8][Batch 2599], Speed: 8.613 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 2699], Speed: 8.581 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 2799], Speed: 8.551 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 2899], Speed: 8.592 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 2999], Speed: 8.586 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 3099], Speed: 8.640 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 3199], Speed: 8.535 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 3299], Speed: 8.601 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 3399], Speed: 8.563 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.950 [Epoch 8][Batch 3499], Speed: 8.583 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 3599], Speed: 8.683 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 3699], Speed: 8.622 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 3799], Speed: 8.627 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 3899], Speed: 8.565 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 3999], Speed: 8.585 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 4099], Speed: 8.641 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 4199], Speed: 8.647 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 4299], Speed: 8.652 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.949 [Epoch 8][Batch 4399], Speed: 8.621 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4499], Speed: 8.589 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4599], Speed: 8.670 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4699], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4799], Speed: 8.594 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4899], Speed: 8.561 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 4999], Speed: 8.678 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 5099], Speed: 8.657 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 5199], Speed: 8.579 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 5299], Speed: 8.602 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.948 [Epoch 8][Batch 5399], Speed: 8.652 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5499], Speed: 8.680 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5599], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5699], Speed: 8.722 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5799], Speed: 8.590 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5899], Speed: 8.590 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 5999], Speed: 8.624 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 6099], Speed: 8.588 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 6199], Speed: 8.616 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 6299], Speed: 8.626 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.947 [Epoch 8][Batch 6399], Speed: 8.641 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6499], Speed: 8.543 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6599], Speed: 8.694 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6699], Speed: 8.612 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6799], Speed: 8.544 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6899], Speed: 8.702 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 6999], Speed: 8.547 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 7099], Speed: 8.554 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 7199], Speed: 8.610 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 7299], Speed: 8.713 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.946 [Epoch 8][Batch 7399], Speed: 8.575 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7499], Speed: 8.559 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7599], Speed: 8.618 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7699], Speed: 8.679 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7799], Speed: 8.655 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7899], Speed: 8.615 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 7999], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 8099], Speed: 8.622 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 8199], Speed: 8.609 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 8299], Speed: 8.546 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.945 [Epoch 8][Batch 8399], Speed: 8.576 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8499], Speed: 8.578 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8599], Speed: 8.596 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8699], Speed: 8.595 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8799], Speed: 8.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8899], Speed: 8.555 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 8999], Speed: 8.673 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 9099], Speed: 8.518 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 9199], Speed: 8.556 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 9299], Speed: 8.645 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.944 [Epoch 8][Batch 9399], Speed: 8.625 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9499], Speed: 8.539 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9599], Speed: 8.618 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9699], Speed: 8.643 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9799], Speed: 8.716 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9899], Speed: 8.589 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 9999], Speed: 8.598 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 10099], Speed: 8.485 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 10199], Speed: 8.668 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 10299], Speed: 8.637 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.943 [Epoch 8][Batch 10399], Speed: 8.627 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10499], Speed: 8.540 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10599], Speed: 8.666 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10699], Speed: 8.560 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10799], Speed: 8.659 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10899], Speed: 8.576 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 10999], Speed: 8.566 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 11099], Speed: 8.646 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 11199], Speed: 8.565 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 11299], Speed: 8.624 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 11399], Speed: 8.592 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.942 [Epoch 8][Batch 11499], Speed: 8.582 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 11599], Speed: 8.508 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 11699], Speed: 8.554 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 11799], Speed: 8.607 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 11899], Speed: 8.574 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 11999], Speed: 8.584 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12099], Speed: 8.600 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12199], Speed: 8.721 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12299], Speed: 8.579 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12399], Speed: 8.547 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12499], Speed: 8.556 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.941 [Epoch 8][Batch 12599], Speed: 8.591 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 12699], Speed: 8.650 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 12799], Speed: 8.248 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 12899], Speed: 8.534 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 12999], Speed: 8.518 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13099], Speed: 8.609 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13199], Speed: 8.630 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13299], Speed: 8.605 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13399], Speed: 8.727 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13499], Speed: 8.604 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13599], Speed: 8.612 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13699], Speed: 8.654 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.940 [Epoch 8][Batch 13799], Speed: 8.611 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 13899], Speed: 8.569 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 13999], Speed: 8.628 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 14099], Speed: 8.530 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 14199], Speed: 8.647 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 14299], Speed: 8.662 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 14399], Speed: 8.616 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.919,RCNNL1Loss=0.939 [Epoch 8][Batch 14499], Speed: 8.535 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.939 [Epoch 8][Batch 14599], Speed: 8.528 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.939 [Epoch 8] Training cost: 13658.666, RPN_Conf=0.035,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115 [Epoch 8] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.301 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.319 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.175 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.271 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.446 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.476 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 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.573 person=46.8 bicycle=25.1 car=37.2 motorcycle=33.4 airplane=49.8 bus=51.7 train=48.6 truck=27.0 boat=17.3 traffic light=23.4 fire hydrant=56.7 stop sign=57.4 parking meter=31.2 bench=17.1 bird=23.2 cat=49.0 dog=40.5 horse=45.2 sheep=31.1 cow=39.1 elephant=47.7 bear=42.2 zebra=56.8 giraffe=54.8 backpack=10.5 umbrella=24.7 handbag=10.4 tie=24.7 suitcase=23.0 frisbee=54.7 skis=15.6 snowboard=17.7 sports ball=34.8 kite=30.3 baseball bat=20.0 baseball glove=28.3 skateboard=39.2 surfboard=25.9 tennis racket=38.6 bottle=31.9 wine glass=29.8 cup=33.4 fork=15.6 knife=10.1 spoon=6.3 bowl=31.6 banana=16.9 apple=14.2 sandwich=23.2 orange=26.3 broccoli=18.7 carrot=15.0 hot dog=15.7 pizza=45.3 donut=35.2 cake=23.6 chair=18.1 couch=29.1 potted plant=19.9 bed=29.4 dining table=20.3 toilet=43.2 tv=45.4 laptop=43.9 mouse=49.0 remote=20.6 keyboard=37.1 cell phone=25.0 microwave=41.0 oven=21.2 toaster=19.2 sink=23.8 refrigerator=36.1 book=9.5 clock=45.8 vase=27.8 scissors=11.2 teddy bear=33.9 hair drier=0.6 toothbrush=11.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.1 [Epoch 8] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0008_30.1000.params [Epoch 9][Batch 99], Speed: 6.799 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.939 [Epoch 9][Batch 199], Speed: 8.409 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 299], Speed: 8.488 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 399], Speed: 8.486 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 499], Speed: 8.419 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 599], Speed: 8.431 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 699], Speed: 8.486 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 799], Speed: 8.494 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 899], Speed: 8.524 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 999], Speed: 8.408 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.938 [Epoch 9][Batch 1099], Speed: 8.508 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1199], Speed: 8.468 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1299], Speed: 8.473 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1399], Speed: 8.476 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1499], Speed: 8.440 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1599], Speed: 8.496 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1699], Speed: 8.488 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1799], Speed: 8.516 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1899], Speed: 8.510 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 1999], Speed: 8.481 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.937 [Epoch 9][Batch 2099], Speed: 8.459 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2199], Speed: 8.377 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2299], Speed: 8.484 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2399], Speed: 8.560 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2499], Speed: 8.541 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2599], Speed: 8.406 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2699], Speed: 8.512 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2799], Speed: 8.572 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2899], Speed: 8.414 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 2999], Speed: 8.562 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.936 [Epoch 9][Batch 3099], Speed: 8.402 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3199], Speed: 8.541 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3299], Speed: 8.537 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3399], Speed: 8.495 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3499], Speed: 8.554 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3599], Speed: 8.469 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3699], Speed: 8.436 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3799], Speed: 8.528 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3899], Speed: 8.412 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 3999], Speed: 8.435 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.935 [Epoch 9][Batch 4099], Speed: 8.492 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4199], Speed: 8.527 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4299], Speed: 8.478 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4399], Speed: 8.523 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4499], Speed: 8.549 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4599], Speed: 8.486 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4699], Speed: 8.468 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4799], Speed: 8.553 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4899], Speed: 8.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 4999], Speed: 8.439 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 5099], Speed: 8.411 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.934 [Epoch 9][Batch 5199], Speed: 8.424 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5299], Speed: 8.465 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5399], Speed: 8.485 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5499], Speed: 8.470 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5599], Speed: 8.521 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5699], Speed: 8.469 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5799], Speed: 8.527 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5899], Speed: 8.527 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 5999], Speed: 8.479 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 6099], Speed: 8.491 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 6199], Speed: 8.391 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.933 [Epoch 9][Batch 6299], Speed: 8.420 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6399], Speed: 8.494 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6499], Speed: 8.573 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6599], Speed: 8.523 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6699], Speed: 8.174 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6799], Speed: 8.571 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6899], Speed: 8.476 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 6999], Speed: 8.499 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 7099], Speed: 8.410 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 7199], Speed: 8.474 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 7299], Speed: 8.494 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 7399], Speed: 8.506 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.932 [Epoch 9][Batch 7499], Speed: 8.553 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 7599], Speed: 8.380 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 7699], Speed: 8.405 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 7799], Speed: 8.458 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 7899], Speed: 8.496 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 7999], Speed: 8.441 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8099], Speed: 8.487 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8199], Speed: 8.496 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8299], Speed: 8.434 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8399], Speed: 8.475 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8499], Speed: 8.590 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.931 [Epoch 9][Batch 8599], Speed: 8.448 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 8699], Speed: 8.414 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 8799], Speed: 8.547 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 8899], Speed: 8.541 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 8999], Speed: 8.434 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9099], Speed: 8.641 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9199], Speed: 8.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9299], Speed: 8.503 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9399], Speed: 8.590 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9499], Speed: 8.435 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9599], Speed: 8.434 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9699], Speed: 8.415 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.930 [Epoch 9][Batch 9799], Speed: 8.512 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 9899], Speed: 8.508 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 9999], Speed: 8.495 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10099], Speed: 8.468 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10199], Speed: 8.492 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10299], Speed: 8.515 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10399], Speed: 8.492 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10499], Speed: 8.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10599], Speed: 8.474 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10699], Speed: 8.511 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10799], Speed: 8.508 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10899], Speed: 8.527 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.929 [Epoch 9][Batch 10999], Speed: 8.514 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11099], Speed: 8.433 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11199], Speed: 8.467 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11299], Speed: 8.403 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11399], Speed: 8.412 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11499], Speed: 8.494 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11599], Speed: 8.451 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11699], Speed: 8.460 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11799], Speed: 8.377 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11899], Speed: 8.485 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 11999], Speed: 8.466 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 12099], Speed: 8.537 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 12199], Speed: 8.476 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 12299], Speed: 8.545 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.928 [Epoch 9][Batch 12399], Speed: 8.479 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12499], Speed: 8.503 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12599], Speed: 8.537 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12699], Speed: 8.508 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12799], Speed: 8.452 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12899], Speed: 8.508 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 12999], Speed: 8.493 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13099], Speed: 8.509 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13199], Speed: 8.439 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13299], Speed: 8.518 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13399], Speed: 8.478 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13499], Speed: 8.456 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.927 [Epoch 9][Batch 13599], Speed: 8.534 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 13699], Speed: 8.493 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 13799], Speed: 8.515 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 13899], Speed: 8.563 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 13999], Speed: 8.397 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14099], Speed: 8.453 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14199], Speed: 8.467 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14299], Speed: 8.505 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14399], Speed: 8.486 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14499], Speed: 8.472 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9][Batch 14599], Speed: 8.476 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 9] Training cost: 13847.462, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114 [Epoch 9] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.175 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.386 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 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.284 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.584 person=48.2 bicycle=22.6 car=37.5 motorcycle=32.3 airplane=49.0 bus=51.9 train=44.7 truck=24.5 boat=16.4 traffic light=24.0 fire hydrant=55.4 stop sign=57.2 parking meter=38.7 bench=15.8 bird=25.9 cat=49.9 dog=44.0 horse=42.6 sheep=36.8 cow=40.9 elephant=46.0 bear=56.8 zebra=56.5 giraffe=57.6 backpack=10.5 umbrella=27.1 handbag=9.6 tie=24.5 suitcase=23.1 frisbee=57.0 skis=14.3 snowboard=19.2 sports ball=36.3 kite=23.9 baseball bat=18.3 baseball glove=26.6 skateboard=39.9 surfboard=24.0 tennis racket=32.4 bottle=33.3 wine glass=27.1 cup=35.3 fork=17.9 knife=9.4 spoon=8.7 bowl=33.3 banana=14.3 apple=10.6 sandwich=25.2 orange=17.3 broccoli=17.6 carrot=13.4 hot dog=20.1 pizza=44.7 donut=32.4 cake=26.6 chair=18.0 couch=28.0 potted plant=19.6 bed=28.5 dining table=19.0 toilet=48.7 tv=42.5 laptop=45.4 mouse=51.4 remote=20.8 keyboard=38.9 cell phone=25.0 microwave=44.8 oven=22.0 toaster=20.2 sink=30.0 refrigerator=36.7 book=9.0 clock=44.1 vase=27.9 scissors=16.4 teddy bear=30.0 hair drier=4.3 toothbrush=16.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.5 [Epoch 9] mAP 30.5 higher than current best [30.1] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 9] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0009_30.5000.params [Epoch 10][Batch 99], Speed: 6.883 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 10][Batch 199], Speed: 8.378 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.116,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.926 [Epoch 10][Batch 299], Speed: 8.404 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 399], Speed: 8.480 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 499], Speed: 8.468 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 599], Speed: 8.554 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 699], Speed: 8.482 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 799], Speed: 8.603 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 899], Speed: 8.601 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 999], Speed: 8.653 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 1099], Speed: 8.547 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 1199], Speed: 8.639 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 1299], Speed: 8.588 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.925 [Epoch 10][Batch 1399], Speed: 8.506 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1499], Speed: 8.527 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1599], Speed: 8.606 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1699], Speed: 8.552 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1799], Speed: 8.582 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1899], Speed: 8.616 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 1999], Speed: 8.531 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 2099], Speed: 8.567 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 2199], Speed: 8.595 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 2299], Speed: 8.605 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.924 [Epoch 10][Batch 2399], Speed: 8.560 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2499], Speed: 8.644 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2599], Speed: 8.562 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2699], Speed: 8.604 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2799], Speed: 8.647 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2899], Speed: 8.589 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 2999], Speed: 8.678 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3099], Speed: 8.515 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3199], Speed: 8.604 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3299], Speed: 8.621 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3399], Speed: 8.651 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3499], Speed: 8.616 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.923 [Epoch 10][Batch 3599], Speed: 8.597 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 3699], Speed: 8.563 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 3799], Speed: 8.603 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 3899], Speed: 8.569 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 3999], Speed: 8.630 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4099], Speed: 8.578 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4199], Speed: 8.526 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4299], Speed: 8.568 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4399], Speed: 8.551 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4499], Speed: 8.546 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4599], Speed: 8.582 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4699], Speed: 8.487 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.922 [Epoch 10][Batch 4799], Speed: 8.567 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 10][Batch 4899], Speed: 8.508 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 10][Batch 4999], Speed: 8.607 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 10][Batch 5099], Speed: 8.588 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5199], Speed: 8.550 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5299], Speed: 8.636 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5399], Speed: 8.658 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5499], Speed: 8.598 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5599], Speed: 8.682 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5699], Speed: 8.642 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5799], Speed: 8.647 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5899], Speed: 8.557 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 5999], Speed: 8.627 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.921 [Epoch 10][Batch 6099], Speed: 8.472 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6199], Speed: 8.556 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6299], Speed: 8.494 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6399], Speed: 8.653 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6499], Speed: 8.541 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6599], Speed: 8.653 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6699], Speed: 8.607 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6799], Speed: 8.542 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6899], Speed: 8.587 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 6999], Speed: 8.538 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 7099], Speed: 8.584 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 7199], Speed: 8.662 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 7299], Speed: 8.595 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.920 [Epoch 10][Batch 7399], Speed: 8.566 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7499], Speed: 8.591 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7599], Speed: 8.625 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7699], Speed: 8.627 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7799], Speed: 8.600 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.308,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7899], Speed: 8.679 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 7999], Speed: 8.689 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8099], Speed: 8.615 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8199], Speed: 8.678 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8299], Speed: 8.588 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8399], Speed: 8.605 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8499], Speed: 8.565 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8599], Speed: 8.646 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.919 [Epoch 10][Batch 8699], Speed: 8.582 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 8799], Speed: 8.579 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 8899], Speed: 8.652 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 8999], Speed: 8.692 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9099], Speed: 8.521 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9199], Speed: 8.