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='resnet101_v1d', no_mixup_epochs=20, norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet101_v1d_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1d_layers2_conv0_weight', 'resnetv1d_layers2_conv1_weight', 'resnetv1d_layers2_conv2_weight', 'resnetv1d_down2_conv0_weight', 'resnetv1d_layers2_conv3_weight', 'resnetv1d_layers2_conv4_weight', 'resnetv1d_layers2_conv5_weight', 'resnetv1d_layers2_conv6_weight', 'resnetv1d_layers2_conv7_weight', 'resnetv1d_layers2_conv8_weight', 'resnetv1d_layers2_conv9_weight', 'resnetv1d_layers2_conv10_weight', 'resnetv1d_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1d_layers3_conv0_weight', 'resnetv1d_layers3_conv1_weight', 'resnetv1d_layers3_conv2_weight', 'resnetv1d_down3_conv0_weight', 'resnetv1d_layers3_conv3_weight', 'resnetv1d_layers3_conv4_weight', 'resnetv1d_layers3_conv5_weight', 'resnetv1d_layers3_conv6_weight', 'resnetv1d_layers3_conv7_weight', 'resnetv1d_layers3_conv8_weight', 'resnetv1d_layers3_conv9_weight', 'resnetv1d_layers3_conv10_weight', 'resnetv1d_layers3_conv11_weight', 'resnetv1d_layers3_conv12_weight', 'resnetv1d_layers3_conv13_weight', 'resnetv1d_layers3_conv14_weight', 'resnetv1d_layers3_conv15_weight', 'resnetv1d_layers3_conv16_weight', 'resnetv1d_layers3_conv17_weight', 'resnetv1d_layers3_conv18_weight', 'resnetv1d_layers3_conv19_weight', 'resnetv1d_layers3_conv20_weight', 'resnetv1d_layers3_conv21_weight', 'resnetv1d_layers3_conv22_weight', 'resnetv1d_layers3_conv23_weight', 'resnetv1d_layers3_conv24_weight', 'resnetv1d_layers3_conv25_weight', 'resnetv1d_layers3_conv26_weight', 'resnetv1d_layers3_conv27_weight', 'resnetv1d_layers3_conv28_weight', 'resnetv1d_layers3_conv29_weight', 'resnetv1d_layers3_conv30_weight', 'resnetv1d_layers3_conv31_weight', 'resnetv1d_layers3_conv32_weight', 'resnetv1d_layers3_conv33_weight', 'resnetv1d_layers3_conv34_weight', 'resnetv1d_layers3_conv35_weight', 'resnetv1d_layers3_conv36_weight', 'resnetv1d_layers3_conv37_weight', 'resnetv1d_layers3_conv38_weight', 'resnetv1d_layers3_conv39_weight', 'resnetv1d_layers3_conv40_weight', 'resnetv1d_layers3_conv41_weight', 'resnetv1d_layers3_conv42_weight', 'resnetv1d_layers3_conv43_weight', 'resnetv1d_layers3_conv44_weight', 'resnetv1d_layers3_conv45_weight', 'resnetv1d_layers3_conv46_weight', 'resnetv1d_layers3_conv47_weight', 'resnetv1d_layers3_conv48_weight', 'resnetv1d_layers3_conv49_weight', 'resnetv1d_layers3_conv50_weight', 'resnetv1d_layers3_conv51_weight', 'resnetv1d_layers3_conv52_weight', 'resnetv1d_layers3_conv53_weight', 'resnetv1d_layers3_conv54_weight', 'resnetv1d_layers3_conv55_weight', 'resnetv1d_layers3_conv56_weight', 'resnetv1d_layers3_conv57_weight', 'resnetv1d_layers3_conv58_weight', 'resnetv1d_layers3_conv59_weight', 'resnetv1d_layers3_conv60_weight', 'resnetv1d_layers3_conv61_weight', 'resnetv1d_layers3_conv62_weight', 'resnetv1d_layers3_conv63_weight', 'resnetv1d_layers3_conv64_weight', 'resnetv1d_layers3_conv65_weight', 'resnetv1d_layers3_conv66_weight', 'resnetv1d_layers3_conv67_weight', 'resnetv1d_layers3_conv68_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1d_layers4_conv0_weight', 'resnetv1d_layers4_conv1_weight', 'resnetv1d_layers4_conv2_weight', 'resnetv1d_down4_conv0_weight', 'resnetv1d_layers4_conv3_weight', 'resnetv1d_layers4_conv4_weight', 'resnetv1d_layers4_conv5_weight', 'resnetv1d_layers4_conv6_weight', 'resnetv1d_layers4_conv7_weight', 'resnetv1d_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: 6.276 samples/sec, RPN_Conf=0.238,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.127,RPNAcc=0.897,RPNL1Loss=0.674,RCNNAcc=0.930,RCNNL1Loss=2.125 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 7.020 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.507,RCNN_SmoothL1=0.153,RPNAcc=0.921,RPNL1Loss=0.642,RCNNAcc=0.926,RCNNL1Loss=2.208 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 7.106 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.073,RCNN_CrossEntropy=0.525,RCNN_SmoothL1=0.177,RPNAcc=0.933,RPNL1Loss=0.615,RCNNAcc=0.919,RCNNL1Loss=2.252 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 7.050 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.193,RPNAcc=0.940,RPNL1Loss=0.599,RCNNAcc=0.914,RCNNL1Loss=2.263 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 7.077 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.202,RPNAcc=0.944,RPNL1Loss=0.585,RCNNAcc=0.911,RCNNL1Loss=2.247 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 7.101 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.546,RCNN_SmoothL1=0.208,RPNAcc=0.948,RPNL1Loss=0.575,RCNNAcc=0.908,RCNNL1Loss=2.226 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 7.064 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.212,RPNAcc=0.951,RPNL1Loss=0.567,RCNNAcc=0.906,RCNNL1Loss=2.205 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 7.015 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.216,RPNAcc=0.953,RPNL1Loss=0.559,RCNNAcc=0.905,RCNNL1Loss=2.182 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 7.107 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.217,RPNAcc=0.954,RPNL1Loss=0.552,RCNNAcc=0.903,RCNNL1Loss=2.154 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 7.028 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.217,RPNAcc=0.956,RPNL1Loss=0.547,RCNNAcc=0.903,RCNNL1Loss=2.123 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 7.037 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.218,RPNAcc=0.957,RPNL1Loss=0.541,RCNNAcc=0.902,RCNNL1Loss=2.094 [Epoch 0][Batch 1199], Speed: 7.079 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.219,RPNAcc=0.958,RPNL1Loss=0.534,RCNNAcc=0.900,RCNNL1Loss=2.065 [Epoch 0][Batch 1299], Speed: 7.076 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.219,RPNAcc=0.959,RPNL1Loss=0.529,RCNNAcc=0.900,RCNNL1Loss=2.036 [Epoch 0][Batch 1399], Speed: 7.070 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.218,RPNAcc=0.960,RPNL1Loss=0.525,RCNNAcc=0.899,RCNNL1Loss=2.008 [Epoch 0][Batch 1499], Speed: 7.063 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.217,RPNAcc=0.961,RPNL1Loss=0.521,RCNNAcc=0.899,RCNNL1Loss=1.980 [Epoch 0][Batch 1599], Speed: 7.053 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.529,RCNN_SmoothL1=0.216,RPNAcc=0.961,RPNL1Loss=0.518,RCNNAcc=0.898,RCNNL1Loss=1.954 [Epoch 0][Batch 1699], Speed: 7.144 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.524,RCNN_SmoothL1=0.214,RPNAcc=0.962,RPNL1Loss=0.513,RCNNAcc=0.898,RCNNL1Loss=1.931 [Epoch 0][Batch 1799], Speed: 7.061 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.520,RCNN_SmoothL1=0.213,RPNAcc=0.963,RPNL1Loss=0.510,RCNNAcc=0.898,RCNNL1Loss=1.906 [Epoch 0][Batch 1899], Speed: 7.123 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.212,RPNAcc=0.963,RPNL1Loss=0.507,RCNNAcc=0.898,RCNNL1Loss=1.883 [Epoch 0][Batch 1999], Speed: 7.077 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.210,RPNAcc=0.964,RPNL1Loss=0.504,RCNNAcc=0.898,RCNNL1Loss=1.860 [Epoch 0][Batch 2099], Speed: 7.023 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.209,RPNAcc=0.964,RPNL1Loss=0.501,RCNNAcc=0.898,RCNNL1Loss=1.841 [Epoch 0][Batch 2199], Speed: 7.014 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.208,RPNAcc=0.965,RPNL1Loss=0.498,RCNNAcc=0.898,RCNNL1Loss=1.823 [Epoch 0][Batch 2299], Speed: 7.116 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.207,RPNAcc=0.965,RPNL1Loss=0.496,RCNNAcc=0.897,RCNNL1Loss=1.807 [Epoch 0][Batch 2399], Speed: 7.001 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.493,RCNNAcc=0.897,RCNNL1Loss=1.788 [Epoch 0][Batch 2499], Speed: 7.073 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.495,RCNN_SmoothL1=0.205,RPNAcc=0.966,RPNL1Loss=0.490,RCNNAcc=0.898,RCNNL1Loss=1.773 [Epoch 0][Batch 2599], Speed: 7.112 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.204,RPNAcc=0.966,RPNL1Loss=0.488,RCNNAcc=0.898,RCNNL1Loss=1.758 [Epoch 0][Batch 2699], Speed: 7.094 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.203,RPNAcc=0.966,RPNL1Loss=0.486,RCNNAcc=0.897,RCNNL1Loss=1.740 [Epoch 0][Batch 2799], Speed: 7.099 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.202,RPNAcc=0.967,RPNL1Loss=0.484,RCNNAcc=0.897,RCNNL1Loss=1.728 [Epoch 0][Batch 2899], Speed: 7.128 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.201,RPNAcc=0.967,RPNL1Loss=0.481,RCNNAcc=0.897,RCNNL1Loss=1.714 [Epoch 0][Batch 2999], Speed: 7.066 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.200,RPNAcc=0.967,RPNL1Loss=0.479,RCNNAcc=0.897,RCNNL1Loss=1.701 [Epoch 0][Batch 3099], Speed: 7.034 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.199,RPNAcc=0.968,RPNL1Loss=0.477,RCNNAcc=0.897,RCNNL1Loss=1.688 [Epoch 0][Batch 3199], Speed: 7.101 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.474,RCNN_SmoothL1=0.199,RPNAcc=0.968,RPNL1Loss=0.475,RCNNAcc=0.897,RCNNL1Loss=1.676 [Epoch 0][Batch 3299], Speed: 7.077 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.472,RCNN_SmoothL1=0.198,RPNAcc=0.968,RPNL1Loss=0.473,RCNNAcc=0.897,RCNNL1Loss=1.664 [Epoch 0][Batch 3399], Speed: 6.974 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.469,RCNN_SmoothL1=0.197,RPNAcc=0.968,RPNL1Loss=0.471,RCNNAcc=0.897,RCNNL1Loss=1.653 [Epoch 0][Batch 3499], Speed: 7.025 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.467,RCNN_SmoothL1=0.197,RPNAcc=0.969,RPNL1Loss=0.469,RCNNAcc=0.897,RCNNL1Loss=1.642 [Epoch 0][Batch 3599], Speed: 7.105 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.196,RPNAcc=0.969,RPNL1Loss=0.467,RCNNAcc=0.897,RCNNL1Loss=1.631 [Epoch 0][Batch 3699], Speed: 7.111 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.195,RPNAcc=0.969,RPNL1Loss=0.465,RCNNAcc=0.897,RCNNL1Loss=1.622 [Epoch 0][Batch 3799], Speed: 7.089 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.460,RCNN_SmoothL1=0.195,RPNAcc=0.969,RPNL1Loss=0.464,RCNNAcc=0.897,RCNNL1Loss=1.612 [Epoch 0][Batch 3899], Speed: 7.055 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.194,RPNAcc=0.969,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=1.603 [Epoch 0][Batch 3999], Speed: 7.083 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.455,RCNN_SmoothL1=0.193,RPNAcc=0.970,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.594 [Epoch 0][Batch 4099], Speed: 7.069 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.454,RCNN_SmoothL1=0.193,RPNAcc=0.970,RPNL1Loss=0.459,RCNNAcc=0.898,RCNNL1Loss=1.586 [Epoch 0][Batch 4199], Speed: 7.056 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.452,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.578 [Epoch 0][Batch 4299], Speed: 7.065 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.571 [Epoch 0][Batch 4399], Speed: 7.053 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.448,RCNN_SmoothL1=0.191,RPNAcc=0.970,RPNL1Loss=0.456,RCNNAcc=0.898,RCNNL1Loss=1.564 [Epoch 0][Batch 4499], Speed: 7.072 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.190,RPNAcc=0.970,RPNL1Loss=0.454,RCNNAcc=0.898,RCNNL1Loss=1.557 [Epoch 0][Batch 4599], Speed: 7.132 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.190,RPNAcc=0.970,RPNL1Loss=0.453,RCNNAcc=0.898,RCNNL1Loss=1.550 [Epoch 0][Batch 4699], Speed: 7.036 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.190,RPNAcc=0.971,RPNL1Loss=0.452,RCNNAcc=0.898,RCNNL1Loss=1.543 [Epoch 0][Batch 4799], Speed: 7.016 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.450,RCNNAcc=0.898,RCNNL1Loss=1.537 [Epoch 0][Batch 4899], Speed: 7.041 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.449,RCNNAcc=0.898,RCNNL1Loss=1.529 [Epoch 0][Batch 4999], Speed: 7.077 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.188,RPNAcc=0.971,RPNL1Loss=0.448,RCNNAcc=0.898,RCNNL1Loss=1.523 [Epoch 0][Batch 5099], Speed: 7.103 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.187,RPNAcc=0.971,RPNL1Loss=0.447,RCNNAcc=0.898,RCNNL1Loss=1.516 [Epoch 0][Batch 5199], Speed: 7.021 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.187,RPNAcc=0.971,RPNL1Loss=0.446,RCNNAcc=0.898,RCNNL1Loss=1.511 [Epoch 0][Batch 5299], Speed: 7.045 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.186,RPNAcc=0.971,RPNL1Loss=0.445,RCNNAcc=0.898,RCNNL1Loss=1.505 [Epoch 0][Batch 5399], Speed: 7.111 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.186,RPNAcc=0.972,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.499 [Epoch 0][Batch 5499], Speed: 7.029 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.494 [Epoch 0][Batch 5599], Speed: 7.090 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.488 [Epoch 0][Batch 5699], Speed: 7.095 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.482 [Epoch 0][Batch 5799], Speed: 7.022 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.440,RCNNAcc=0.899,RCNNL1Loss=1.477 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='resnet101_v1d', no_mixup_epochs=20, norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet101_v1d_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1d_layers2_conv0_weight', 'resnetv1d_layers2_conv1_weight', 'resnetv1d_layers2_conv2_weight', 'resnetv1d_down2_conv0_weight', 'resnetv1d_layers2_conv3_weight', 'resnetv1d_layers2_conv4_weight', 'resnetv1d_layers2_conv5_weight', 'resnetv1d_layers2_conv6_weight', 'resnetv1d_layers2_conv7_weight', 'resnetv1d_layers2_conv8_weight', 'resnetv1d_layers2_conv9_weight', 'resnetv1d_layers2_conv10_weight', 'resnetv1d_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1d_layers3_conv0_weight', 'resnetv1d_layers3_conv1_weight', 'resnetv1d_layers3_conv2_weight', 'resnetv1d_down3_conv0_weight', 'resnetv1d_layers3_conv3_weight', 'resnetv1d_layers3_conv4_weight', 'resnetv1d_layers3_conv5_weight', 'resnetv1d_layers3_conv6_weight', 'resnetv1d_layers3_conv7_weight', 'resnetv1d_layers3_conv8_weight', 'resnetv1d_layers3_conv9_weight', 'resnetv1d_layers3_conv10_weight', 'resnetv1d_layers3_conv11_weight', 'resnetv1d_layers3_conv12_weight', 'resnetv1d_layers3_conv13_weight', 'resnetv1d_layers3_conv14_weight', 'resnetv1d_layers3_conv15_weight', 'resnetv1d_layers3_conv16_weight', 'resnetv1d_layers3_conv17_weight', 'resnetv1d_layers3_conv18_weight', 'resnetv1d_layers3_conv19_weight', 'resnetv1d_layers3_conv20_weight', 'resnetv1d_layers3_conv21_weight', 'resnetv1d_layers3_conv22_weight', 'resnetv1d_layers3_conv23_weight', 'resnetv1d_layers3_conv24_weight', 