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9299], Speed: 8.611 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9399], Speed: 8.621 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9499], Speed: 8.531 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9599], Speed: 8.577 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9699], Speed: 8.603 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9799], Speed: 8.620 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9899], Speed: 8.587 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 9999], Speed: 8.618 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 10099], Speed: 8.612 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.918 [Epoch 10][Batch 10199], Speed: 8.567 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10299], Speed: 8.556 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10399], Speed: 8.568 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10499], Speed: 8.682 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10599], Speed: 8.604 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10699], Speed: 8.624 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10799], Speed: 8.591 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10899], Speed: 8.664 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 10999], Speed: 8.649 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11099], Speed: 8.608 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11199], Speed: 8.654 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11299], Speed: 8.598 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11399], Speed: 8.569 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11499], Speed: 8.545 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.917 [Epoch 10][Batch 11599], Speed: 8.630 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 11699], Speed: 8.606 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 11799], Speed: 8.589 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 11899], Speed: 8.735 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 11999], Speed: 8.526 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12099], Speed: 8.641 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12199], Speed: 8.598 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12299], Speed: 8.575 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12399], Speed: 8.530 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12499], Speed: 8.603 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12599], Speed: 8.596 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12699], Speed: 8.619 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12799], Speed: 8.602 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.307,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12899], Speed: 8.564 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.916 [Epoch 10][Batch 12999], Speed: 8.675 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13099], Speed: 8.587 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13199], Speed: 8.590 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13299], Speed: 8.595 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13399], Speed: 8.564 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13499], Speed: 8.644 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13599], Speed: 8.576 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13699], Speed: 8.630 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13799], Speed: 8.617 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13899], Speed: 8.651 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 13999], Speed: 8.683 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 14099], Speed: 8.509 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 14199], Speed: 8.559 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 14299], Speed: 8.523 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 14399], Speed: 8.622 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.915 [Epoch 10][Batch 14499], Speed: 8.628 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 10][Batch 14599], Speed: 8.642 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 10] Training cost: 13673.060, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.113 [Epoch 10] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.183 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.346 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 ] = 0.277 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 ] = 0.482 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.325 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.583 person=46.0 bicycle=24.7 car=35.6 motorcycle=34.2 airplane=54.2 bus=55.3 train=50.8 truck=24.3 boat=18.6 traffic light=22.9 fire hydrant=57.0 stop sign=59.7 parking meter=33.4 bench=18.2 bird=26.1 cat=47.4 dog=43.6 horse=44.0 sheep=38.3 cow=42.1 elephant=48.1 bear=54.8 zebra=55.6 giraffe=57.6 backpack=9.5 umbrella=26.5 handbag=11.4 tie=22.2 suitcase=23.9 frisbee=54.0 skis=14.8 snowboard=22.0 sports ball=35.0 kite=31.1 baseball bat=17.9 baseball glove=26.9 skateboard=37.7 surfboard=25.2 tennis racket=35.9 bottle=30.9 wine glass=25.2 cup=33.3 fork=21.3 knife=9.5 spoon=9.0 bowl=33.2 banana=15.4 apple=14.9 sandwich=23.2 orange=25.6 broccoli=14.5 carrot=15.8 hot dog=20.8 pizza=38.8 donut=36.7 cake=24.4 chair=18.9 couch=30.8 potted plant=18.8 bed=28.7 dining table=21.6 toilet=48.2 tv=46.7 laptop=47.5 mouse=50.5 remote=21.0 keyboard=38.3 cell phone=27.6 microwave=37.9 oven=24.1 toaster=28.7 sink=27.0 refrigerator=39.7 book=10.4 clock=44.7 vase=27.4 scissors=8.0 teddy bear=35.8 hair drier=0.6 toothbrush=9.3 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.9 [Epoch 10] mAP 30.9 higher than current best [30.5] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 10] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0010_30.9000.params [Epoch 11][Batch 99], Speed: 7.112 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.119,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 199], Speed: 8.519 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.113,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 299], Speed: 8.553 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 399], Speed: 8.623 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 499], Speed: 8.466 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 599], Speed: 8.176 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 699], Speed: 8.611 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 799], Speed: 8.545 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 899], Speed: 8.551 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 999], Speed: 8.577 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.914 [Epoch 11][Batch 1099], Speed: 8.609 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1199], Speed: 8.605 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.984,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1299], Speed: 8.576 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1399], Speed: 8.539 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1499], Speed: 8.556 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1599], Speed: 8.606 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1699], Speed: 8.619 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1799], Speed: 8.535 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1899], Speed: 8.525 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 1999], Speed: 8.584 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 2099], Speed: 8.627 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 2199], Speed: 8.603 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 2299], Speed: 8.644 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.913 [Epoch 11][Batch 2399], Speed: 8.660 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2499], Speed: 8.520 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2599], Speed: 8.577 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2699], Speed: 8.585 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2799], Speed: 8.478 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2899], Speed: 8.644 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 2999], Speed: 8.555 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3099], Speed: 8.663 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3199], Speed: 8.664 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3299], Speed: 8.596 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3399], Speed: 8.607 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3499], Speed: 8.588 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3599], Speed: 8.495 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.912 [Epoch 11][Batch 3699], Speed: 8.598 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 3799], Speed: 8.609 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 3899], Speed: 8.533 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 3999], Speed: 8.603 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4099], Speed: 8.574 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4199], Speed: 8.583 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4299], Speed: 8.540 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4399], Speed: 8.551 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4499], Speed: 8.598 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4599], Speed: 8.604 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4699], Speed: 8.562 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4799], Speed: 8.650 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4899], Speed: 8.612 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 4999], Speed: 8.591 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.911 [Epoch 11][Batch 5099], Speed: 8.611 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5199], Speed: 8.552 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5299], Speed: 8.552 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5399], Speed: 8.647 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5499], Speed: 8.630 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5599], Speed: 8.647 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5699], Speed: 8.598 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5799], Speed: 8.508 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5899], Speed: 8.696 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 5999], Speed: 8.565 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 6099], Speed: 8.541 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 6199], Speed: 8.587 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 6299], Speed: 8.498 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 6399], Speed: 8.549 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.910 [Epoch 11][Batch 6499], Speed: 8.489 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 6599], Speed: 8.516 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 6699], Speed: 8.556 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 6799], Speed: 8.613 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 6899], Speed: 8.613 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 6999], Speed: 8.489 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7099], Speed: 8.620 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7199], Speed: 8.553 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7299], Speed: 8.554 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7399], Speed: 8.606 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7499], Speed: 8.586 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7599], Speed: 8.680 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7699], Speed: 8.578 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7799], Speed: 8.483 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7899], Speed: 8.574 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.909 [Epoch 11][Batch 7999], Speed: 8.228 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8099], Speed: 8.483 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8199], Speed: 8.599 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8299], Speed: 8.529 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8399], Speed: 8.521 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8499], Speed: 8.507 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8599], Speed: 8.563 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8699], Speed: 8.569 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8799], Speed: 8.544 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8899], Speed: 8.539 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 8999], Speed: 8.556 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9099], Speed: 8.642 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9199], Speed: 8.532 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9299], Speed: 8.680 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9399], Speed: 8.538 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9499], Speed: 8.558 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.908 [Epoch 11][Batch 9599], Speed: 8.554 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 9699], Speed: 8.644 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 9799], Speed: 8.595 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 9899], Speed: 8.640 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 9999], Speed: 8.559 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10099], Speed: 8.576 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10199], Speed: 8.408 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10299], Speed: 8.615 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10399], Speed: 8.584 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10499], Speed: 8.541 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10599], Speed: 8.606 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10699], Speed: 8.636 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10799], Speed: 8.625 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10899], Speed: 8.584 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 10999], Speed: 8.557 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.907 [Epoch 11][Batch 11099], Speed: 8.598 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11199], Speed: 8.607 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11299], Speed: 8.621 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11399], Speed: 8.591 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11499], Speed: 8.506 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11599], Speed: 8.612 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11699], Speed: 8.526 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11799], Speed: 8.609 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11899], Speed: 8.551 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 11999], Speed: 8.581 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12099], Speed: 8.501 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12199], Speed: 8.466 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12299], Speed: 8.551 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12399], Speed: 8.596 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12499], Speed: 8.615 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12599], Speed: 8.583 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12699], Speed: 8.501 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.906 [Epoch 11][Batch 12799], Speed: 8.564 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 12899], Speed: 8.560 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 12999], Speed: 8.606 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13099], Speed: 8.652 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13199], Speed: 8.566 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13299], Speed: 8.633 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13399], Speed: 8.595 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13499], Speed: 8.551 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13599], Speed: 8.597 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13699], Speed: 8.600 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13799], Speed: 8.519 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13899], Speed: 8.576 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 13999], Speed: 8.558 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 14099], Speed: 8.548 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 14199], Speed: 8.536 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 14299], Speed: 8.532 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 14399], Speed: 8.546 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.905 [Epoch 11][Batch 14499], Speed: 8.557 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 11][Batch 14599], Speed: 8.585 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 11] Training cost: 13704.317, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.112 [Epoch 11] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.184 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.386 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 ] = 0.441 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 ] = 0.294 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.569 person=48.1 bicycle=25.0 car=38.5 motorcycle=33.7 airplane=52.5 bus=54.5 train=50.7 truck=27.5 boat=16.8 traffic light=22.6 fire hydrant=57.0 stop sign=51.3 parking meter=30.4 bench=15.3 bird=27.6 cat=45.5 dog=42.5 horse=44.0 sheep=37.7 cow=43.7 elephant=48.9 bear=54.5 zebra=53.1 giraffe=59.5 backpack=7.6 umbrella=30.0 handbag=9.9 tie=25.4 suitcase=25.4 frisbee=53.0 skis=15.3 snowboard=22.4 sports ball=34.9 kite=29.9 baseball bat=19.9 baseball glove=26.4 skateboard=36.9 surfboard=24.9 tennis racket=38.7 bottle=31.7 wine glass=26.8 cup=31.7 fork=20.5 knife=7.7 spoon=9.7 bowl=33.5 banana=17.3 apple=11.1 sandwich=24.6 orange=24.6 broccoli=17.6 carrot=12.6 hot dog=19.8 pizza=38.2 donut=30.0 cake=24.5 chair=19.5 couch=30.1 potted plant=20.2 bed=33.2 dining table=19.4 toilet=42.4 tv=45.8 laptop=45.5 mouse=52.7 remote=22.1 keyboard=35.8 cell phone=27.3 microwave=43.6 oven=24.1 toaster=33.6 sink=25.4 refrigerator=38.3 book=8.9 clock=43.0 vase=26.9 scissors=14.7 teddy bear=31.6 hair drier=1.3 toothbrush=13.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.8 [Epoch 11] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0011_30.8000.params [Epoch 12][Batch 99], Speed: 7.811 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 199], Speed: 8.758 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 299], Speed: 8.634 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 399], Speed: 8.724 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 499], Speed: 8.791 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 599], Speed: 8.730 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 699], Speed: 8.716 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 799], Speed: 8.770 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 899], Speed: 8.724 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 999], Speed: 8.753 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 1099], Speed: 8.794 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.904 [Epoch 12][Batch 1199], Speed: 8.727 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 12][Batch 1299], Speed: 8.761 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 12][Batch 1399], Speed: 8.687 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 12][Batch 1499], Speed: 8.632 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 1599], Speed: 8.752 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 1699], Speed: 8.714 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 1799], Speed: 8.781 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 1899], Speed: 8.816 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 1999], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2099], Speed: 8.754 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2199], Speed: 8.652 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2299], Speed: 8.866 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2399], Speed: 8.761 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2499], Speed: 8.754 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.903 [Epoch 12][Batch 2599], Speed: 8.695 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 2699], Speed: 8.730 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 2799], Speed: 8.718 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 2899], Speed: 8.834 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 2999], Speed: 8.771 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3099], Speed: 8.756 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3199], Speed: 8.704 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3299], Speed: 8.727 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3399], Speed: 8.692 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3499], Speed: 8.748 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3599], Speed: 8.776 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3699], Speed: 8.762 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3799], Speed: 8.729 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3899], Speed: 8.694 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 3999], Speed: 8.810 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.902 [Epoch 12][Batch 4099], Speed: 8.730 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4199], Speed: 8.718 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4299], Speed: 8.748 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4399], Speed: 8.786 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4499], Speed: 8.711 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4599], Speed: 8.751 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4699], Speed: 8.744 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4799], Speed: 8.651 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4899], Speed: 8.714 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 4999], Speed: 8.822 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5099], Speed: 8.758 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5199], Speed: 8.749 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5299], Speed: 8.808 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5399], Speed: 8.758 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5499], Speed: 8.674 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5599], Speed: 8.761 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5699], Speed: 8.761 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.901 [Epoch 12][Batch 5799], Speed: 8.699 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 5899], Speed: 8.685 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 5999], Speed: 8.780 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6099], Speed: 8.742 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6199], Speed: 8.772 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6299], Speed: 8.739 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6399], Speed: 8.705 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6499], Speed: 8.692 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6599], Speed: 8.771 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6699], Speed: 8.783 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6799], Speed: 8.746 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6899], Speed: 8.840 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 6999], Speed: 8.720 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 7099], Speed: 8.713 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 7199], Speed: 8.802 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.900 [Epoch 12][Batch 7299], Speed: 8.679 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7399], Speed: 8.638 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7499], Speed: 8.826 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7599], Speed: 8.666 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7699], Speed: 8.833 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7799], Speed: 8.750 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7899], Speed: 8.801 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 7999], Speed: 8.763 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8099], Speed: 8.638 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8199], Speed: 8.751 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8299], Speed: 8.770 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8399], Speed: 8.752 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8499], Speed: 8.666 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8599], Speed: 8.700 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8699], Speed: 8.704 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8799], Speed: 8.670 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8899], Speed: 8.700 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.899 [Epoch 12][Batch 8999], Speed: 8.774 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9099], Speed: 8.706 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9199], Speed: 8.788 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9299], Speed: 8.698 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9399], Speed: 8.666 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9499], Speed: 8.721 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9599], Speed: 8.695 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9699], Speed: 8.778 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9799], Speed: 8.692 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9899], Speed: 8.654 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 9999], Speed: 8.799 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10099], Speed: 8.686 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10199], Speed: 8.718 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10299], Speed: 8.721 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10399], Speed: 8.786 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10499], Speed: 8.861 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10599], Speed: 8.748 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10699], Speed: 8.852 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.898 [Epoch 12][Batch 10799], Speed: 8.712 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 10899], Speed: 8.644 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 10999], Speed: 8.757 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11099], Speed: 8.650 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11199], Speed: 8.761 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11299], Speed: 8.714 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11399], Speed: 8.737 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11499], Speed: 8.745 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11599], Speed: 8.786 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11699], Speed: 8.685 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11799], Speed: 8.771 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11899], Speed: 8.443 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 11999], Speed: 8.782 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12099], Speed: 8.663 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12199], Speed: 8.841 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12299], Speed: 8.720 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12399], Speed: 8.675 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12499], Speed: 8.766 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.897 [Epoch 12][Batch 12599], Speed: 8.646 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 12699], Speed: 8.673 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 12799], Speed: 8.771 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 12899], Speed: 8.831 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 12999], Speed: 8.772 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13099], Speed: 8.734 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13199], Speed: 8.880 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13299], Speed: 8.744 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13399], Speed: 8.772 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13499], Speed: 8.788 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13599], Speed: 8.733 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13699], Speed: 8.663 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13799], Speed: 8.695 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13899], Speed: 8.648 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 13999], Speed: 8.745 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 14099], Speed: 8.712 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 14199], Speed: 8.665 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 14299], Speed: 8.720 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 14399], Speed: 8.701 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.896 [Epoch 12][Batch 14499], Speed: 8.759 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 12][Batch 14599], Speed: 8.620 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 12] Training cost: 13437.030, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111 [Epoch 12] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.183 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.274 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.446 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.299 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.584 person=48.0 bicycle=25.1 car=35.7 motorcycle=33.9 airplane=47.7 bus=52.0 train=48.7 truck=27.7 boat=18.9 traffic light=23.5 fire hydrant=57.1 stop sign=57.8 parking meter=39.3 bench=17.8 bird=25.1 cat=39.1 dog=36.5 horse=40.4 sheep=34.1 cow=37.0 elephant=49.2 bear=40.9 zebra=58.2 giraffe=56.1 backpack=11.4 umbrella=28.3 handbag=10.2 tie=24.3 suitcase=26.8 frisbee=53.8 skis=12.3 snowboard=21.2 sports ball=38.8 kite=32.2 baseball bat=22.5 baseball glove=28.3 skateboard=39.2 surfboard=25.7 tennis racket=37.5 bottle=31.4 wine glass=27.9 cup=34.4 fork=25.2 knife=8.9 spoon=10.2 bowl=31.0 banana=18.5 apple=13.4 sandwich=23.7 orange=23.8 broccoli=17.7 carrot=13.8 hot dog=19.2 pizza=41.1 donut=33.1 cake=23.4 chair=20.3 couch=28.1 potted plant=22.0 bed=27.3 dining table=21.3 toilet=44.8 tv=44.4 laptop=44.8 mouse=48.4 remote=21.5 keyboard=37.8 cell phone=26.1 microwave=39.9 oven=22.5 toaster=21.9 sink=23.5 refrigerator=36.5 book=10.9 clock=45.3 vase=28.3 scissors=16.5 teddy bear=32.3 hair drier=3.6 toothbrush=16.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =30.5 [Epoch 12] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0012_30.5000.params [Epoch 13][Batch 99], Speed: 7.334 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 199], Speed: 8.530 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 299], Speed: 8.660 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 399], Speed: 8.698 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 499], Speed: 8.617 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 599], Speed: 8.760 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 699], Speed: 8.686 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 799], Speed: 8.716 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 899], Speed: 8.727 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 999], Speed: 8.677 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 1099], Speed: 8.687 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 1199], Speed: 8.727 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.895 [Epoch 13][Batch 1299], Speed: 8.764 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1399], Speed: 8.771 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1499], Speed: 8.693 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1599], Speed: 8.782 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1699], Speed: 8.724 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1799], Speed: 8.722 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1899], Speed: 8.727 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 1999], Speed: 8.713 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2099], Speed: 8.647 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2199], Speed: 8.715 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2299], Speed: 8.661 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2399], Speed: 8.711 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2499], Speed: 8.881 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2599], Speed: 8.690 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2699], Speed: 8.624 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2799], Speed: 8.707 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2899], Speed: 8.737 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.894 [Epoch 13][Batch 2999], Speed: 8.745 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3099], Speed: 8.804 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3199], Speed: 8.782 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3299], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3399], Speed: 8.693 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3499], Speed: 8.683 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3599], Speed: 8.717 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3699], Speed: 8.625 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3799], Speed: 8.651 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3899], Speed: 8.684 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 3999], Speed: 8.694 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4099], Speed: 8.724 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4199], Speed: 8.681 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4299], Speed: 8.703 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4399], Speed: 8.673 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4499], Speed: 8.665 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4599], Speed: 8.756 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.893 [Epoch 13][Batch 4699], Speed: 8.654 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 4799], Speed: 8.644 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 4899], Speed: 8.732 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 4999], Speed: 8.695 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5099], Speed: 8.720 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5199], Speed: 8.794 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5299], Speed: 8.725 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5399], Speed: 8.754 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5499], Speed: 8.730 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5599], Speed: 8.709 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5699], Speed: 8.670 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5799], Speed: 8.652 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5899], Speed: 8.717 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 5999], Speed: 8.702 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 6099], Speed: 8.730 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 6199], Speed: 8.799 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 6299], Speed: 8.722 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.892 [Epoch 13][Batch 6399], Speed: 8.775 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6499], Speed: 8.661 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6599], Speed: 8.787 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6699], Speed: 8.724 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6799], Speed: 8.701 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6899], Speed: 8.780 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 6999], Speed: 8.677 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7099], Speed: 8.738 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7199], Speed: 8.683 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7299], Speed: 8.756 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7399], Speed: 8.619 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7499], Speed: 8.748 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7599], Speed: 8.689 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7699], Speed: 8.661 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7799], Speed: 8.781 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7899], Speed: 8.729 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 7999], Speed: 8.739 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 8099], Speed: 8.715 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 8199], Speed: 8.691 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.891 [Epoch 13][Batch 8299], Speed: 8.664 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8399], Speed: 8.671 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8499], Speed: 8.649 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8599], Speed: 8.327 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8699], Speed: 8.682 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8799], Speed: 8.645 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8899], Speed: 8.683 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 8999], Speed: 8.777 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9099], Speed: 8.655 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9199], Speed: 8.835 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9299], Speed: 8.696 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9399], Speed: 8.754 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9499], Speed: 8.709 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9599], Speed: 8.710 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9699], Speed: 8.742 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9799], Speed: 8.630 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9899], Speed: 8.707 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 9999], Speed: 8.762 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 10099], Speed: 8.757 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.890 [Epoch 13][Batch 10199], Speed: 8.686 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10299], Speed: 8.776 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10399], Speed: 8.717 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10499], Speed: 8.681 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10599], Speed: 8.686 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10699], Speed: 8.747 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10799], Speed: 8.708 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10899], Speed: 8.787 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 10999], Speed: 8.615 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11099], Speed: 8.780 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11199], Speed: 8.613 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11299], Speed: 8.674 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11399], Speed: 8.690 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11499], Speed: 8.699 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11599], Speed: 8.714 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11699], Speed: 8.698 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11799], Speed: 8.712 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11899], Speed: 8.649 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 11999], Speed: 8.701 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.889 [Epoch 13][Batch 12099], Speed: 8.729 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12199], Speed: 8.714 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12299], Speed: 8.803 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12399], Speed: 8.719 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12499], Speed: 8.727 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12599], Speed: 8.670 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12699], Speed: 8.673 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12799], Speed: 8.623 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12899], Speed: 8.680 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 12999], Speed: 8.766 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13099], Speed: 8.662 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13199], Speed: 8.816 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13299], Speed: 8.712 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13399], Speed: 8.680 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13499], Speed: 8.785 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13599], Speed: 8.736 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13699], Speed: 8.690 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13799], Speed: 8.760 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13899], Speed: 8.763 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 13999], Speed: 8.742 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 14099], Speed: 8.695 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.888 [Epoch 13][Batch 14199], Speed: 8.793 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 13][Batch 14299], Speed: 8.791 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 13][Batch 14399], Speed: 8.679 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 13][Batch 14499], Speed: 8.663 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 13][Batch 14599], Speed: 8.735 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 13] Training cost: 13483.288, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.111 [Epoch 13] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.322 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.189 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.413 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.283 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 ] = 0.476 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 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.600 person=48.6 bicycle=24.1 car=38.4 motorcycle=33.3 airplane=53.9 bus=52.4 train=53.4 truck=26.3 boat=18.3 traffic light=23.0 fire hydrant=58.2 stop sign=57.9 parking meter=38.0 bench=18.2 bird=28.1 cat=47.6 dog=45.2 horse=45.9 sheep=38.0 cow=42.9 elephant=51.6 bear=56.2 zebra=54.6 giraffe=57.7 backpack=11.6 umbrella=29.9 handbag=11.1 tie=27.3 suitcase=26.7 frisbee=53.7 skis=14.9 snowboard=23.0 sports ball=34.8 kite=31.2 baseball bat=21.3 baseball glove=25.4 skateboard=41.4 surfboard=27.1 tennis racket=36.6 bottle=33.3 wine glass=28.4 cup=35.3 fork=25.0 knife=10.2 spoon=9.7 bowl=33.5 banana=16.3 apple=14.5 sandwich=22.1 orange=24.4 broccoli=15.9 carrot=14.4 hot dog=22.2 pizza=41.4 donut=36.5 cake=26.7 chair=19.3 couch=31.1 potted plant=19.2 bed=33.7 dining table=21.9 toilet=50.3 tv=46.6 laptop=49.5 mouse=54.5 remote=20.2 keyboard=39.0 cell phone=29.0 microwave=44.1 oven=24.8 toaster=34.3 sink=29.1 refrigerator=42.2 book=11.0 clock=45.5 vase=29.9 scissors=17.4 teddy bear=34.5 hair drier=0.4 toothbrush=14.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =32.2 [Epoch 13] mAP 32.2 higher than current best [30.9] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 13] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0013_32.2000.params [Epoch 14][Batch 99], Speed: 6.925 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 199], Speed: 8.609 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 299], Speed: 8.757 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 399], Speed: 8.661 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 499], Speed: 8.656 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 599], Speed: 8.771 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 699], Speed: 8.697 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 799], Speed: 8.737 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 899], Speed: 8.728 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 999], Speed: 8.740 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 1099], Speed: 8.821 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 1199], Speed: 8.773 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.887 [Epoch 14][Batch 1299], Speed: 8.764 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1399], Speed: 8.759 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1499], Speed: 8.713 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1599], Speed: 8.627 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1699], Speed: 8.643 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1799], Speed: 8.745 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1899], Speed: 8.770 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 14][Batch 1999], Speed: 8.872 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2099], Speed: 8.700 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2199], Speed: 8.699 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2299], Speed: 8.825 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2399], Speed: 8.692 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2499], Speed: 8.725 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2599], Speed: 8.714 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2699], Speed: 8.668 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2799], Speed: 8.697 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2899], Speed: 8.774 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.886 [Epoch 14][Batch 2999], Speed: 8.775 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3099], Speed: 8.725 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3199], Speed: 8.769 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3299], Speed: 8.649 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3399], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3499], Speed: 8.656 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3599], Speed: 8.676 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3699], Speed: 8.643 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3799], Speed: 8.676 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3899], Speed: 8.788 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 3999], Speed: 8.686 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4099], Speed: 8.713 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4199], Speed: 8.699 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4299], Speed: 8.745 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4399], Speed: 8.615 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4499], Speed: 8.650 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4599], Speed: 8.674 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4699], Speed: 8.704 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.885 [Epoch 14][Batch 4799], Speed: 8.807 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 4899], Speed: 8.725 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 4999], Speed: 8.687 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5099], Speed: 8.669 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5199], Speed: 8.701 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5299], Speed: 8.779 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5399], Speed: 8.703 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5499], Speed: 8.711 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5599], Speed: 8.773 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5699], Speed: 8.761 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5799], Speed: 8.795 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5899], Speed: 8.702 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 5999], Speed: 8.693 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6099], Speed: 8.719 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6199], Speed: 8.746 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6299], Speed: 8.792 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6399], Speed: 8.773 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6499], Speed: 8.810 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6599], Speed: 8.687 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6699], Speed: 8.704 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.884 [Epoch 14][Batch 6799], Speed: 8.761 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 6899], Speed: 8.722 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 6999], Speed: 8.899 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7099], Speed: 8.798 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7199], Speed: 8.629 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7299], Speed: 8.736 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7399], Speed: 8.717 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7499], Speed: 8.699 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7599], Speed: 8.730 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7699], Speed: 8.720 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7799], Speed: 8.763 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7899], Speed: 8.780 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 7999], Speed: 8.778 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8099], Speed: 8.740 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8199], Speed: 8.749 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8299], Speed: 8.740 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8399], Speed: 8.680 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8499], Speed: 8.795 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8599], Speed: 8.715 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8699], Speed: 8.722 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.883 [Epoch 14][Batch 8799], Speed: 8.809 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 8899], Speed: 8.670 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 8999], Speed: 8.647 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9099], Speed: 8.832 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9199], Speed: 8.685 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9299], Speed: 8.731 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9399], Speed: 8.718 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9499], Speed: 8.741 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9599], Speed: 8.801 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9699], Speed: 8.838 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9799], Speed: 8.667 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9899], Speed: 8.734 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 9999], Speed: 8.725 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10099], Speed: 8.809 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10199], Speed: 8.748 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10299], Speed: 8.641 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10399], Speed: 8.736 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10499], Speed: 8.734 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10599], Speed: 8.708 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10699], Speed: 8.718 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10799], Speed: 8.699 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.882 [Epoch 14][Batch 10899], Speed: 8.800 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 10999], Speed: 8.769 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11099], Speed: 8.587 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11199], Speed: 8.752 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11299], Speed: 8.683 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11399], Speed: 8.753 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11499], Speed: 8.738 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11599], Speed: 8.712 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11699], Speed: 8.719 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11799], Speed: 8.642 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11899], Speed: 8.741 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 11999], Speed: 8.618 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12099], Speed: 8.731 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12199], Speed: 8.718 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12299], Speed: 8.709 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12399], Speed: 8.728 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12499], Speed: 8.696 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12599], Speed: 8.619 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12699], Speed: 8.772 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12799], Speed: 8.752 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12899], Speed: 8.721 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 12999], Speed: 8.702 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 13099], Speed: 8.710 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.881 [Epoch 14][Batch 13199], Speed: 8.750 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13299], Speed: 8.675 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13399], Speed: 8.737 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13499], Speed: 8.789 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13599], Speed: 8.674 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13699], Speed: 8.804 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13799], Speed: 8.781 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13899], Speed: 8.784 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 13999], Speed: 8.770 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14099], Speed: 8.666 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14199], Speed: 8.804 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14299], Speed: 8.588 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14399], Speed: 8.712 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14499], Speed: 8.706 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14][Batch 