'resnetv1d_layers3_conv25_weight', 'resnetv1d_layers3_conv26_weight', 'resnetv1d_layers3_conv27_weight', 'resnetv1d_layers3_conv28_weight', 'resnetv1d_layers3_conv29_weight', 'resnetv1d_layers3_conv30_weight', 'resnetv1d_layers3_conv31_weight', 'resnetv1d_layers3_conv32_weight', 'resnetv1d_layers3_conv33_weight', 'resnetv1d_layers3_conv34_weight', 'resnetv1d_layers3_conv35_weight', 'resnetv1d_layers3_conv36_weight', 'resnetv1d_layers3_conv37_weight', 'resnetv1d_layers3_conv38_weight', 'resnetv1d_layers3_conv39_weight', 'resnetv1d_layers3_conv40_weight', 'resnetv1d_layers3_conv41_weight', 'resnetv1d_layers3_conv42_weight', 'resnetv1d_layers3_conv43_weight', 'resnetv1d_layers3_conv44_weight', 'resnetv1d_layers3_conv45_weight', 'resnetv1d_layers3_conv46_weight', 'resnetv1d_layers3_conv47_weight', 'resnetv1d_layers3_conv48_weight', 'resnetv1d_layers3_conv49_weight', 'resnetv1d_layers3_conv50_weight', 'resnetv1d_layers3_conv51_weight', 'resnetv1d_layers3_conv52_weight', 'resnetv1d_layers3_conv53_weight', 'resnetv1d_layers3_conv54_weight', 'resnetv1d_layers3_conv55_weight', 'resnetv1d_layers3_conv56_weight', 'resnetv1d_layers3_conv57_weight', 'resnetv1d_layers3_conv58_weight', 'resnetv1d_layers3_conv59_weight', 'resnetv1d_layers3_conv60_weight', 'resnetv1d_layers3_conv61_weight', 'resnetv1d_layers3_conv62_weight', 'resnetv1d_layers3_conv63_weight', 'resnetv1d_layers3_conv64_weight', 'resnetv1d_layers3_conv65_weight', 'resnetv1d_layers3_conv66_weight', 'resnetv1d_layers3_conv67_weight', 'resnetv1d_layers3_conv68_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1d_layers4_conv0_weight', 'resnetv1d_layers4_conv1_weight', 'resnetv1d_layers4_conv2_weight', 'resnetv1d_down4_conv0_weight', 'resnetv1d_layers4_conv3_weight', 'resnetv1d_layers4_conv4_weight', 'resnetv1d_layers4_conv5_weight', 'resnetv1d_layers4_conv6_weight', 'resnetv1d_layers4_conv7_weight', 'resnetv1d_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: 6.325 samples/sec, RPN_Conf=0.235,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.128,RPNAcc=0.893,RPNL1Loss=0.662,RCNNAcc=0.930,RCNNL1Loss=2.123 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 7.088 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.498,RCNN_SmoothL1=0.150,RPNAcc=0.919,RPNL1Loss=0.627,RCNNAcc=0.927,RCNNL1Loss=2.194 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 7.112 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.513,RCNN_SmoothL1=0.170,RPNAcc=0.931,RPNL1Loss=0.606,RCNNAcc=0.921,RCNNL1Loss=2.239 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 7.095 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.526,RCNN_SmoothL1=0.187,RPNAcc=0.939,RPNL1Loss=0.593,RCNNAcc=0.916,RCNNL1Loss=2.260 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 7.079 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.197,RPNAcc=0.944,RPNL1Loss=0.578,RCNNAcc=0.912,RCNNL1Loss=2.252 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 7.139 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.204,RPNAcc=0.947,RPNL1Loss=0.571,RCNNAcc=0.910,RCNNL1Loss=2.236 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 7.083 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.209,RPNAcc=0.950,RPNL1Loss=0.564,RCNNAcc=0.908,RCNNL1Loss=2.215 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 7.105 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.213,RPNAcc=0.952,RPNL1Loss=0.557,RCNNAcc=0.906,RCNNL1Loss=2.193 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 7.067 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.215,RPNAcc=0.954,RPNL1Loss=0.551,RCNNAcc=0.905,RCNNL1Loss=2.168 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 7.059 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.216,RPNAcc=0.956,RPNL1Loss=0.545,RCNNAcc=0.904,RCNNL1Loss=2.138 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 7.085 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.216,RPNAcc=0.957,RPNL1Loss=0.539,RCNNAcc=0.903,RCNNL1Loss=2.109 [Epoch 0][Batch 1199], Speed: 7.068 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.218,RPNAcc=0.958,RPNL1Loss=0.532,RCNNAcc=0.901,RCNNL1Loss=2.078 [Epoch 0][Batch 1299], Speed: 7.023 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.218,RPNAcc=0.959,RPNL1Loss=0.527,RCNNAcc=0.901,RCNNL1Loss=2.048 [Epoch 0][Batch 1399], Speed: 7.145 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.217,RPNAcc=0.960,RPNL1Loss=0.523,RCNNAcc=0.900,RCNNL1Loss=2.019 [Epoch 0][Batch 1499], Speed: 7.092 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.216,RPNAcc=0.960,RPNL1Loss=0.519,RCNNAcc=0.899,RCNNL1Loss=1.990 [Epoch 0][Batch 1599], Speed: 7.067 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.527,RCNN_SmoothL1=0.215,RPNAcc=0.961,RPNL1Loss=0.515,RCNNAcc=0.899,RCNNL1Loss=1.963 [Epoch 0][Batch 1699], Speed: 7.113 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.523,RCNN_SmoothL1=0.214,RPNAcc=0.962,RPNL1Loss=0.511,RCNNAcc=0.899,RCNNL1Loss=1.939 [Epoch 0][Batch 1799], Speed: 7.062 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.518,RCNN_SmoothL1=0.212,RPNAcc=0.963,RPNL1Loss=0.508,RCNNAcc=0.899,RCNNL1Loss=1.914 [Epoch 0][Batch 1899], Speed: 7.036 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.515,RCNN_SmoothL1=0.211,RPNAcc=0.963,RPNL1Loss=0.505,RCNNAcc=0.899,RCNNL1Loss=1.891 [Epoch 0][Batch 1999], Speed: 7.091 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.210,RPNAcc=0.964,RPNL1Loss=0.502,RCNNAcc=0.898,RCNNL1Loss=1.868 [Epoch 0][Batch 2099], Speed: 7.080 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.209,RPNAcc=0.964,RPNL1Loss=0.498,RCNNAcc=0.898,RCNNL1Loss=1.847 [Epoch 0][Batch 2199], Speed: 7.067 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.208,RPNAcc=0.964,RPNL1Loss=0.496,RCNNAcc=0.898,RCNNL1Loss=1.827 [Epoch 0][Batch 2299], Speed: 7.040 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.206,RPNAcc=0.965,RPNL1Loss=0.494,RCNNAcc=0.898,RCNNL1Loss=1.809 [Epoch 0][Batch 2399], Speed: 7.063 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.491,RCNNAcc=0.898,RCNNL1Loss=1.791 [Epoch 0][Batch 2499], Speed: 7.099 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.495,RCNN_SmoothL1=0.204,RPNAcc=0.966,RPNL1Loss=0.488,RCNNAcc=0.898,RCNNL1Loss=1.775 [Epoch 0][Batch 2599], Speed: 7.088 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.492,RCNN_SmoothL1=0.203,RPNAcc=0.966,RPNL1Loss=0.487,RCNNAcc=0.898,RCNNL1Loss=1.760 [Epoch 0][Batch 2699], Speed: 6.999 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.202,RPNAcc=0.966,RPNL1Loss=0.484,RCNNAcc=0.898,RCNNL1Loss=1.744 [Epoch 0][Batch 2799], Speed: 6.998 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.201,RPNAcc=0.967,RPNL1Loss=0.482,RCNNAcc=0.898,RCNNL1Loss=1.730 [Epoch 0][Batch 2899], Speed: 7.127 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.201,RPNAcc=0.967,RPNL1Loss=0.479,RCNNAcc=0.898,RCNNL1Loss=1.717 [Epoch 0][Batch 2999], Speed: 7.060 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.200,RPNAcc=0.967,RPNL1Loss=0.478,RCNNAcc=0.898,RCNNL1Loss=1.704 [Epoch 0][Batch 3099], Speed: 7.024 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.199,RPNAcc=0.968,RPNL1Loss=0.476,RCNNAcc=0.898,RCNNL1Loss=1.691 [Epoch 0][Batch 3199], Speed: 