14599], Speed: 8.807 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 14] Training cost: 13462.439, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110 [Epoch 14] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.178 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.403 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.278 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.452 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 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 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.593 person=48.9 bicycle=22.8 car=38.4 motorcycle=35.2 airplane=51.3 bus=54.0 train=47.8 truck=22.3 boat=17.1 traffic light=23.0 fire hydrant=55.7 stop sign=58.1 parking meter=39.1 bench=16.3 bird=27.0 cat=48.1 dog=43.5 horse=46.6 sheep=38.9 cow=45.6 elephant=50.5 bear=53.2 zebra=56.9 giraffe=57.1 backpack=10.8 umbrella=31.9 handbag=9.3 tie=24.5 suitcase=25.9 frisbee=52.2 skis=14.0 snowboard=24.2 sports ball=33.9 kite=31.1 baseball bat=19.9 baseball glove=25.4 skateboard=39.9 surfboard=26.6 tennis racket=37.7 bottle=32.9 wine glass=28.3 cup=33.4 fork=21.7 knife=10.6 spoon=10.3 bowl=33.3 banana=16.6 apple=13.5 sandwich=22.9 orange=25.2 broccoli=17.1 carrot=14.6 hot dog=23.0 pizza=46.7 donut=33.5 cake=28.8 chair=18.9 couch=28.7 potted plant=21.6 bed=30.9 dining table=21.1 toilet=44.4 tv=47.4 laptop=46.7 mouse=51.2 remote=22.3 keyboard=38.2 cell phone=26.4 microwave=40.5 oven=24.2 toaster=28.6 sink=26.2 refrigerator=38.0 book=9.2 clock=40.2 vase=29.5 scissors=13.9 teddy bear=37.9 hair drier=1.3 toothbrush=13.8 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =31.5 [Epoch 14] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0014_31.5000.params [Epoch 15][Batch 99], Speed: 7.123 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 199], Speed: 8.523 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 299], Speed: 8.507 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 399], Speed: 8.515 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 499], Speed: 8.514 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 599], Speed: 8.564 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.880 [Epoch 15][Batch 699], Speed: 8.543 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 799], Speed: 8.564 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 899], Speed: 8.622 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 999], Speed: 8.513 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1099], Speed: 8.619 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1199], Speed: 8.528 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1299], Speed: 8.591 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1399], Speed: 8.672 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1499], Speed: 8.534 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1599], Speed: 8.558 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1699], Speed: 8.634 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1799], Speed: 8.546 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1899], Speed: 8.742 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 1999], Speed: 8.531 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 2099], Speed: 8.602 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 2199], Speed: 8.522 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 2299], Speed: 8.493 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 2399], Speed: 8.672 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.879 [Epoch 15][Batch 2499], Speed: 8.582 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 2599], Speed: 8.585 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 2699], Speed: 8.587 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 2799], Speed: 8.567 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 2899], Speed: 8.560 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 2999], Speed: 8.596 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3099], Speed: 8.638 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3199], Speed: 8.676 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3299], Speed: 8.559 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3399], Speed: 8.635 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3499], Speed: 8.533 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3599], Speed: 8.486 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3699], Speed: 8.601 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3799], Speed: 8.599 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3899], Speed: 8.630 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 3999], Speed: 8.642 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 4099], Speed: 8.510 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 4199], Speed: 8.628 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 4299], Speed: 8.632 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.878 [Epoch 15][Batch 4399], Speed: 8.644 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4499], Speed: 8.576 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4599], Speed: 8.631 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4699], Speed: 8.517 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4799], Speed: 8.602 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4899], Speed: 8.516 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 4999], Speed: 8.567 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5099], Speed: 8.566 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5199], Speed: 8.534 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5299], Speed: 8.663 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5399], Speed: 8.587 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5499], Speed: 8.595 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5599], Speed: 8.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5699], Speed: 8.596 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5799], Speed: 8.589 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5899], Speed: 8.549 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 5999], Speed: 8.616 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 6099], Speed: 8.609 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 6199], Speed: 8.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 6299], Speed: 8.530 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 6399], Speed: 8.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.877 [Epoch 15][Batch 6499], Speed: 8.518 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 6599], Speed: 8.540 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 6699], Speed: 8.621 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 6799], Speed: 8.605 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 6899], Speed: 8.520 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 6999], Speed: 8.551 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7099], Speed: 8.529 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7199], Speed: 8.493 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7299], Speed: 8.570 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7399], Speed: 8.544 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7499], Speed: 8.565 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7599], Speed: 8.564 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7699], Speed: 8.525 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7799], Speed: 8.537 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7899], Speed: 8.589 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 7999], Speed: 8.547 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8099], Speed: 8.602 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8199], Speed: 8.540 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8299], Speed: 8.570 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8399], Speed: 8.595 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8499], Speed: 8.538 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8599], Speed: 8.639 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8699], Speed: 8.598 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.876 [Epoch 15][Batch 8799], Speed: 8.614 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 8899], Speed: 8.583 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 8999], Speed: 8.518 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9099], Speed: 8.594 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9199], Speed: 8.585 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9299], Speed: 8.626 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9399], Speed: 8.593 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9499], Speed: 8.541 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9599], Speed: 8.562 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9699], Speed: 8.573 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9799], Speed: 8.470 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9899], Speed: 8.643 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 9999], Speed: 8.592 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10099], Speed: 8.574 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10199], Speed: 8.516 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10299], Speed: 8.590 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10399], Speed: 8.603 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10499], Speed: 8.554 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10599], Speed: 8.646 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10699], Speed: 8.626 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10799], Speed: 8.541 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10899], Speed: 8.637 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.875 [Epoch 15][Batch 10999], Speed: 8.563 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11099], Speed: 8.591 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11199], Speed: 8.591 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11299], Speed: 8.536 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11399], Speed: 8.601 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11499], Speed: 8.509 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11599], Speed: 8.553 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11699], Speed: 8.155 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11799], Speed: 8.587 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11899], Speed: 8.568 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 11999], Speed: 8.601 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12099], Speed: 8.541 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12199], Speed: 8.550 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12299], Speed: 8.625 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12399], Speed: 8.593 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12499], Speed: 8.603 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12599], Speed: 8.629 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12699], Speed: 8.606 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12799], Speed: 8.547 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12899], Speed: 8.601 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 12999], Speed: 8.589 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 13099], Speed: 8.629 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 13199], Speed: 8.593 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.874 [Epoch 15][Batch 13299], Speed: 8.603 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13399], Speed: 8.599 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13499], Speed: 8.619 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13599], Speed: 8.480 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13699], Speed: 8.567 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13799], Speed: 8.451 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13899], Speed: 8.487 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 13999], Speed: 8.476 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14099], Speed: 8.601 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14199], Speed: 8.561 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14299], Speed: 8.513 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14399], Speed: 8.577 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14499], Speed: 8.538 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15][Batch 14599], Speed: 8.585 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 15] Training cost: 13701.592, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109 [Epoch 15] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.317 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.189 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.397 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 ] = 0.463 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.492 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.607 person=48.8 bicycle=24.8 car=37.7 motorcycle=34.3 airplane=54.8 bus=52.0 train=47.1 truck=26.4 boat=18.5 traffic light=23.0 fire hydrant=58.5 stop sign=59.7 parking meter=37.8 bench=19.2 bird=28.1 cat=45.3 dog=38.9 horse=45.2 sheep=39.3 cow=41.5 elephant=51.7 bear=51.2 zebra=51.8 giraffe=59.2 backpack=9.9 umbrella=31.2 handbag=10.2 tie=25.4 suitcase=21.8 frisbee=54.5 skis=14.0 snowboard=22.5 sports ball=34.4 kite=33.5 baseball bat=19.0 baseball glove=26.2 skateboard=37.8 surfboard=25.5 tennis racket=37.0 bottle=32.5 wine glass=29.7 cup=36.9 fork=22.4 knife=11.1 spoon=8.9 bowl=35.5 banana=17.2 apple=13.6 sandwich=24.7 orange=24.7 broccoli=16.8 carrot=13.9 hot dog=23.7 pizza=42.7 donut=36.1 cake=27.1 chair=21.0 couch=27.3 potted plant=20.8 bed=29.8 dining table=22.2 toilet=45.9 tv=48.6 laptop=45.1 mouse=51.5 remote=20.9 keyboard=41.5 cell phone=25.2 microwave=45.4 oven=24.0 toaster=27.5 sink=28.7 refrigerator=41.8 book=11.8 clock=45.0 vase=31.6 scissors=18.0 teddy bear=33.7 hair drier=3.0 toothbrush=13.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =31.7 [Epoch 15] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0015_31.7000.params [Epoch 16][Batch 99], Speed: 7.201 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.111,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 199], Speed: 8.615 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 299], Speed: 8.701 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 399], Speed: 8.668 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 499], Speed: 8.616 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 599], Speed: 8.688 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 699], Speed: 8.710 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 799], Speed: 8.688 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 899], Speed: 8.675 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.873 [Epoch 16][Batch 999], Speed: 8.707 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1099], Speed: 8.792 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1199], Speed: 8.711 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1299], Speed: 8.677 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1399], Speed: 8.698 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1499], Speed: 8.654 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1599], Speed: 8.654 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1699], Speed: 8.682 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1799], Speed: 8.773 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1899], Speed: 8.748 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 1999], Speed: 8.768 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2099], Speed: 8.808 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2199], Speed: 8.795 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2299], Speed: 8.649 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2399], Speed: 8.693 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2499], Speed: 8.707 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2599], Speed: 8.772 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2699], Speed: 8.715 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2799], Speed: 8.675 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2899], Speed: 8.751 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 2999], Speed: 8.733 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.872 [Epoch 16][Batch 3099], Speed: 8.725 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3199], Speed: 8.677 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3299], Speed: 8.744 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3399], Speed: 8.782 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3499], Speed: 8.699 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3599], Speed: 8.805 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3699], Speed: 8.756 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3799], Speed: 8.721 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3899], Speed: 8.739 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 3999], Speed: 8.791 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4099], Speed: 8.649 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4199], Speed: 8.761 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4299], Speed: 8.714 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4399], Speed: 8.710 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4499], Speed: 8.676 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4599], Speed: 8.740 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4699], Speed: 8.751 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4799], Speed: 8.742 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4899], Speed: 8.650 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 4999], Speed: 8.799 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 5099], Speed: 8.645 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 5199], Speed: 8.862 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.871 [Epoch 16][Batch 5299], Speed: 8.679 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5399], Speed: 8.777 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5499], Speed: 8.618 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5599], Speed: 8.807 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5699], Speed: 8.711 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5799], Speed: 8.726 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5899], Speed: 8.610 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 5999], Speed: 8.695 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6099], Speed: 8.787 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6199], Speed: 8.711 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6299], Speed: 8.831 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6399], Speed: 8.663 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6499], Speed: 8.774 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6599], Speed: 8.708 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6699], Speed: 8.741 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6799], Speed: 8.736 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6899], Speed: 8.737 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 6999], Speed: 8.767 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7099], Speed: 8.741 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7199], Speed: 8.847 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7299], Speed: 8.675 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7399], Speed: 8.681 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7499], Speed: 8.810 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 16][Batch 7599], Speed: 8.378 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 16][Batch 7699], Speed: 8.738 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 16][Batch 7799], Speed: 8.750 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 16][Batch 7899], Speed: 8.752 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 16][Batch 7999], Speed: 8.756 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 16][Batch 8099], Speed: 8.753 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8199], Speed: 8.654 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8299], Speed: 8.731 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8399], Speed: 8.733 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8499], Speed: 8.769 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8599], Speed: 8.746 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8699], Speed: 8.704 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8799], Speed: 8.667 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8899], Speed: 8.865 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 8999], Speed: 8.679 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9099], Speed: 8.778 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9199], Speed: 8.739 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9299], Speed: 8.840 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9399], Speed: 8.656 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9499], Speed: 8.746 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9599], Speed: 8.691 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9699], Speed: 8.693 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9799], Speed: 8.698 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9899], Speed: 8.797 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 9999], Speed: 8.729 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.869 [Epoch 16][Batch 10099], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10199], Speed: 8.720 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10299], Speed: 8.764 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10399], Speed: 8.796 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10499], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10599], Speed: 8.815 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10699], Speed: 8.686 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10799], Speed: 8.707 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10899], Speed: 8.795 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 10999], Speed: 8.767 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11099], Speed: 8.684 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11199], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11299], Speed: 8.749 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11399], Speed: 8.764 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11499], Speed: 8.698 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11599], Speed: 8.758 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11699], Speed: 8.614 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11799], Speed: 8.737 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11899], Speed: 8.757 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 11999], Speed: 8.662 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12099], Speed: 8.593 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12199], Speed: 8.686 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12299], Speed: 8.710 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12399], Speed: 8.691 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12499], Speed: 8.672 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12599], Speed: 8.808 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.868 [Epoch 16][Batch 12699], Speed: 8.709 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 12799], Speed: 8.806 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 12899], Speed: 8.690 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 12999], Speed: 8.626 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13099], Speed: 8.747 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13199], Speed: 8.718 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13299], Speed: 8.727 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13399], Speed: 8.681 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13499], Speed: 8.696 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13599], Speed: 8.706 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13699], Speed: 8.781 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13799], Speed: 8.734 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13899], Speed: 8.716 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 13999], Speed: 8.707 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14099], Speed: 8.725 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14199], Speed: 8.762 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14299], Speed: 8.725 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14399], Speed: 8.651 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14499], Speed: 8.701 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16][Batch 14599], Speed: 8.722 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 16] Training cost: 13464.249, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.109 [Epoch 16] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.191 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.406 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 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.605 person=48.8 bicycle=24.4 car=35.7 motorcycle=34.9 airplane=48.4 bus=53.0 train=47.2 truck=27.2 boat=17.4 traffic light=23.5 fire hydrant=59.0 stop sign=61.3 parking meter=35.0 bench=18.2 bird=24.2 cat=44.8 dog=42.5 horse=44.0 sheep=35.5 cow=46.0 elephant=50.4 bear=49.8 zebra=54.1 giraffe=58.1 backpack=11.5 umbrella=31.3 handbag=11.2 tie=28.0 suitcase=26.7 frisbee=56.8 skis=15.3 snowboard=20.8 sports ball=37.4 kite=29.7 baseball bat=19.0 baseball glove=26.3 skateboard=40.1 surfboard=25.1 tennis racket=37.5 bottle=32.3 wine glass=29.2 cup=35.2 fork=21.8 knife=10.0 spoon=8.0 bowl=33.0 banana=18.0 apple=13.1 sandwich=27.1 orange=24.2 broccoli=16.0 carrot=14.5 hot dog=21.9 pizza=38.1 donut=38.6 cake=26.9 chair=20.2 couch=31.4 potted plant=21.5 bed=30.0 dining table=23.1 toilet=46.2 tv=46.0 laptop=47.0 mouse=53.8 remote=22.9 keyboard=40.0 cell phone=25.8 microwave=43.1 oven=24.4 toaster=31.3 sink=28.0 refrigerator=39.9 book=11.2 clock=45.0 vase=28.5 scissors=13.8 teddy bear=33.5 hair drier=2.2 toothbrush=15.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =31.6 [Epoch 16] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0016_31.6000.params [Epoch 17] Set learning rate to 0.001 [Epoch 17][Batch 99], Speed: 7.315 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 17][Batch 199], Speed: 8.626 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 17][Batch 299], Speed: 8.606 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 17][Batch 399], Speed: 8.700 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.867 [Epoch 17][Batch 499], Speed: 8.720 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.102,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 599], Speed: 8.662 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.101,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 699], Speed: 8.631 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.101,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 799], Speed: 8.680 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 899], Speed: 8.719 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 999], Speed: 8.788 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1099], Speed: 8.673 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1199], Speed: 8.804 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1299], Speed: 8.749 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1399], Speed: 8.661 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1499], Speed: 8.701 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1599], Speed: 8.678 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1699], Speed: 8.677 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1799], Speed: 8.735 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.866 [Epoch 17][Batch 1899], Speed: 8.737 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 1999], Speed: 8.601 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2099], Speed: 8.688 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2199], Speed: 8.653 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2299], Speed: 8.697 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2399], Speed: 8.765 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2499], Speed: 8.704 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2599], Speed: 8.667 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2699], Speed: 8.759 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2799], Speed: 8.662 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2899], Speed: 8.695 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 2999], Speed: 8.749 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.099,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.865 [Epoch 17][Batch 3099], Speed: 8.623 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3199], Speed: 8.780 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3299], Speed: 8.691 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3399], Speed: 8.660 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3499], Speed: 8.722 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3599], Speed: 8.615 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3699], Speed: 8.755 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3799], Speed: 8.403 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3899], Speed: 8.726 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 3999], Speed: 8.709 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 4099], Speed: 8.682 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 4199], Speed: 8.818 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.864 [Epoch 17][Batch 4299], Speed: 8.662 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4399], Speed: 8.678 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4499], Speed: 8.584 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.172,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4599], Speed: 8.758 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4699], Speed: 8.657 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4799], Speed: 8.716 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4899], Speed: 8.736 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 4999], Speed: 8.716 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 5099], Speed: 8.688 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 5199], Speed: 8.648 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 5299], Speed: 8.631 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 5399], Speed: 8.624 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.098,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.863 [Epoch 17][Batch 5499], Speed: 8.715 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 5599], Speed: 8.649 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 5699], Speed: 8.663 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 5799], Speed: 8.604 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 5899], Speed: 8.721 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 5999], Speed: 8.668 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6099], Speed: 8.655 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6199], Speed: 8.633 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6299], Speed: 8.740 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6399], Speed: 8.609 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6499], Speed: 8.656 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.862 [Epoch 17][Batch 6599], Speed: 8.626 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 6699], Speed: 8.609 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 6799], Speed: 8.626 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 6899], Speed: 8.664 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 6999], Speed: 8.701 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7099], Speed: 8.765 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7199], Speed: 8.733 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7299], Speed: 8.601 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7399], Speed: 8.669 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7499], Speed: 8.672 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7599], Speed: 8.711 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7699], Speed: 8.693 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.861 [Epoch 17][Batch 7799], Speed: 8.654 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 7899], Speed: 8.688 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 7999], Speed: 8.689 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8099], Speed: 8.684 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8199], Speed: 8.629 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8299], Speed: 8.599 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.097,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8399], Speed: 8.576 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8499], Speed: 8.657 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8599], Speed: 8.588 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8699], Speed: 8.631 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8799], Speed: 8.640 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8899], Speed: 8.645 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.860 [Epoch 17][Batch 8999], Speed: 8.728 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9099], Speed: 8.645 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9199], Speed: 8.650 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9299], Speed: 8.688 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9399], Speed: 8.690 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9499], Speed: 8.695 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9599], Speed: 8.645 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9699], Speed: 8.614 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9799], Speed: 8.686 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9899], Speed: 8.666 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 9999], Speed: 8.643 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 10099], Speed: 8.645 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.859 [Epoch 17][Batch 10199], Speed: 8.701 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10299], Speed: 8.637 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10399], Speed: 8.759 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10499], Speed: 8.713 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10599], Speed: 8.740 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10699], Speed: 8.716 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10799], Speed: 8.755 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10899], Speed: 8.729 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 10999], Speed: 8.705 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 11099], Speed: 8.708 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 11199], Speed: 8.732 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.858 [Epoch 17][Batch 11299], Speed: 8.688 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11399], Speed: 8.752 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11499], Speed: 8.751 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11599], Speed: 8.692 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11699], Speed: 8.766 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11799], Speed: 8.781 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11899], Speed: 8.728 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 11999], Speed: 8.721 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 12099], Speed: 8.688 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 12199], Speed: 8.718 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 12299], Speed: 8.818 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 12399], Speed: 8.749 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.857 [Epoch 17][Batch 12499], Speed: 8.681 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 12599], Speed: 8.730 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.096,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 12699], Speed: 8.762 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 12799], Speed: 8.721 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 12899], Speed: 8.724 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 12999], Speed: 8.674 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 13099], Speed: 8.643 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 13199], Speed: 8.791 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 13299], Speed: 8.673 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.924,RCNNL1Loss=0.856 [Epoch 17][Batch 13399], Speed: 8.676 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.856 [Epoch 17][Batch 13499], Speed: 8.714 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.856 [Epoch 17][Batch 13599], Speed: 8.707 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.856 [Epoch 17][Batch 13699], Speed: 8.738 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 13799], Speed: 8.741 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 13899], Speed: 8.637 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 13999], Speed: 8.734 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14099], Speed: 8.761 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14199], Speed: 8.575 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14299], Speed: 8.682 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14399], Speed: 8.709 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14499], Speed: 8.674 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17][Batch 14599], Speed: 8.647 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 17] Training cost: 13516.268, RPN_Conf=0.021,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.095 [Epoch 17] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.379 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.595 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.411 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.419 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.505 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 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.669 person=52.1 bicycle=28.6 car=42.4 motorcycle=39.8 airplane=59.8 bus=60.0 train=58.0 truck=33.7 boat=23.9 traffic light=26.5 fire hydrant=64.7 stop sign=61.7 parking meter=44.4 bench=22.4 bird=32.8 cat=56.6 dog=55.7 horse=54.2 sheep=46.5 cow=51.6 elephant=56.6 bear=61.1 zebra=62.4 giraffe=61.4 backpack=14.6 umbrella=35.8 handbag=13.5 tie=31.5 suitcase=34.6 frisbee=62.2 skis=19.6 snowboard=26.8 sports ball=40.3 kite=37.1 baseball bat=26.4 baseball glove=32.0 skateboard=47.6 surfboard=34.8 tennis racket=45.5 bottle=36.9 wine glass=33.7 cup=40.0 fork=31.0 knife=14.8 spoon=12.9 bowl=39.8 banana=21.3 apple=18.3 sandwich=31.6 orange=29.6 broccoli=20.5 carrot=19.4 hot dog=29.3 pizza=47.5 donut=42.4 cake=35.2 chair=23.9 couch=36.5 potted plant=25.5 bed=35.5 dining table=25.2 toilet=55.9 tv=53.5 laptop=54.5 mouse=59.2 remote=28.9 keyboard=46.4 cell phone=32.7 microwave=53.7 oven=27.9 toaster=38.2 sink=33.6 refrigerator=49.5 book=14.9 clock=48.7 vase=34.7 scissors=20.5 teddy bear=44.1 hair drier=2.9 toothbrush=18.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =37.9 [Epoch 17] mAP 37.9 higher than current best [32.2] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 17] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0017_37.9000.params [Epoch 18][Batch 99], Speed: 7.320 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.095,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.855 [Epoch 18][Batch 199], Speed: 8.525 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.094,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 299], Speed: 8.521 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.093,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 399], Speed: 8.584 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.093,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 499], Speed: 8.533 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 599], Speed: 8.617 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 699], Speed: 8.580 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 799], Speed: 8.582 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 899], Speed: 8.556 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 999], Speed: 8.602 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 1099], Speed: 8.658 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 1199], Speed: 8.599 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 1299], Speed: 8.612 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.854 [Epoch 18][Batch 1399], Speed: 8.619 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1499], Speed: 8.540 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1599], Speed: 8.547 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1699], Speed: 8.561 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1799], Speed: 8.628 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1899], Speed: 8.648 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 1999], Speed: 8.659 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 2099], Speed: 8.645 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 2199], Speed: 8.533 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 2299], Speed: 8.560 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 2399], Speed: 8.622 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.853 [Epoch 18][Batch 2499], Speed: 8.568 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 2599], Speed: 8.596 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 2699], Speed: 8.483 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 2799], Speed: 8.647 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 2899], Speed: 8.527 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 2999], Speed: 8.592 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3099], Speed: 8.635 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3199], Speed: 8.491 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3299], Speed: 8.599 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3399], Speed: 8.623 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3499], Speed: 8.600 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.852 [Epoch 18][Batch 3599], Speed: 8.653 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 3699], Speed: 8.606 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 3799], Speed: 8.617 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 3899], Speed: 8.752 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 3999], Speed: 8.663 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4099], Speed: 8.675 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4199], Speed: 8.548 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4299], Speed: 8.566 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4399], Speed: 8.643 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4499], Speed: 8.586 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4599], Speed: 8.575 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4699], Speed: 8.585 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.925,RCNNL1Loss=0.851 [Epoch 18][Batch 4799], Speed: 8.647 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 4899], Speed: 8.663 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 4999], Speed: 8.691 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5099], Speed: 8.551 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5199], Speed: 8.569 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5299], Speed: 8.683 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5399], Speed: 8.583 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5499], Speed: 8.662 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5599], Speed: 8.538 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5699], Speed: 8.596 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5799], Speed: 8.540 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5899], Speed: 8.552 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.850 [Epoch 18][Batch 5999], Speed: 8.607 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6099], Speed: 8.560 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6199], Speed: 8.579 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6299], Speed: 8.555 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6399], Speed: 8.663 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6499], Speed: 8.545 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6599], Speed: 8.639 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6699], Speed: 8.571 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6799], Speed: 8.551 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6899], Speed: 8.613 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 6999], Speed: 8.576 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.849 [Epoch 18][Batch 7099], Speed: 8.571 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7199], Speed: 8.628 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7299], Speed: 8.604 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7399], Speed: 8.593 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7499], Speed: 8.562 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7599], Speed: 8.625 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7699], Speed: 8.625 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7799], Speed: 8.631 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7899], Speed: 8.572 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 7999], Speed: 8.476 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 8099], Speed: 8.616 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 8199], Speed: 8.643 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.848 [Epoch 18][Batch 8299], Speed: 8.600 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8399], Speed: 8.636 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8499], Speed: 8.588 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8599], Speed: 8.612 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8699], Speed: 8.601 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8799], Speed: 8.540 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8899], Speed: 8.618 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 8999], Speed: 8.607 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 9099], Speed: 8.558 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 9199], Speed: 8.652 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 9299], Speed: 8.674 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 9399], Speed: 8.535 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.847 [Epoch 18][Batch 9499], Speed: 8.664 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 9599], Speed: 8.537 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 9699], Speed: 8.626 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 9799], Speed: 8.629 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 9899], Speed: 8.581 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 9999], Speed: 8.606 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10099], Speed: 8.510 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10199], Speed: 8.626 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10299], Speed: 8.567 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10399], Speed: 8.659 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10499], Speed: 8.595 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10599], Speed: 8.615 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.846 [Epoch 18][Batch 10699], Speed: 8.530 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 10799], Speed: 8.536 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.091,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 10899], Speed: 8.579 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.091,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 10999], Speed: 8.519 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.091,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11099], Speed: 8.570 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.091,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11199], Speed: 8.604 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11299], Speed: 8.595 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11399], Speed: 8.670 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11499], Speed: 8.631 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11599], Speed: 8.661 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11699], Speed: 8.440 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11799], Speed: 8.499 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.845 [Epoch 18][Batch 11899], Speed: 8.571 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 11999], Speed: 8.511 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12099], Speed: 8.544 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12199], Speed: 8.546 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12299], Speed: 8.653 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12399], Speed: 8.552 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12499], Speed: 8.640 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12599], Speed: 8.601 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12699], Speed: 8.523 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12799], Speed: 8.589 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12899], Speed: 8.591 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 12999], Speed: 8.653 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 13099], Speed: 8.658 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.844 [Epoch 18][Batch 13199], Speed: 8.663 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13299], Speed: 8.627 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13399], Speed: 8.527 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13499], Speed: 8.591 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13599], Speed: 8.594 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13699], Speed: 8.524 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.925,RCNNL1Loss=0.843 [Epoch 18][Batch 13799], Speed: 8.638 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 13899], Speed: 8.605 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 13999], Speed: 8.652 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 14099], Speed: 8.632 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 14199], Speed: 8.652 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 14299], Speed: 8.570 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.843 [Epoch 18][Batch 14399], Speed: 8.585 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 18][Batch 14499], Speed: 8.576 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 18][Batch 14599], Speed: 8.150 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 18] Training cost: 13666.729, RPN_Conf=0.019,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.092 [Epoch 18] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.381 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.600 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.491 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.505 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 ] = 0.351 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.672 person=52.3 bicycle=28.6 car=42.5 motorcycle=40.3 airplane=58.8 bus=59.8 train=57.5 truck=33.4 boat=24.9 traffic light=26.4 fire hydrant=64.2 stop sign=61.7 parking meter=45.1 bench=23.0 bird=32.5 cat=56.6 dog=56.2 horse=53.7 sheep=46.3 cow=52.1 elephant=57.1 bear=61.4 zebra=62.9 giraffe=62.6 backpack=14.5 umbrella=36.4 handbag=13.9 tie=31.6 suitcase=35.4 frisbee=63.0 skis=20.8 snowboard=28.5 sports ball=41.3 kite=37.2 baseball bat=26.9 baseball glove=32.5 skateboard=47.3 surfboard=34.7 tennis racket=46.2 bottle=36.6 wine glass=34.8 cup=40.1 fork=31.4 knife=15.6 spoon=14.2 bowl=40.4 banana=21.2 apple=18.9 sandwich=31.4 orange=29.9 broccoli=19.5 carrot=19.2 hot dog=30.2 pizza=49.4 donut=42.3 cake=33.5 chair=24.4 couch=36.5 potted plant=25.6 bed=37.0 dining table=25.1 toilet=55.1 tv=54.8 laptop=55.3 mouse=59.9 remote=29.2 keyboard=46.2 cell phone=31.9 microwave=52.9 oven=28.8 toaster=35.7 sink=33.2 refrigerator=52.4 book=15.4 clock=49.3 vase=35.7 scissors=19.1 teddy bear=43.4 hair drier=3.8 toothbrush=20.