7.034 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.198,RPNAcc=0.968,RPNL1Loss=0.473,RCNNAcc=0.898,RCNNL1Loss=1.678 [Epoch 0][Batch 3299], Speed: 7.154 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.473,RCNN_SmoothL1=0.198,RPNAcc=0.968,RPNL1Loss=0.471,RCNNAcc=0.898,RCNNL1Loss=1.666 [Epoch 0][Batch 3399], Speed: 6.942 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.470,RCNN_SmoothL1=0.197,RPNAcc=0.968,RPNL1Loss=0.469,RCNNAcc=0.898,RCNNL1Loss=1.655 [Epoch 0][Batch 3499], Speed: 7.049 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.467,RCNN_SmoothL1=0.196,RPNAcc=0.969,RPNL1Loss=0.467,RCNNAcc=0.898,RCNNL1Loss=1.644 [Epoch 0][Batch 3599], Speed: 7.056 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.466,RCNN_SmoothL1=0.196,RPNAcc=0.969,RPNL1Loss=0.465,RCNNAcc=0.898,RCNNL1Loss=1.633 [Epoch 0][Batch 3699], Speed: 7.061 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.464,RCNN_SmoothL1=0.195,RPNAcc=0.969,RPNL1Loss=0.464,RCNNAcc=0.898,RCNNL1Loss=1.623 [Epoch 0][Batch 3799], Speed: 7.101 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.462,RCNN_SmoothL1=0.194,RPNAcc=0.969,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=1.613 [Epoch 0][Batch 3899], Speed: 7.018 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.459,RCNN_SmoothL1=0.193,RPNAcc=0.969,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.603 [Epoch 0][Batch 3999], Speed: 7.071 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.457,RCNN_SmoothL1=0.193,RPNAcc=0.970,RPNL1Loss=0.459,RCNNAcc=0.898,RCNNL1Loss=1.594 [Epoch 0][Batch 4099], Speed: 7.018 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.455,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.586 [Epoch 0][Batch 4199], Speed: 7.007 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.578 [Epoch 0][Batch 4299], Speed: 7.006 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.451,RCNN_SmoothL1=0.191,RPNAcc=0.970,RPNL1Loss=0.456,RCNNAcc=0.898,RCNNL1Loss=1.571 [Epoch 0][Batch 4399], Speed: 7.023 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.449,RCNN_SmoothL1=0.190,RPNAcc=0.970,RPNL1Loss=0.454,RCNNAcc=0.898,RCNNL1Loss=1.564 [Epoch 0][Batch 4499], Speed: 6.998 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.447,RCNN_SmoothL1=0.190,RPNAcc=0.970,RPNL1Loss=0.453,RCNNAcc=0.898,RCNNL1Loss=1.556 [Epoch 0][Batch 4599], Speed: 7.064 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.446,RCNN_SmoothL1=0.190,RPNAcc=0.971,RPNL1Loss=0.452,RCNNAcc=0.898,RCNNL1Loss=1.549 [Epoch 0][Batch 4699], Speed: 7.081 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.444,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.451,RCNNAcc=0.898,RCNNL1Loss=1.542 [Epoch 0][Batch 4799], Speed: 7.053 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.449,RCNNAcc=0.898,RCNNL1Loss=1.535 [Epoch 0][Batch 4899], Speed: 7.021 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.188,RPNAcc=0.971,RPNL1Loss=0.448,RCNNAcc=0.898,RCNNL1Loss=1.528 [Epoch 0][Batch 4999], Speed: 7.068 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.188,RPNAcc=0.971,RPNL1Loss=0.447,RCNNAcc=0.898,RCNNL1Loss=1.521 [Epoch 0][Batch 5099], Speed: 7.112 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.187,RPNAcc=0.971,RPNL1Loss=0.445,RCNNAcc=0.898,RCNNL1Loss=1.514 [Epoch 0][Batch 5199], Speed: 7.041 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.186,RPNAcc=0.971,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.508 [Epoch 0][Batch 5299], Speed: 7.098 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.186,RPNAcc=0.972,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.503 [Epoch 0][Batch 5399], Speed: 7.005 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.498 [Epoch 0][Batch 5499], Speed: 7.070 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.492 [Epoch 0][Batch 5599], Speed: 7.012 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.486 [Epoch 0][Batch 5699], Speed: 7.050 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.440,RCNNAcc=0.899,RCNNL1Loss=1.480 [Epoch 0][Batch 5799], Speed: 7.030 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.439,RCNNAcc=0.899,RCNNL1Loss=1.475 [Epoch 0][Batch 5899], Speed: 7.109 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.183,RPNAcc=0.972,RPNL1Loss=0.438,RCNNAcc=0.899,RCNNL1Loss=1.470 [Epoch 0][Batch 5999], Speed: 7.012 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.183,RPNAcc=0.972,RPNL1Loss=0.437,RCNNAcc=0.899,RCNNL1Loss=1.465 [Epoch 0][Batch 6099], Speed: 7.060 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.423,RCNN_SmoothL1=0.183,RPNAcc=0.972,RPNL1Loss=0.436,RCNNAcc=0.899,RCNNL1Loss=1.460 [Epoch 0][Batch 6199], Speed: 6.989 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.182,RPNAcc=0.973,RPNL1Loss=0.435,RCNNAcc=0.899,RCNNL1Loss=1.455 [Epoch 0][Batch 6299], Speed: 7.025 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.182,RPNAcc=0.973,RPNL1Loss=0.434,RCNNAcc=0.899,RCNNL1Loss=1.451 [Epoch 0][Batch 6399], Speed: 7.039 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.434,RCNNAcc=0.899,RCNNL1Loss=1.446 [Epoch 0][Batch 6499], Speed: 7.042 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.442 [Epoch 0][Batch 6599], Speed: 7.041 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.432,RCNNAcc=0.900,RCNNL1Loss=1.437 [Epoch 0][Batch 6699], Speed: 6.984 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.433 [Epoch 0][Batch 6799], Speed: 7.065 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.430,RCNNAcc=0.900,RCNNL1Loss=1.429 [Epoch 0][Batch 6899], Speed: 7.009 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.429,RCNNAcc=0.900,RCNNL1Loss=1.424 [Epoch 0][Batch 6999], Speed: 7.027 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.179,RPNAcc=0.973,RPNL1Loss=0.429,RCNNAcc=0.900,RCNNL1Loss=1.420 [Epoch 0][Batch 7099], Speed: 7.090 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.179,RPNAcc=0.973,RPNL1Loss=0.428,RCNNAcc=0.900,RCNNL1Loss=1.416 [Epoch 0][Batch 7199], Speed: 7.081 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.179,RPNAcc=0.974,RPNL1Loss=0.427,RCNNAcc=0.900,RCNNL1Loss=1.413 [Epoch 0][Batch 7299], Speed: 7.078 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.426,RCNNAcc=0.900,RCNNL1Loss=1.409 [Epoch 0][Batch 7399], Speed: 7.028 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.426,RCNNAcc=0.900,RCNNL1Loss=1.406 [Epoch 0][Batch 7499], Speed: 7.034 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.425,RCNNAcc=0.900,RCNNL1Loss=1.402 [Epoch 0][Batch 7599], Speed: 6.950 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.424,RCNNAcc=0.900,RCNNL1Loss=1.398 [Epoch 0][Batch 7699], Speed: 6.966 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.423,RCNNAcc=0.900,RCNNL1Loss=1.394 [Epoch 0][Batch 7799], Speed: 7.076 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.390 [Epoch 0][Batch 7899], Speed: 7.046 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.403,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.387 [Epoch 0][Batch 7999], Speed: 7.060 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.402,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.383 [Epoch 0][Batch 8099], Speed: 7.043 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.420,RCNNAcc=0.901,RCNNL1Loss=1.380 [Epoch 0][Batch 8199], Speed: 6.997 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.420,RCNNAcc=0.901,RCNNL1Loss=1.376 [Epoch 0][Batch 8299], Speed: 7.023 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.175,RPNAcc=0.974,RPNL1Loss=0.419,RCNNAcc=0.901,RCNNL1Loss=1.373 [Epoch 0][Batch 8399], Speed: 7.032 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.175,RPNAcc=0.974,RPNL1Loss=0.419,RCNNAcc=0.901,RCNNL1Loss=1.370 [Epoch 0][Batch 8499], Speed: 7.086 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.175,RPNAcc=0.974,RPNL1Loss=0.418,RCNNAcc=0.901,RCNNL1Loss=1.367 [Epoch 0][Batch 8599], Speed: 7.087 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.417,RCNNAcc=0.901,RCNNL1Loss=1.364 [Epoch 0][Batch 8699], Speed: 7.032 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.417,RCNNAcc=0.901,RCNNL1Loss=1.361 [Epoch 0][Batch 8799], Speed: 7.026 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.416,RCNNAcc=0.901,RCNNL1Loss=1.358 [Epoch 0][Batch 8899], Speed: 7.081 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.416,RCNNAcc=0.901,RCNNL1Loss=1.355 [Epoch 0][Batch 8999], Speed: 7.006 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.415,RCNNAcc=0.901,RCNNL1Loss=1.353 [Epoch 0][Batch 9099], Speed: 7.019 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.415,RCNNAcc=0.901,RCNNL1Loss=1.350 [Epoch 0][Batch 9199], Speed: 7.014 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.414,RCNNAcc=0.901,RCNNL1Loss=1.347 [Epoch 0][Batch 9299], Speed: 7.037 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.344 [Epoch 0][Batch 9399], Speed: 7.031 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.341 [Epoch 0][Batch 9499], Speed: 7.054 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.339 [Epoch 0][Batch 9599], Speed: 7.102 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.336 [Epoch 0][Batch 9699], Speed: 7.084 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.334 [Epoch 0][Batch 9799], Speed: 7.074 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.331 [Epoch 0][Batch 9899], Speed: 7.111 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.410,RCNNAcc=0.902,RCNNL1Loss=1.329 [Epoch 0][Batch 9999], Speed: 7.104 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.410,RCNNAcc=0.902,RCNNL1Loss=1.327 [Epoch 0][Batch 10099], Speed: 7.052 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.902,RCNNL1Loss=1.324 [Epoch 0][Batch 10199], Speed: 7.035 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.409,RCNNAcc=0.902,RCNNL1Loss=1.321 [Epoch 0][Batch 10299], Speed: 7.061 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.171,RPNAcc=0.976,RPNL1Loss=0.408,RCNNAcc=0.902,RCNNL1Loss=1.319 [Epoch 0][Batch 10399], Speed: 7.053 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.408,RCNNAcc=0.902,RCNNL1Loss=1.317 [Epoch 0][Batch 10499], Speed: 7.118 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.407,RCNNAcc=0.902,RCNNL1Loss=1.314 [Epoch 0][Batch 10599], Speed: 7.085 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.407,RCNNAcc=0.902,RCNNL1Loss=1.312 [Epoch 0][Batch 10699], Speed: 7.081 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.406,RCNNAcc=0.902,RCNNL1Loss=1.310 [Epoch 0][Batch 10799], Speed: 7.017 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.406,RCNNAcc=0.902,RCNNL1Loss=1.308 [Epoch 0][Batch 10899], Speed: 7.094 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.405,RCNNAcc=0.902,RCNNL1Loss=1.305 [Epoch 0][Batch 10999], Speed: 7.004 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.303 [Epoch 0][Batch 11099], Speed: 7.043 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.404,RCNNAcc=0.903,RCNNL1Loss=1.301 [Epoch 0][Batch 11199], Speed: 7.108 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.404,RCNNAcc=0.903,RCNNL1Loss=1.299 [Epoch 0][Batch 11299], Speed: 7.074 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.404,RCNNAcc=0.903,RCNNL1Loss=1.297 [Epoch 0][Batch 11399], Speed: 7.071 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.403,RCNNAcc=0.903,RCNNL1Loss=1.295 [Epoch 0][Batch 11499], Speed: 7.020 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.403,RCNNAcc=0.903,RCNNL1Loss=1.292 [Epoch 0][Batch 11599], Speed: 7.034 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.402,RCNNAcc=0.903,RCNNL1Loss=1.290 [Epoch 0][Batch 11699], Speed: 7.091 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.402,RCNNAcc=0.903,RCNNL1Loss=1.288 [Epoch 0][Batch 11799], Speed: 6.991 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.286 [Epoch 0][Batch 11899], Speed: 7.046 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.284 [Epoch 0][Batch 11999], Speed: 7.086 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.282 [Epoch 0][Batch 12099], Speed: 7.035 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.903,RCNNL1Loss=1.281 [Epoch 0][Batch 12199], Speed: 7.059 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.400,RCNNAcc=0.903,RCNNL1Loss=1.279 [Epoch 0][Batch 12299], Speed: 7.045 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.903,RCNNL1Loss=1.277 [Epoch 0][Batch 12399], Speed: 7.078 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.399,RCNNAcc=0.903,RCNNL1Loss=1.275 [Epoch 0][Batch 12499], Speed: 7.059 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.167,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.903,RCNNL1Loss=1.273 [Epoch 0][Batch 12599], Speed: 7.107 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.903,RCNNL1Loss=1.271 [Epoch 0][Batch 12699], Speed: 7.019 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.903,RCNNL1Loss=1.269 [Epoch 0][Batch 12799], Speed: 7.094 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.397,RCNNAcc=0.904,RCNNL1Loss=1.268 [Epoch 0][Batch 12899], Speed: 7.088 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.397,RCNNAcc=0.904,RCNNL1Loss=1.266 [Epoch 0][Batch 12999], Speed: 7.045 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.396,RCNNAcc=0.904,RCNNL1Loss=1.264 [Epoch 0][Batch 13099], Speed: 7.020 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.396,RCNNAcc=0.904,RCNNL1Loss=1.263 [Epoch 0][Batch 13199], Speed: 7.087 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.396,RCNNAcc=0.904,RCNNL1Loss=1.261 [Epoch 0][Batch 13299], Speed: 7.081 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.259 [Epoch 0][Batch 13399], Speed: 7.095 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.258 [Epoch 0][Batch 13499], Speed: 7.019 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.256 [Epoch 0][Batch 13599], Speed: 7.043 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.254 [Epoch 0][Batch 13699], Speed: 7.001 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.253 [Epoch 0][Batch 13799], Speed: 7.075 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.251 [Epoch 0][Batch 13899], Speed: 7.053 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.904,RCNNL1Loss=1.250 [Epoch 0][Batch 13999], Speed: 7.043 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.904,RCNNL1Loss=1.248 [Epoch 0][Batch 14099], Speed: 7.064 