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.1 [Epoch 18] mAP 38.1 higher than current best [37.9] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 18] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0018_38.1000.params [Epoch 19][Batch 99], Speed: 6.830 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.091,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 199], Speed: 8.472 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 299], Speed: 8.455 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.088,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 399], Speed: 8.525 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 499], Speed: 8.543 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 599], Speed: 8.430 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 699], Speed: 8.398 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 799], Speed: 8.413 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 899], Speed: 8.509 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.842 [Epoch 19][Batch 999], Speed: 8.486 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1099], Speed: 8.411 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1199], Speed: 8.513 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1299], Speed: 8.443 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1399], Speed: 8.446 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1499], Speed: 8.453 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1599], Speed: 8.528 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1699], Speed: 8.449 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1799], Speed: 8.496 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1899], Speed: 8.496 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.285,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 1999], Speed: 8.463 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.841 [Epoch 19][Batch 2099], Speed: 8.563 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2199], Speed: 8.582 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2299], Speed: 8.506 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2399], Speed: 8.511 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2499], Speed: 8.629 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2599], Speed: 8.611 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2699], Speed: 8.564 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2799], Speed: 8.521 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2899], Speed: 8.582 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 2999], Speed: 8.578 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 3099], Speed: 8.574 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 3199], Speed: 8.663 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.840 [Epoch 19][Batch 3299], Speed: 8.593 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3399], Speed: 8.561 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3499], Speed: 8.539 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3599], Speed: 8.531 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3699], Speed: 8.611 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3799], Speed: 8.579 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3899], Speed: 8.550 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 3999], Speed: 8.594 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 4099], Speed: 8.560 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 4199], Speed: 8.562 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 4299], Speed: 8.647 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 4399], Speed: 8.570 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.839 [Epoch 19][Batch 4499], Speed: 8.562 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 4599], Speed: 8.486 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 4699], Speed: 8.502 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 4799], Speed: 8.566 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 4899], Speed: 8.485 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 4999], Speed: 8.552 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5099], Speed: 8.580 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5199], Speed: 8.514 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5299], Speed: 8.574 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5399], Speed: 8.568 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5499], Speed: 8.545 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5599], Speed: 8.528 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.838 [Epoch 19][Batch 5699], Speed: 8.567 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 5799], Speed: 8.602 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 5899], Speed: 8.545 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 5999], Speed: 8.566 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6099], Speed: 8.590 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6199], Speed: 8.520 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6299], Speed: 8.561 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6399], Speed: 8.641 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6499], Speed: 8.537 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6599], Speed: 8.533 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6699], Speed: 8.607 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6799], Speed: 8.578 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6899], Speed: 8.498 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.837 [Epoch 19][Batch 6999], Speed: 8.584 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7099], Speed: 8.591 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7199], Speed: 8.525 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7299], Speed: 8.579 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7399], Speed: 8.512 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7499], Speed: 8.492 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7599], Speed: 8.639 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7699], Speed: 8.566 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7799], Speed: 8.611 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7899], Speed: 8.594 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 7999], Speed: 8.519 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 8099], Speed: 8.529 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.836 [Epoch 19][Batch 8199], Speed: 8.519 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8299], Speed: 8.622 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8399], Speed: 8.580 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8499], Speed: 8.592 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8599], Speed: 8.627 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8699], Speed: 8.589 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8799], Speed: 8.563 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8899], Speed: 8.557 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 8999], Speed: 8.635 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 9099], Speed: 8.568 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 9199], Speed: 8.556 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 9299], Speed: 8.610 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 9399], Speed: 8.606 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.835 [Epoch 19][Batch 9499], Speed: 8.572 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 9599], Speed: 8.534 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 9699], Speed: 8.550 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 9799], Speed: 8.614 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 9899], Speed: 8.560 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 9999], Speed: 8.556 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10099], Speed: 8.571 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10199], Speed: 8.552 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10299], Speed: 8.628 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10399], Speed: 8.708 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10499], Speed: 8.618 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10599], Speed: 8.566 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10699], Speed: 8.610 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.834 [Epoch 19][Batch 10799], Speed: 8.531 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 10899], Speed: 8.513 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 10999], Speed: 8.641 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11099], Speed: 8.502 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11199], Speed: 8.539 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11299], Speed: 8.686 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11399], Speed: 8.577 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11499], Speed: 8.486 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11599], Speed: 8.593 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11699], Speed: 8.590 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11799], Speed: 8.646 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11899], Speed: 8.602 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.833 [Epoch 19][Batch 11999], Speed: 8.537 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12099], Speed: 8.569 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12199], Speed: 8.564 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12299], Speed: 8.570 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12399], Speed: 8.614 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12499], Speed: 8.551 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12599], Speed: 8.644 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12699], Speed: 8.574 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12799], Speed: 8.544 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12899], Speed: 8.520 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 12999], Speed: 8.521 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 13099], Speed: 8.550 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 13199], Speed: 8.620 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.832 [Epoch 19][Batch 13299], Speed: 8.571 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13399], Speed: 8.503 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13499], Speed: 8.518 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13599], Speed: 8.590 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13699], Speed: 8.533 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13799], Speed: 8.536 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13899], Speed: 8.518 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 13999], Speed: 8.571 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14099], Speed: 8.521 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14199], Speed: 8.527 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14299], Speed: 8.575 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14399], Speed: 8.514 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14499], Speed: 8.607 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19][Batch 14599], Speed: 8.555 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.926,RCNNL1Loss=0.831 [Epoch 19] Training cost: 13732.649, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.090 [Epoch 19] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.599 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.415 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.231 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.505 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 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.672 person=52.2 bicycle=29.2 car=42.5 motorcycle=40.3 airplane=59.0 bus=60.1 train=58.5 truck=34.6 boat=25.5 traffic light=26.5 fire hydrant=64.0 stop sign=63.2 parking meter=43.7 bench=22.8 bird=33.0 cat=58.0 dog=57.0 horse=54.2 sheep=47.5 cow=51.6 elephant=56.2 bear=63.0 zebra=62.6 giraffe=62.9 backpack=14.8 umbrella=36.2 handbag=14.1 tie=32.4 suitcase=34.9 frisbee=62.5 skis=20.3 snowboard=29.9 sports ball=41.0 kite=38.5 baseball bat=25.8 baseball glove=32.1 skateboard=47.0 surfboard=34.3 tennis racket=46.6 bottle=36.7 wine glass=34.9 cup=39.6 fork=30.2 knife=16.2 spoon=13.9 bowl=39.9 banana=21.5 apple=19.5 sandwich=30.7 orange=30.0 broccoli=19.9 carrot=19.4 hot dog=30.4 pizza=48.9 donut=42.5 cake=34.7 chair=24.5 couch=36.8 potted plant=25.4 bed=37.5 dining table=25.5 toilet=54.8 tv=54.5 laptop=55.4 mouse=59.6 remote=29.4 keyboard=46.9 cell phone=32.7 microwave=52.4 oven=29.5 toaster=33.8 sink=34.0 refrigerator=51.1 book=15.1 clock=47.4 vase=36.1 scissors=19.4 teddy bear=44.7 hair drier=2.8 toothbrush=20.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.2 [Epoch 19] mAP 38.2 higher than current best [38.1] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 19] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0019_38.2000.params [Epoch 20][Batch 99], Speed: 7.581 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 199], Speed: 8.470 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 299], Speed: 8.562 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.089,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 399], Speed: 8.501 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 499], Speed: 8.556 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 599], Speed: 8.467 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 699], Speed: 8.423 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 799], Speed: 8.451 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 899], Speed: 8.577 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 999], Speed: 8.597 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 1099], Speed: 8.637 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.830 [Epoch 20][Batch 1199], Speed: 8.548 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1299], Speed: 8.582 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1399], Speed: 8.677 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1499], Speed: 8.603 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1599], Speed: 8.538 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1699], Speed: 8.618 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1799], Speed: 8.642 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1899], Speed: 8.573 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 1999], Speed: 8.608 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 2099], Speed: 8.513 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 2199], Speed: 8.677 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 2299], Speed: 8.627 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 2399], Speed: 8.685 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.829 [Epoch 20][Batch 2499], Speed: 8.605 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 2599], Speed: 8.506 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 2699], Speed: 8.567 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 2799], Speed: 8.541 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 2899], Speed: 8.575 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 2999], Speed: 8.612 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3099], Speed: 8.586 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3199], Speed: 8.593 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3299], Speed: 8.609 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3399], Speed: 8.565 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3499], Speed: 8.630 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3599], Speed: 8.530 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.828 [Epoch 20][Batch 3699], Speed: 8.643 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 3799], Speed: 8.537 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 3899], Speed: 8.549 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 3999], Speed: 8.595 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4099], Speed: 8.661 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4199], Speed: 8.612 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4299], Speed: 8.609 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4399], Speed: 8.631 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4499], Speed: 8.598 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4599], Speed: 8.553 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4699], Speed: 8.518 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4799], Speed: 8.639 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4899], Speed: 8.623 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.827 [Epoch 20][Batch 4999], Speed: 8.637 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5099], Speed: 8.602 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5199], Speed: 8.629 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5299], Speed: 8.574 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5399], Speed: 8.583 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5499], Speed: 8.597 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5599], Speed: 8.584 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5699], Speed: 8.650 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5799], Speed: 8.510 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5899], Speed: 8.630 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 5999], Speed: 8.630 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 6099], Speed: 8.573 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 6199], Speed: 8.587 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.826 [Epoch 20][Batch 6299], Speed: 8.634 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6399], Speed: 8.530 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6499], Speed: 8.549 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6599], Speed: 8.515 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6699], Speed: 8.565 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6799], Speed: 8.706 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6899], Speed: 8.562 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 6999], Speed: 8.568 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7099], Speed: 8.604 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7199], Speed: 8.549 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7299], Speed: 8.500 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7399], Speed: 8.611 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7499], Speed: 8.588 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.825 [Epoch 20][Batch 7599], Speed: 8.548 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 7699], Speed: 8.537 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 7799], Speed: 8.544 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 7899], Speed: 8.614 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.147,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 7999], Speed: 8.612 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8099], Speed: 8.594 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8199], Speed: 8.548 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8299], Speed: 8.668 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8399], Speed: 8.566 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8499], Speed: 8.514 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8599], Speed: 8.495 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8699], Speed: 8.469 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8799], Speed: 8.473 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.824 [Epoch 20][Batch 8899], Speed: 8.484 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 8999], Speed: 8.482 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9099], Speed: 8.564 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9199], Speed: 8.465 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9299], Speed: 8.614 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9399], Speed: 8.604 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9499], Speed: 8.561 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9599], Speed: 8.573 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9699], Speed: 8.504 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9799], Speed: 8.514 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9899], Speed: 8.558 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 9999], Speed: 8.527 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 10099], Speed: 8.493 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.823 [Epoch 20][Batch 10199], Speed: 8.594 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10299], Speed: 8.515 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10399], Speed: 8.591 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10499], Speed: 8.516 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10599], Speed: 8.466 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10699], Speed: 8.536 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10799], Speed: 8.514 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10899], Speed: 8.484 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 10999], Speed: 8.506 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 11099], Speed: 8.487 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 11199], Speed: 8.515 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 11299], Speed: 8.542 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 11399], Speed: 8.492 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.822 [Epoch 20][Batch 11499], Speed: 8.661 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 11599], Speed: 8.591 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 11699], Speed: 8.482 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 11799], Speed: 8.563 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 11899], Speed: 8.659 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 11999], Speed: 8.547 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12099], Speed: 8.567 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12199], Speed: 8.538 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12299], Speed: 8.687 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12399], Speed: 8.595 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12499], Speed: 8.550 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12599], Speed: 8.633 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12699], Speed: 8.577 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12799], Speed: 8.649 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.821 [Epoch 20][Batch 12899], Speed: 8.637 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 12999], Speed: 8.539 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13099], Speed: 8.554 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13199], Speed: 8.567 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13299], Speed: 8.521 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13399], Speed: 8.467 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13499], Speed: 8.579 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13599], Speed: 8.578 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13699], Speed: 8.541 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13799], Speed: 8.562 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13899], Speed: 8.630 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 13999], Speed: 8.651 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 14099], Speed: 8.528 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 14199], Speed: 8.553 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.820 [Epoch 20][Batch 14299], Speed: 8.553 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 20][Batch 14399], Speed: 8.462 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 20][Batch 14499], Speed: 8.489 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 20][Batch 14599], Speed: 8.660 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 20] Training cost: 13699.628, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.088 [Epoch 20] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.601 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.498 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 person=52.3 bicycle=28.3 car=42.1 motorcycle=40.0 airplane=59.5 bus=59.8 train=58.6 truck=33.5 boat=24.9 traffic light=25.6 fire hydrant=64.3 stop sign=62.6 parking meter=44.6 bench=22.9 bird=32.3 cat=58.5 dog=56.5 horse=54.8 sheep=46.1 cow=52.5 elephant=56.7 bear=61.7 zebra=63.1 giraffe=62.8 backpack=15.2 umbrella=35.4 handbag=14.0 tie=32.6 suitcase=35.9 frisbee=61.5 skis=21.8 snowboard=29.6 sports ball=41.9 kite=37.0 baseball bat=26.1 baseball glove=32.0 skateboard=47.8 surfboard=35.8 tennis racket=45.6 bottle=36.7 wine glass=35.2 cup=40.5 fork=32.3 knife=15.4 spoon=14.1 bowl=40.4 banana=20.2 apple=19.0 sandwich=32.2 orange=29.8 broccoli=20.3 carrot=19.7 hot dog=28.8 pizza=48.3 donut=44.0 cake=33.8 chair=24.9 couch=36.3 potted plant=25.7 bed=35.9 dining table=25.1 toilet=56.1 tv=52.8 laptop=55.5 mouse=58.8 remote=28.0 keyboard=48.6 cell phone=32.1 microwave=53.7 oven=27.9 toaster=34.5 sink=32.8 refrigerator=50.6 book=14.7 clock=48.0 vase=35.6 scissors=20.7 teddy bear=44.7 hair drier=6.1 toothbrush=19.6 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.2 [Epoch 20] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0020_38.2000.params [Epoch 21][Batch 99], Speed: 6.908 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.083,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 199], Speed: 8.679 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 299], Speed: 8.679 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 399], Speed: 8.631 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 499], Speed: 8.669 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 599], Speed: 8.389 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 699], Speed: 8.721 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 799], Speed: 8.689 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 899], Speed: 8.700 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.819 [Epoch 21][Batch 999], Speed: 8.730 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1099], Speed: 8.740 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1199], Speed: 8.652 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1299], Speed: 8.551 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1399], Speed: 8.618 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1499], Speed: 8.663 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1599], Speed: 8.663 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.927,RCNNL1Loss=0.818 [Epoch 21][Batch 1699], Speed: 8.733 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 1799], Speed: 8.754 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 1899], Speed: 8.757 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 1999], Speed: 8.652 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 2099], Speed: 8.654 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 2199], Speed: 8.725 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.818 [Epoch 21][Batch 2299], Speed: 8.698 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2399], Speed: 8.687 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2499], Speed: 8.774 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2599], Speed: 8.648 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2699], Speed: 8.754 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2799], Speed: 8.620 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2899], Speed: 8.703 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 2999], Speed: 8.754 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3099], Speed: 8.692 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3199], Speed: 8.705 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3299], Speed: 8.678 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3399], Speed: 8.685 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3499], Speed: 8.653 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.817 [Epoch 21][Batch 3599], Speed: 8.731 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 3699], Speed: 8.742 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 3799], Speed: 8.729 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 3899], Speed: 8.640 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 3999], Speed: 8.754 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4099], Speed: 8.662 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4199], Speed: 8.692 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4299], Speed: 8.669 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4399], Speed: 8.759 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4499], Speed: 8.655 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4599], Speed: 8.700 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4699], Speed: 8.663 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4799], Speed: 8.683 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.816 [Epoch 21][Batch 4899], Speed: 8.801 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 4999], Speed: 8.692 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5099], Speed: 8.694 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5199], Speed: 8.613 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5299], Speed: 8.709 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5399], Speed: 8.607 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5499], Speed: 8.788 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5599], Speed: 8.701 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5699], Speed: 8.744 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5799], Speed: 8.800 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5899], Speed: 8.636 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 5999], Speed: 8.687 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 6099], Speed: 8.587 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 6199], Speed: 8.659 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.815 [Epoch 21][Batch 6299], Speed: 8.736 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6399], Speed: 8.662 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6499], Speed: 8.786 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6599], Speed: 8.704 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6699], Speed: 8.776 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6799], Speed: 8.716 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6899], Speed: 8.758 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 6999], Speed: 8.630 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7099], Speed: 8.664 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7199], Speed: 8.705 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7299], Speed: 8.649 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7399], Speed: 8.742 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7499], Speed: 8.713 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7599], Speed: 8.807 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.814 [Epoch 21][Batch 7699], Speed: 8.750 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 7799], Speed: 8.666 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 7899], Speed: 8.710 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 7999], Speed: 8.687 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8099], Speed: 8.772 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8199], Speed: 8.824 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8299], Speed: 8.744 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8399], Speed: 8.695 