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.904,RCNNL1Loss=1.246 [Epoch 0][Batch 14199], Speed: 7.094 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.904,RCNNL1Loss=1.245 [Epoch 0][Batch 14299], Speed: 7.072 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.904,RCNNL1Loss=1.244 [Epoch 0][Batch 14399], Speed: 7.017 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.904,RCNNL1Loss=1.242 [Epoch 0][Batch 14499], Speed: 7.033 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.163,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.904,RCNNL1Loss=1.241 [Epoch 0][Batch 14599], Speed: 7.111 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.163,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.905,RCNNL1Loss=1.240 [Epoch 0] Training cost: 16633.418, RPN_Conf=0.059,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.163 [Epoch 0] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0000_0.0000.params [Epoch 1][Batch 99], Speed: 6.718 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.905,RCNNL1Loss=1.237 [Epoch 1][Batch 199], Speed: 7.060 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.144,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.905,RCNNL1Loss=1.235 [Epoch 1][Batch 299], Speed: 7.038 samples/sec, RPN_Conf=0.048,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.905,RCNNL1Loss=1.234 [Epoch 1][Batch 399], Speed: 7.074 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.141,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.232 [Epoch 1][Batch 499], Speed: 7.062 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.139,RPNAcc=0.977,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.230 [Epoch 1][Batch 599], Speed: 7.083 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.229 [Epoch 1][Batch 699], Speed: 7.034 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.228 [Epoch 1][Batch 799], Speed: 7.033 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.226 [Epoch 1][Batch 899], Speed: 7.000 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.225 [Epoch 1][Batch 999], Speed: 7.051 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.223 [Epoch 1][Batch 1099], Speed: 7.096 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.222 [Epoch 1][Batch 1199], Speed: 7.070 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.220 [Epoch 1][Batch 1299], Speed: 7.108 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.905,RCNNL1Loss=1.219 [Epoch 1][Batch 1399], Speed: 7.045 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.905,RCNNL1Loss=1.217 [Epoch 1][Batch 1499], Speed: 7.069 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.905,RCNNL1Loss=1.216 [Epoch 1][Batch 1599], Speed: 7.050 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.905,RCNNL1Loss=1.215 [Epoch 1][Batch 1699], Speed: 7.099 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.905,RCNNL1Loss=1.213 [Epoch 1][Batch 1799], Speed: 7.117 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.906,RCNNL1Loss=1.212 [Epoch 1][Batch 1899], Speed: 7.006 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.211 [Epoch 1][Batch 1999], Speed: 6.997 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.209 [Epoch 1][Batch 2099], Speed: 7.043 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.208 [Epoch 1][Batch 2199], Speed: 7.053 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.206 [Epoch 1][Batch 2299], Speed: 7.042 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.205 [Epoch 1][Batch 2399], Speed: 7.055 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.204 [Epoch 1][Batch 2499], Speed: 7.008 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.203 [Epoch 1][Batch 2599], Speed: 7.063 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.201 [Epoch 1][Batch 2699], Speed: 7.012 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.200 [Epoch 1][Batch 2799], Speed: 7.016 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.198 [Epoch 1][Batch 2899], Speed: 7.003 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.197 [Epoch 1][Batch 2999], Speed: 7.043 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.196 [Epoch 1][Batch 3099], Speed: 7.092 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.195 [Epoch 1][Batch 3199], Speed: 7.031 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.193 [Epoch 1][Batch 3299], Speed: 7.063 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.906,RCNNL1Loss=1.192 [Epoch 1][Batch 3399], Speed: 7.074 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.906,RCNNL1Loss=1.191 [Epoch 1][Batch 3499], Speed: 7.042 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.906,RCNNL1Loss=1.190 [Epoch 1][Batch 3599], Speed: 7.000 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.906,RCNNL1Loss=1.189 [Epoch 1][Batch 3699], Speed: 7.013 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.379,RCNNAcc=0.906,RCNNL1Loss=1.188 [Epoch 1][Batch 3799], Speed: 7.048 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.187 [Epoch 1][Batch 3899], Speed: 7.032 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.185 [Epoch 1][Batch 3999], Speed: 7.060 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.184 [Epoch 1][Batch 4099], Speed: 6.974 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.183 [Epoch 1][Batch 4199], Speed: 7.053 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.182 [Epoch 1][Batch 4299], Speed: 7.064 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.181 [Epoch 1][Batch 4399], Speed: 7.074 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.180 [Epoch 1][Batch 4499], Speed: 7.037 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.178 [Epoch 1][Batch 4599], Speed: 7.090 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.177 [Epoch 1][Batch 4699], Speed: 7.018 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.176 [Epoch 1][Batch 4799], Speed: 7.102 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.175 [Epoch 1][Batch 4899], Speed: 7.086 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.174 [Epoch 1][Batch 4999], Speed: 7.046 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.173 [Epoch 1][Batch 5099], Speed: 7.016 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.172 [Epoch 1][Batch 5199], Speed: 7.045 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.171 [Epoch 1][Batch 5299], Speed: 7.003 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.170 [Epoch 1][Batch 5399], Speed: 7.038 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.169 [Epoch 1][Batch 5499], Speed: 7.057 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.169 [Epoch 1][Batch 5599], Speed: 6.974 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.907,RCNNL1Loss=1.168 [Epoch 1][Batch 5699], Speed: 7.049 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.907,RCNNL1Loss=1.167 [Epoch 1][Batch 5799], Speed: 7.141 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.907,RCNNL1Loss=1.166 [Epoch 1][Batch 5899], Speed: 7.083 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.907,RCNNL1Loss=1.164 [Epoch 1][Batch 5999], Speed: 7.087 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.907,RCNNL1Loss=1.163 [Epoch 1][Batch 6099], Speed: 