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8499], Speed: 8.759 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8599], Speed: 8.800 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8699], Speed: 8.706 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8799], Speed: 8.772 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8899], Speed: 8.644 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 8999], Speed: 8.589 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.813 [Epoch 21][Batch 9099], Speed: 8.603 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9199], Speed: 8.706 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9299], Speed: 8.658 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9399], Speed: 8.604 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9499], Speed: 8.665 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9599], Speed: 8.710 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9699], Speed: 8.780 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9799], Speed: 8.638 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9899], Speed: 8.688 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 9999], Speed: 8.632 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 10099], Speed: 8.633 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 10199], Speed: 8.723 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 10299], Speed: 8.683 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 10399], Speed: 8.697 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.812 [Epoch 21][Batch 10499], Speed: 8.771 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 10599], Speed: 8.675 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 10699], Speed: 8.672 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 10799], Speed: 8.779 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 10899], Speed: 8.720 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 10999], Speed: 8.711 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11099], Speed: 8.614 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11199], Speed: 8.739 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11299], Speed: 8.678 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11399], Speed: 8.727 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11499], Speed: 8.700 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11599], Speed: 8.738 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11699], Speed: 8.695 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11799], Speed: 8.689 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.811 [Epoch 21][Batch 11899], Speed: 8.746 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 11999], Speed: 8.789 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12099], Speed: 8.748 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12199], Speed: 8.672 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12299], Speed: 8.692 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12399], Speed: 8.684 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12499], Speed: 8.677 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12599], Speed: 8.646 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12699], Speed: 8.686 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12799], Speed: 8.795 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12899], Speed: 8.678 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 12999], Speed: 8.790 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 13099], Speed: 8.776 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 13199], Speed: 8.715 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.810 [Epoch 21][Batch 13299], Speed: 8.678 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13399], Speed: 8.688 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13499], Speed: 8.738 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13599], Speed: 8.643 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13699], Speed: 8.703 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13799], Speed: 8.636 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13899], Speed: 8.652 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 13999], Speed: 8.715 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14099], Speed: 8.680 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14199], Speed: 8.731 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14299], Speed: 8.738 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14399], Speed: 8.712 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14499], Speed: 8.664 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21][Batch 14599], Speed: 8.776 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.809 [Epoch 21] Training cost: 13505.484, RPN_Conf=0.017,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.145,RCNN_SmoothL1=0.087 [Epoch 21] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.600 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.423 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 person=52.4 bicycle=28.9 car=41.7 motorcycle=38.9 airplane=60.2 bus=61.2 train=58.9 truck=33.8 boat=25.8 traffic light=25.8 fire hydrant=63.7 stop sign=63.7 parking meter=44.2 bench=22.5 bird=33.0 cat=59.3 dog=55.8 horse=55.2 sheep=46.2 cow=53.0 elephant=57.0 bear=63.3 zebra=63.4 giraffe=63.0 backpack=15.0 umbrella=35.6 handbag=14.1 tie=32.4 suitcase=35.3 frisbee=61.8 skis=21.4 snowboard=30.9 sports ball=40.2 kite=37.4 baseball bat=26.2 baseball glove=30.6 skateboard=48.8 surfboard=35.9 tennis racket=46.3 bottle=36.9 wine glass=35.0 cup=40.7 fork=31.0 knife=15.7 spoon=14.6 bowl=39.3 banana=20.6 apple=18.5 sandwich=31.4 orange=30.2 broccoli=21.0 carrot=18.9 hot dog=32.0 pizza=49.3 donut=41.0 cake=34.3 chair=24.4 couch=36.5 potted plant=25.7 bed=35.4 dining table=25.2 toilet=55.9 tv=54.5 laptop=55.4 mouse=60.1 remote=29.1 keyboard=47.4 cell phone=32.3 microwave=54.9 oven=28.6 toaster=40.0 sink=33.3 refrigerator=49.4 book=14.7 clock=48.4 vase=36.3 scissors=21.0 teddy bear=43.4 hair drier=7.2 toothbrush=20.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.4 [Epoch 21] mAP 38.4 higher than current best [38.2] saving to faster_rcnn_fpn_resnet50_v1b_coco_best.params [Epoch 21] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0021_38.4000.params [Epoch 22][Batch 99], Speed: 7.419 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 199], Speed: 8.563 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 299], Speed: 8.566 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 399], Speed: 8.591 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.144,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 499], Speed: 8.562 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.143,RCNN_SmoothL1=0.087,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 599], Speed: 8.469 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 699], Speed: 8.541 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 799], Speed: 8.567 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 899], Speed: 8.503 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 999], Speed: 8.541 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 1099], Speed: 8.492 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 1199], Speed: 8.453 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 1299], Speed: 8.647 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 1399], Speed: 8.588 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.808 [Epoch 22][Batch 1499], Speed: 8.547 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 1599], Speed: 8.647 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 1699], Speed: 8.510 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 1799], Speed: 8.621 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 1899], Speed: 8.531 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 1999], Speed: 8.545 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2099], Speed: 8.559 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2199], Speed: 8.519 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2299], Speed: 8.537 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2399], Speed: 8.582 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2499], Speed: 8.604 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2599], Speed: 8.599 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2699], Speed: 8.519 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2799], Speed: 8.519 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.807 [Epoch 22][Batch 2899], Speed: 8.579 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 2999], Speed: 8.666 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3099], Speed: 8.586 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3199], Speed: 8.630 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3299], Speed: 8.592 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3399], Speed: 8.595 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3499], Speed: 8.563 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3599], Speed: 8.524 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3699], Speed: 8.548 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3799], Speed: 8.553 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3899], Speed: 8.520 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 3999], Speed: 8.553 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.928,RCNNL1Loss=0.806 [Epoch 22][Batch 4099], Speed: 8.547 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.806 [Epoch 22][Batch 4199], Speed: 8.625 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.806 [Epoch 22][Batch 4299], Speed: 8.579 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4399], Speed: 8.676 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4499], Speed: 8.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4599], Speed: 8.528 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4699], Speed: 8.514 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4799], Speed: 8.579 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4899], Speed: 8.585 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 4999], Speed: 8.658 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5099], Speed: 8.576 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5199], Speed: 8.573 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5299], Speed: 8.538 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5399], Speed: 8.606 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5499], Speed: 8.566 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5599], Speed: 8.525 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.805 [Epoch 22][Batch 5699], Speed: 8.540 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 5799], Speed: 8.604 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 5899], Speed: 8.571 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 5999], Speed: 8.577 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6099], Speed: 8.503 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6199], Speed: 8.561 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6299], Speed: 8.690 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6399], Speed: 8.573 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6499], Speed: 8.585 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6599], Speed: 8.597 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6699], Speed: 8.605 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6799], Speed: 8.548 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6899], Speed: 8.550 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 6999], Speed: 8.634 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.804 [Epoch 22][Batch 7099], Speed: 8.577 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7199], Speed: 8.583 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.274,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7299], Speed: 8.639 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7399], Speed: 8.558 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7499], Speed: 8.535 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7599], Speed: 8.617 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7699], Speed: 8.684 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7799], Speed: 8.607 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7899], Speed: 8.547 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 7999], Speed: 8.548 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8099], Speed: 8.412 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8199], Speed: 8.604 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8299], Speed: 8.542 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8399], Speed: 8.602 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8499], Speed: 8.610 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.803 [Epoch 22][Batch 8599], Speed: 8.578 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 8699], Speed: 8.600 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 8799], Speed: 8.528 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 8899], Speed: 8.635 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 8999], Speed: 8.527 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9099], Speed: 8.634 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9199], Speed: 8.635 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9299], Speed: 8.504 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9399], Speed: 8.545 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9499], Speed: 8.612 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9599], Speed: 8.545 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9699], Speed: 8.573 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9799], Speed: 8.645 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9899], Speed: 8.619 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 9999], Speed: 8.560 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.802 [Epoch 22][Batch 10099], Speed: 8.575 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10199], Speed: 8.648 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10299], Speed: 8.727 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10399], Speed: 8.650 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10499], Speed: 8.598 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10599], Speed: 8.633 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10699], Speed: 8.554 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10799], Speed: 8.558 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10899], Speed: 8.611 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 10999], Speed: 8.604 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11099], Speed: 8.515 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11199], Speed: 8.561 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11299], Speed: 8.577 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11399], Speed: 8.599 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11499], Speed: 8.511 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.801 [Epoch 22][Batch 11599], Speed: 8.650 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 11699], Speed: 8.577 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 11799], Speed: 8.593 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 11899], Speed: 8.623 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 11999], Speed: 8.635 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12099], Speed: 8.597 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12199], Speed: 8.511 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12299], Speed: 8.647 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.273,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12399], Speed: 8.568 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12499], Speed: 8.584 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12599], Speed: 8.516 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12699], Speed: 8.524 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12799], Speed: 8.573 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12899], Speed: 8.572 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 12999], Speed: 8.658 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.800 [Epoch 22][Batch 13099], Speed: 8.637 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13199], Speed: 8.641 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13299], Speed: 8.665 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13399], Speed: 8.554 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13499], Speed: 8.501 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13599], Speed: 8.579 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13699], Speed: 8.599 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13799], Speed: 8.659 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13899], Speed: 8.539 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 13999], Speed: 8.547 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14099], Speed: 8.614 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14199], Speed: 8.601 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14299], Speed: 8.629 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14399], Speed: 8.468 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14499], Speed: 8.583 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.799 [Epoch 22][Batch 14599], Speed: 8.681 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 22] Training cost: 13684.029, RPN_Conf=0.016,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.086 [Epoch 22] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.600 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.315 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.336 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 ] = 0.664 person=52.6 bicycle=29.6 car=42.5 motorcycle=39.7 airplane=59.5 bus=61.4 train=58.0 truck=33.7 boat=25.4 traffic light=25.7 fire hydrant=63.9 stop sign=63.4 parking meter=44.4 bench=22.7 bird=33.0 cat=59.0 dog=55.6 horse=53.3 sheep=46.4 cow=53.2 elephant=56.0 bear=62.6 zebra=62.9 giraffe=63.6 backpack=15.6 umbrella=35.9 handbag=14.2 tie=32.1 suitcase=35.2 frisbee=63.1 skis=21.2 snowboard=29.1 sports ball=41.3 kite=38.0 baseball bat=25.2 baseball glove=31.5 skateboard=48.5 surfboard=35.4 tennis racket=46.0 bottle=37.0 wine glass=34.4 cup=39.4 fork=29.6 knife=16.5 spoon=14.3 bowl=39.3 banana=21.3 apple=18.7 sandwich=29.4 orange=29.6 broccoli=20.1 carrot=19.3 hot dog=29.8 pizza=49.3 donut=42.5 cake=34.5 chair=24.3 couch=36.5 potted plant=25.0 bed=36.3 dining table=25.7 toilet=57.1 tv=54.5 laptop=56.6 mouse=60.0 remote=27.6 keyboard=47.5 cell phone=31.9 microwave=53.8 oven=27.4 toaster=37.9 sink=32.7 refrigerator=50.7 book=15.1 clock=47.9 vase=35.8 scissors=23.1 teddy bear=42.2 hair drier=7.4 toothbrush=18.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.3 [Epoch 22] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0022_38.3000.params [Epoch 23] Set learning rate to 0.0001 [Epoch 23][Batch 99], Speed: 7.721 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 199], Speed: 8.591 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 299], Speed: 8.603 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 399], Speed: 8.649 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 499], Speed: 8.585 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 599], Speed: 8.540 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 699], Speed: 8.570 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 799], Speed: 8.509 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 899], Speed: 8.491 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 999], Speed: 8.552 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 1099], Speed: 8.573 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 1199], Speed: 8.583 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.798 [Epoch 23][Batch 1299], Speed: 8.668 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1399], Speed: 8.505 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1499], Speed: 8.576 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.137,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1599], Speed: 8.718 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1699], Speed: 8.625 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1799], Speed: 8.536 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1899], Speed: 8.434 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 1999], Speed: 8.600 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2099], Speed: 8.505 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2199], Speed: 8.539 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2299], Speed: 8.604 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2399], Speed: 8.636 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2499], Speed: 8.593 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2599], Speed: 8.556 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.797 [Epoch 23][Batch 2699], Speed: 8.624 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 2799], Speed: 8.551 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 2899], Speed: 8.644 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 2999], Speed: 8.606 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3099], Speed: 8.495 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3199], Speed: 8.524 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3299], Speed: 8.564 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3399], Speed: 8.533 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3499], Speed: 8.618 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3599], Speed: 8.588 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3699], Speed: 8.474 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3799], Speed: 8.533 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3899], Speed: 8.621 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 3999], Speed: 8.614 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.796 [Epoch 23][Batch 4099], Speed: 8.575 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4199], Speed: 8.580 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4299], Speed: 8.609 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4399], Speed: 8.591 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4499], Speed: 8.687 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4599], Speed: 8.549 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4699], Speed: 8.677 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4799], Speed: 8.651 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4899], Speed: 8.623 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 4999], Speed: 8.571 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 5099], Speed: 8.539 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 5199], Speed: 8.561 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 5299], Speed: 8.513 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 5399], Speed: 8.711 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.795 [Epoch 23][Batch 5499], Speed: 8.671 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 5599], Speed: 8.540 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 5699], Speed: 8.560 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 5799], Speed: 8.617 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 5899], Speed: 8.540 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 5999], Speed: 8.544 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6099], Speed: 8.511 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6199], Speed: 8.519 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6299], Speed: 8.629 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6399], Speed: 8.614 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6499], Speed: 8.584 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6599], Speed: 8.636 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6699], Speed: 8.603 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6799], Speed: 8.644 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.794 [Epoch 23][Batch 6899], Speed: 8.499 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.929,RCNNL1Loss=0.793 [Epoch 23][Batch 6999], Speed: 8.563 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7099], Speed: 8.606 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7199], Speed: 8.552 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7299], Speed: 8.536 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7399], Speed: 8.546 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7499], Speed: 8.533 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7599], Speed: 8.515 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7699], Speed: 8.498 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7799], Speed: 8.606 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7899], Speed: 8.556 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 7999], Speed: 8.524 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 8099], Speed: 8.580 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 8199], Speed: 8.488 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.793 [Epoch 23][Batch 8299], Speed: 8.514 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8399], Speed: 8.557 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8499], Speed: 8.628 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8599], Speed: 8.652 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8699], Speed: 8.613 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8799], Speed: 8.584 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8899], Speed: 8.542 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 8999], Speed: 8.512 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9099], Speed: 8.586 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9199], Speed: 8.585 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9299], Speed: 8.597 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9399], Speed: 8.517 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9499], Speed: 8.491 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9599], Speed: 8.603 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9699], Speed: 8.530 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.792 [Epoch 23][Batch 9799], Speed: 8.614 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 9899], Speed: 8.525 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 9999], Speed: 8.561 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10099], Speed: 8.559 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10199], Speed: 8.422 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10299], Speed: 8.611 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10399], Speed: 8.477 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10499], Speed: 8.601 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10599], Speed: 8.547 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10699], Speed: 8.544 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10799], Speed: 8.520 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10899], Speed: 8.590 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 10999], Speed: 8.526 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 11099], Speed: 8.528 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.791 [Epoch 23][Batch 11199], Speed: 8.518 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11299], Speed: 8.523 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11399], Speed: 8.639 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11499], Speed: 8.587 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11599], Speed: 8.627 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11699], Speed: 8.488 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11799], Speed: 8.514 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11899], Speed: 8.607 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 11999], Speed: 8.526 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12099], Speed: 8.605 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12199], Speed: 8.578 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12299], Speed: 8.549 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12399], Speed: 8.612 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12499], Speed: 8.621 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12599], Speed: 8.620 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.790 [Epoch 23][Batch 12699], Speed: 8.604 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 12799], Speed: 8.587 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 12899], Speed: 8.530 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 12999], Speed: 8.560 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13099], Speed: 8.462 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13199], Speed: 8.611 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.135,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13299], Speed: 8.622 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13399], Speed: 8.567 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13499], Speed: 8.606 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13599], Speed: 8.551 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13699], Speed: 8.581 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13799], Speed: 8.569 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13899], Speed: 8.611 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 13999], Speed: 8.595 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 14099], Speed: 8.585 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.789 [Epoch 23][Batch 14199], Speed: 8.592 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 23][Batch 14299], Speed: 8.489 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 23][Batch 14399], Speed: 8.575 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 23][Batch 14499], Speed: 8.591 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 23][Batch 14599], Speed: 8.557 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 23] Training cost: 13693.264, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.082 [Epoch 23] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.603 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 person=52.4 bicycle=28.9 car=42.1 motorcycle=40.3 airplane=59.7 bus=61.1 train=58.5 truck=33.9 boat=25.7 traffic light=26.3 fire hydrant=64.9 stop sign=64.1 parking meter=43.6 bench=22.4 bird=33.2 cat=59.1 dog=57.2 horse=55.2 sheep=46.9 cow=52.8 elephant=57.0 bear=62.2 zebra=63.4 giraffe=63.8 backpack=14.9 umbrella=35.6 handbag=14.3 tie=31.9 suitcase=35.5 frisbee=61.9 skis=21.9 snowboard=30.3 sports ball=41.1 kite=37.5 baseball bat=25.8 baseball glove=31.1 skateboard=48.4 surfboard=35.3 tennis racket=46.2 bottle=36.6 wine glass=35.2 cup=39.6 fork=30.9 knife=16.5 spoon=14.0 bowl=40.2 banana=20.8 apple=19.2 sandwich=31.4 orange=29.4 broccoli=20.3 carrot=19.6 hot dog=30.9 pizza=49.9 donut=42.2 cake=34.2 chair=23.8 couch=37.4 potted plant=25.0 bed=38.4 dining table=25.5 toilet=55.7 tv=54.1 laptop=55.6 mouse=59.1 remote=27.8 keyboard=48.6 cell phone=31.8 microwave=53.1 oven=27.9 toaster=38.4 sink=33.6 refrigerator=50.1 book=14.6 clock=48.1 vase=35.2 scissors=22.0 teddy bear=43.5 hair drier=7.2 toothbrush=18.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.4 [Epoch 23] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0023_38.4000.params [Epoch 24][Batch 99], Speed: 7.547 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.138,RCNN_SmoothL1=0.084,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 199], Speed: 8.741 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 299], Speed: 8.730 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 399], Speed: 8.610 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 499], Speed: 8.692 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 599], Speed: 8.622 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 699], Speed: 8.721 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 799], Speed: 8.743 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 899], Speed: 8.779 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.788 [Epoch 24][Batch 999], Speed: 8.749 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1099], Speed: 8.703 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1199], Speed: 8.720 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1299], Speed: 8.710 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1399], Speed: 8.736 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1499], Speed: 8.709 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1599], Speed: 8.743 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1699], Speed: 8.768 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1799], Speed: 8.722 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1899], Speed: 8.801 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 1999], Speed: 8.750 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 2099], Speed: 8.677 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 2199], Speed: 8.749 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 2299], Speed: 8.694 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.787 [Epoch 24][Batch 2399], Speed: 8.707 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2499], Speed: 8.713 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2599], Speed: 8.738 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2699], Speed: 8.677 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2799], Speed: 8.726 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2899], Speed: 8.770 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 2999], Speed: 8.786 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3099], Speed: 8.731 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3199], Speed: 8.644 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3299], Speed: 8.767 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3399], Speed: 8.661 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3499], Speed: 8.719 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3599], Speed: 8.750 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3699], Speed: 8.715 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3799], Speed: 8.724 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.786 [Epoch 24][Batch 3899], Speed: 8.739 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 3999], Speed: 8.670 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4099], Speed: 8.703 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4199], Speed: 8.739 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4299], Speed: 8.765 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4399], Speed: 8.786 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4499], Speed: 8.682 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4599], Speed: 8.684 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4699], Speed: 8.747 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4799], Speed: 8.726 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4899], Speed: 8.768 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 4999], Speed: 8.712 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 5099], Speed: 8.789 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 5199], Speed: 8.665 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 5299], Speed: 8.651 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.785 [Epoch 24][Batch 5399], Speed: 8.722 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5499], Speed: 8.718 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5599], Speed: 8.611 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5699], Speed: 8.737 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5799], Speed: 8.676 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5899], Speed: 8.733 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 5999], Speed: 8.780 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6099], Speed: 8.661 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6199], Speed: 8.644 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6299], Speed: 8.733 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6399], Speed: 8.805 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6499], Speed: 8.672 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6599], Speed: 8.742 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6699], Speed: 8.807 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6799], Speed: 8.738 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.784 [Epoch 24][Batch 6899], Speed: 8.680 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 6999], Speed: 8.662 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7099], Speed: 8.702 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7199], Speed: 8.664 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7299], Speed: 8.688 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7399], Speed: 8.636 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7499], Speed: 8.709 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7599], Speed: 8.656 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7699], Speed: 8.812 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7799], Speed: 8.667 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7899], Speed: 8.650 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 7999], Speed: 8.653 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 8099], Speed: 8.597 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 8199], Speed: 8.738 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 8299], Speed: 8.694 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 8399], Speed: 8.725 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.783 [Epoch 24][Batch 8499], Speed: 8.688 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 8599], Speed: 8.779 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 8699], Speed: 8.752 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 8799], Speed: 8.707 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 8899], Speed: 8.661 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 8999], Speed: 8.604 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9099], Speed: 8.647 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9199], Speed: 8.645 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9299], Speed: 8.724 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9399], Speed: 8.669 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9499], Speed: 8.760 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9599], Speed: 8.756 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9699], Speed: 8.718 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9799], Speed: 8.680 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.930,RCNNL1Loss=0.782 [Epoch 24][Batch 9899], Speed: 8.824 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.782 [Epoch 24][Batch 9999], Speed: 8.817 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10099], Speed: 8.760 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10199], Speed: 8.759 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10299], Speed: 8.771 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10399], Speed: 8.646 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10499], Speed: 8.743 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10599], Speed: 8.732 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10699], Speed: 8.621 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10799], Speed: 8.653 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10899], Speed: 8.696 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 10999], Speed: 8.641 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11099], Speed: 8.730 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11199], Speed: 8.616 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11299], Speed: 8.681 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11399], Speed: 8.699 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11499], Speed: 8.609 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.781 [Epoch 24][Batch 11599], Speed: 8.724 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 11699], Speed: 8.715 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 11799], Speed: 8.667 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 11899], Speed: 8.602 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 11999], Speed: 8.743 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12099], Speed: 8.739 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12199], Speed: 8.656 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12299], Speed: 8.754 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12399], Speed: 8.788 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12499], Speed: 8.795 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12599], Speed: 8.709 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12699], Speed: 8.762 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12799], Speed: 8.691 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12899], Speed: 8.663 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 12999], Speed: 8.681 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 13099], Speed: 8.674 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.780 [Epoch 24][Batch 13199], Speed: 8.613 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13299], Speed: 8.709 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13399], Speed: 8.694 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13499], Speed: 8.664 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13599], Speed: 8.664 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13699], Speed: 8.637 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13799], Speed: 8.743 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13899], Speed: 8.671 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 13999], Speed: 8.667 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14099], Speed: 8.630 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14199], Speed: 8.705 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14299], Speed: 8.654 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14399], Speed: 8.683 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14499], Speed: 8.728 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24][Batch 14599], Speed: 8.722 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.779 [Epoch 24] Training cost: 13481.513, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082 [Epoch 24] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.602 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.416 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.226 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671 person=52.4 bicycle=28.7 car=42.0 motorcycle=39.6 airplane=59.1 bus=61.6 train=58.4 truck=33.3 boat=25.2 traffic light=25.8 fire hydrant=64.4 stop sign=63.8 parking meter=44.5 bench=22.0 bird=33.2 cat=58.8 dog=56.9 horse=55.8 sheep=46.6 cow=53.2 elephant=57.0 bear=64.2 zebra=63.4 giraffe=63.8 backpack=15.0 umbrella=36.1 handbag=14.2 tie=31.5 suitcase=35.7 frisbee=62.5 skis=22.1 snowboard=29.6 sports ball=40.6 kite=37.9 baseball bat=26.1 baseball glove=31.3 skateboard=49.1 surfboard=35.5 tennis racket=46.7 bottle=36.2 wine glass=34.8 cup=39.6 fork=31.2 knife=15.7 spoon=14.5 bowl=39.9 banana=21.5 apple=19.0 sandwich=30.9 orange=29.5 broccoli=20.4 carrot=19.8 hot dog=30.3 pizza=49.7 donut=42.3 cake=33.9 chair=23.7 couch=37.7 potted plant=24.7 bed=37.6 dining table=25.0 toilet=56.2 tv=53.8 laptop=56.1 mouse=59.1 remote=28.2 keyboard=49.0 cell phone=31.5 microwave=54.3 oven=28.3 toaster=37.2 sink=33.8 refrigerator=50.7 book=14.8 clock=47.9 vase=35.2 scissors=23.1 teddy bear=44.7 hair drier=7.3 toothbrush=18.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.4 [Epoch 24] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0024_38.4000.params [Epoch 25][Batch 99], Speed: 6.812 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.080,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 199], Speed: 8.479 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 299], Speed: 8.596 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 399], Speed: 8.479 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 499], Speed: 8.566 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 599], Speed: 8.535 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 699], Speed: 8.587 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 799], Speed: 8.541 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 899], Speed: 8.565 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 999], Speed: 8.648 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1099], Speed: 8.489 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1199], Speed: 8.644 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1299], Speed: 8.535 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1399], Speed: 8.602 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1499], Speed: 8.509 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1599], Speed: 8.637 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.778 [Epoch 25][Batch 1699], Speed: 8.544 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 1799], Speed: 8.572 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 1899], Speed: 8.506 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 1999], Speed: 8.565 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2099], Speed: 8.547 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2199], Speed: 8.596 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2299], Speed: 8.552 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2399], Speed: 8.653 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2499], Speed: 8.598 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2599], Speed: 8.568 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2699], Speed: 8.578 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2799], Speed: 8.649 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2899], Speed: 8.497 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 2999], Speed: 8.493 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 3099], Speed: 8.612 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 3199], Speed: 8.509 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.777 [Epoch 25][Batch 3299], Speed: 8.572 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3399], Speed: 8.605 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3499], Speed: 8.579 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3599], Speed: 8.573 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3699], Speed: 8.614 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3799], Speed: 8.462 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3899], Speed: 8.541 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 3999], Speed: 8.563 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4099], Speed: 8.647 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4199], Speed: 8.513 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4299], Speed: 8.664 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4399], Speed: 8.571 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4499], Speed: 8.518 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4599], Speed: 8.571 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4699], Speed: 8.585 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4799], Speed: 8.570 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.776 [Epoch 25][Batch 4899], Speed: 8.570 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 4999], Speed: 8.617 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5099], Speed: 8.566 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5199], Speed: 8.488 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5299], Speed: 8.631 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5399], Speed: 8.580 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5499], Speed: 8.650 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5599], Speed: 8.530 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5699], Speed: 8.602 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5799], Speed: 8.653 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5899], Speed: 8.511 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 5999], Speed: 8.517 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 6099], Speed: 8.611 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 6199], Speed: 8.520 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 6299], Speed: 8.529 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 6399], Speed: 8.565 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.775 [Epoch 25][Batch 6499], Speed: 8.538 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 6599], Speed: 8.650 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 6699], Speed: 8.499 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 6799], Speed: 8.513 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 6899], Speed: 8.553 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 6999], Speed: 8.582 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7099], Speed: 8.587 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7199], Speed: 8.617 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7299], Speed: 8.628 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7399], Speed: 8.506 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7499], Speed: 8.596 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7599], Speed: 8.597 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7699], Speed: 8.536 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7799], Speed: 8.637 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7899], Speed: 8.587 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 7999], Speed: 8.524 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.774 [Epoch 25][Batch 8099], Speed: 8.589 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8199], Speed: 8.503 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8299], Speed: 8.519 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8399], Speed: 8.577 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8499], Speed: 8.620 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8599], Speed: 8.607 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8699], Speed: 8.557 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8799], Speed: 8.515 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8899], Speed: 8.536 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 8999], Speed: 8.597 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9099], Speed: 8.531 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9199], Speed: 8.621 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9299], Speed: 8.459 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9399], Speed: 8.509 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9499], Speed: 8.573 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9599], Speed: 8.570 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9699], Speed: 8.607 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.773 [Epoch 25][Batch 9799], Speed: 8.507 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 9899], Speed: 8.559 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 9999], Speed: 8.620 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10099], Speed: 8.569 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10199], Speed: 8.523 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10299], Speed: 8.462 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10399], Speed: 8.655 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10499], Speed: 8.537 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10599], Speed: 8.507 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10699], Speed: 8.595 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10799], Speed: 8.505 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10899], Speed: 8.596 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 10999], Speed: 8.575 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 11099], Speed: 8.540 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 11199], Speed: 8.647 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 11299], Speed: 8.570 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 11399], Speed: 8.570 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.772 [Epoch 25][Batch 11499], Speed: 8.585 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 11599], Speed: 8.545 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 11699], Speed: 8.489 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 11799], Speed: 8.539 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 11899], Speed: 8.447 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 11999], Speed: 8.682 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12099], Speed: 8.580 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12199], Speed: 8.617 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12299], Speed: 8.630 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12399], Speed: 8.554 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12499], Speed: 8.582 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12599], Speed: 8.612 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12699], Speed: 8.588 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12799], Speed: 8.543 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12899], Speed: 8.497 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 12999], Speed: 8.555 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 13099], Speed: 8.523 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.771 [Epoch 25][Batch 13199], Speed: 8.582 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13299], Speed: 8.666 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13399], Speed: 8.589 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13499], Speed: 8.591 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13599], Speed: 8.519 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13699], Speed: 8.585 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13799], Speed: 8.528 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13899], Speed: 8.563 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.081,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 13999], Speed: 8.537 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14099], Speed: 8.553 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14199], Speed: 8.594 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14299], Speed: 8.503 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14399], Speed: 8.556 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14499], Speed: 8.584 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25][Batch 14599], Speed: 8.556 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082,RPNAcc=0.989,RPNL1Loss=0.264,RCNNAcc=0.931,RCNNL1Loss=0.770 [Epoch 25] Training cost: 13715.282, RPN_Conf=0.014,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.082 [Epoch 25] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.384 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.603 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.317 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 person=52.2 bicycle=28.3 car=41.9 motorcycle=39.6 airplane=60.3 bus=61.1 train=58.5 truck=34.3 boat=25.1 traffic light=25.9 fire hydrant=64.3 stop sign=63.2 parking meter=43.7 bench=22.4 bird=33.3 cat=59.7 dog=56.5 horse=55.6 sheep=46.8 cow=53.5 elephant=57.1 bear=62.8 zebra=63.7 giraffe=63.5 backpack=15.2 umbrella=35.8 handbag=14.1 tie=31.4 suitcase=35.6 frisbee=62.2 skis=22.2 snowboard=30.5 sports ball=41.0 kite=38.0 baseball bat=26.3 baseball glove=31.1 skateboard=48.2 surfboard=35.6 tennis racket=46.1 bottle=36.5 wine glass=34.5 cup=39.5 fork=30.9 knife=15.9 spoon=14.7 bowl=39.5 banana=21.2 apple=19.4 sandwich=31.0 orange=29.6 broccoli=20.3 carrot=19.6 hot dog=30.6 pizza=50.1 donut=41.7 cake=33.7 chair=23.9 couch=38.4 potted plant=24.7 bed=37.9 dining table=25.4 toilet=55.8 tv=53.9 laptop=55.9 mouse=59.2 remote=28.1 keyboard=49.2 cell phone=31.8 microwave=54.4 oven=28.9 toaster=36.4 sink=33.8 refrigerator=51.7 book=14.4 clock=48.1 vase=35.0 scissors=22.7 teddy bear=44.1 hair drier=5.1 toothbrush=19.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =38.4 [Epoch 25] Saving parameters to faster_rcnn_fpn_resnet50_v1b_coco_0025_38.4000.params