7.012 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.907,RCNNL1Loss=1.163 [Epoch 1][Batch 6199], Speed: 7.066 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.162 [Epoch 1][Batch 6299], Speed: 7.078 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.161 [Epoch 1][Batch 6399], Speed: 7.023 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.160 [Epoch 1][Batch 6499], Speed: 6.984 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.159 [Epoch 1][Batch 6599], Speed: 6.981 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.158 [Epoch 1][Batch 6699], Speed: 7.026 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.157 [Epoch 1][Batch 6799], Speed: 7.097 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.156 [Epoch 1][Batch 6899], Speed: 6.993 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.155 [Epoch 1][Batch 6999], Speed: 7.064 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.154 [Epoch 1][Batch 7099], Speed: 7.031 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.153 [Epoch 1][Batch 7199], Speed: 7.109 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.152 [Epoch 1][Batch 7299], Speed: 7.093 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.152 [Epoch 1][Batch 7399], Speed: 7.023 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.151 [Epoch 1][Batch 7499], Speed: 7.036 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.150 [Epoch 1][Batch 7599], Speed: 7.052 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.149 [Epoch 1][Batch 7699], Speed: 6.996 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.148 [Epoch 1][Batch 7799], Speed: 6.980 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.148 [Epoch 1][Batch 7899], Speed: 7.017 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.147 [Epoch 1][Batch 7999], Speed: 7.101 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.146 [Epoch 1][Batch 8099], Speed: 7.000 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.145 [Epoch 1][Batch 8199], Speed: 7.087 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.144 [Epoch 1][Batch 8299], Speed: 7.088 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.143 [Epoch 1][Batch 8399], Speed: 7.032 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.143 [Epoch 1][Batch 8499], Speed: 7.027 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.142 [Epoch 1][Batch 8599], Speed: 7.040 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.908,RCNNL1Loss=1.141 [Epoch 1][Batch 8699], Speed: 7.075 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.908,RCNNL1Loss=1.140 [Epoch 1][Batch 8799], Speed: 7.015 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.908,RCNNL1Loss=1.139 [Epoch 1][Batch 8899], Speed: 7.084 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.908,RCNNL1Loss=1.138 [Epoch 1][Batch 8999], Speed: 6.967 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.908,RCNNL1Loss=1.137 [Epoch 1][Batch 9099], Speed: 7.016 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.137 [Epoch 1][Batch 9199], Speed: 7.006 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.136 [Epoch 1][Batch 9299], Speed: 7.006 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.135 [Epoch 1][Batch 9399], Speed: 7.058 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.134 [Epoch 1][Batch 9499], Speed: 7.032 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.133 [Epoch 1][Batch 9599], Speed: 7.085 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.133 [Epoch 1][Batch 9699], Speed: 7.045 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.132 [Epoch 1][Batch 9799], Speed: 6.995 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.131 [Epoch 1][Batch 9899], Speed: 7.012 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.130 [Epoch 1][Batch 9999], Speed: 7.117 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.130 [Epoch 1][Batch 10099], Speed: 7.022 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.129 [Epoch 1][Batch 10199], Speed: 7.035 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.128 [Epoch 1][Batch 10299], Speed: 7.078 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.128 [Epoch 1][Batch 10399], Speed: 7.014 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.127 [Epoch 1][Batch 10499], Speed: 7.027 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.126 [Epoch 1][Batch 10599], Speed: 7.058 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.125 [Epoch 1][Batch 10699], Speed: 7.021 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.125 [Epoch 1][Batch 10799], Speed: 7.088 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.124 [Epoch 1][Batch 10899], Speed: 7.053 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.123 [Epoch 1][Batch 10999], Speed: 7.096 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.122 [Epoch 1][Batch 11099], Speed: 6.992 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.122 [Epoch 1][Batch 11199], Speed: 7.067 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.121 [Epoch 1][Batch 11299], Speed: 7.067 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.120 [Epoch 1][Batch 11399], Speed: 7.012 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.119 [Epoch 1][Batch 11499], Speed: 7.059 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.119 [Epoch 1][Batch 11599], Speed: 7.036 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.118 [Epoch 1][Batch 11699], Speed: 7.041 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.117 [Epoch 1][Batch 11799], Speed: 7.032 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.117 [Epoch 1][Batch 11899], Speed: 6.981 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.909,RCNNL1Loss=1.116 [Epoch 1][Batch 11999], Speed: 7.048 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.909,RCNNL1Loss=1.115 [Epoch 1][Batch 12099], Speed: 7.015 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.909,RCNNL1Loss=1.115 [Epoch 1][Batch 12199], Speed: 7.025 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.909,RCNNL1Loss=1.114 [Epoch 1][Batch 12299], Speed: 7.001 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.909,RCNNL1Loss=1.113 [Epoch 1][Batch 12399], Speed: 6.974 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.113 [Epoch 1][Batch 12499], Speed: 6.982 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.112 [Epoch 1][Batch 12599], Speed: 7.000 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.111 [Epoch 1][Batch 12699], Speed: 7.022 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.111 [Epoch 1][Batch 12799], Speed: 6.993 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.110 [Epoch 1][Batch 12899], Speed: 7.042 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.109 [Epoch 1][Batch 12999], Speed: 7.029 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.109 [Epoch 1][Batch 13099], Speed: 6.983 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.108 [Epoch 1][Batch 13199], Speed: 7.030 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.108 [Epoch 1][Batch 13299], Speed: 7.059 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.107 [Epoch 1][Batch 13399], Speed: 7.057 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.106 [Epoch 1][Batch 13499], Speed: 7.051 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.106 [Epoch 1][Batch 13599], Speed: 7.008 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.105 [Epoch 1][Batch 13699], Speed: 6.992 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.105 [Epoch 1][Batch 13799], Speed: 7.005 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.104 [Epoch 1][Batch 13899], Speed: 7.036 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.103 [Epoch 1][Batch 13999], Speed: 6.965 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.103 [Epoch 1][Batch 14099], Speed: 7.080 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.102 [Epoch 1][Batch 14199], Speed: 7.056 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.101 [Epoch 1][Batch 14299], Speed: 6.954 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.101 [Epoch 1][Batch 14399], Speed: 6.968 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.100 [Epoch 1][Batch 14499], Speed: 7.045 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.100 [Epoch 1][Batch 14599], Speed: 7.008 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.099 [Epoch 1] Training cost: 16664.504, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135 [Epoch 1] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.268 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.161 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.298 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.318 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.248 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.412 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.436 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 ] = 0.479 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.531 person=44.6 bicycle=17.4 car=34.8 motorcycle=27.2 airplane=41.4 bus=47.6 train=43.0 truck=20.7 boat=15.8 traffic light=20.0 fire hydrant=51.6 stop sign=54.3 parking meter=19.1 bench=13.5 bird=22.8 cat=45.8 dog=42.1 horse=35.9 sheep=30.9 cow=28.3 elephant=39.4 bear=46.2 zebra=51.9 giraffe=54.5 backpack=9.0 umbrella=22.6 handbag=7.3 tie=18.2 suitcase=16.3 frisbee=50.2 skis=9.7 snowboard=15.2 sports ball=35.1 kite=27.5 baseball bat=13.9 baseball glove=24.9 skateboard=33.2 surfboard=21.7 tennis racket=35.7 bottle=31.4 wine glass=28.9 cup=31.9 fork=12.2 knife=6.8 spoon=7.1 bowl=31.7 banana=13.0 apple=13.8 sandwich=17.1 orange=22.9 broccoli=13.8 carrot=8.9 hot dog=15.4 pizza=33.1 donut=26.4 cake=20.8 chair=16.3 couch=23.6 potted plant=16.0 bed=23.9 dining table=16.8 toilet=37.6 tv=40.8 laptop=41.6 mouse=46.1 remote=17.2 keyboard=30.0 cell phone=21.9 microwave=29.7 oven=17.4 toaster=14.0 sink=23.6 refrigerator=27.8 book=7.1 clock=44.5 vase=22.5 scissors=4.1 teddy bear=31.0 hair drier=0.0 toothbrush=5.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =26.0 [Epoch 1] mAP 26.0 higher than current best [0] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 1] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0001_26.0000.params [Epoch 2][Batch 99], Speed: 6.617 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.134,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.098 [Epoch 2][Batch 199], Speed: 7.016 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.098 [Epoch 2][Batch 299], Speed: 7.014 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.097 [Epoch 2][Batch 399], Speed: 7.094 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.096 [Epoch 2][Batch 499], Speed: 7.014 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.980,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.095 [Epoch 2][Batch 599], Speed: 6.987 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.095 [Epoch 2][Batch 699], Speed: 7.086 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.094 [Epoch 2][Batch 799], Speed: 6.975 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.094 [Epoch 2][Batch 899], Speed: 7.013 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.093 [Epoch 2][Batch 999], Speed: 7.027 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.092 [Epoch 2][Batch 1099], Speed: 7.083 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.092 [Epoch 2][Batch 1199], Speed: 7.049 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.091 [Epoch 2][Batch 1299], Speed: 7.023 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.910,RCNNL1Loss=1.091 [Epoch 2][Batch 1399], Speed: 7.031 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.090 [Epoch 2][Batch 1499], Speed: 7.119 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.089 [Epoch 2][Batch 1599], Speed: 7.045 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.089 [Epoch 2][Batch 1699], Speed: 7.085 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.088 [Epoch 2][Batch 1799], Speed: 7.057 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.087 [Epoch 2][Batch 1899], Speed: 7.039 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.087 [Epoch 2][Batch 1999], Speed: 7.083 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.086 [Epoch 2][Batch 2099], Speed: 7.025 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.086 [Epoch 2][Batch 2199], Speed: 7.090 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.085 [Epoch 2][Batch 2299], Speed: 7.043 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.084 [Epoch 2][Batch 2399], Speed: 7.053 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.084 [Epoch 2][Batch 2499], Speed: 6.999 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.083 [Epoch 2][Batch 2599], Speed: 7.041 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.083 [Epoch 2][Batch 2699], Speed: 7.014 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.082 [Epoch 2][Batch 2799], Speed: 7.017 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.082 [Epoch 2][Batch 2899], Speed: 7.047 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.081 [Epoch 2][Batch 2999], Speed: 6.980 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.080 [Epoch 2][Batch 3099], Speed: 6.994 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.080 [Epoch 2][Batch 3199], Speed: 6.936 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.079 [Epoch 2][Batch 3299], Speed: 7.060 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.079 [Epoch 2][Batch 3399], Speed: 6.975 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.078 [Epoch 2][Batch 3499], Speed: 7.060 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.078 [Epoch 2][Batch 3599], Speed: 7.018 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.077 [Epoch 2][Batch 3699], Speed: 7.099 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.077 [Epoch 2][Batch 3799], Speed: 7.044 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.076 [Epoch 2][Batch 3899], Speed: 6.996 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.075 [Epoch 2][Batch 3999], Speed: 7.091 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.075 [Epoch 2][Batch 4099], Speed: 7.042 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.074 [Epoch 2][Batch 4199], Speed: 7.025 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.074 [Epoch 2][Batch 4299], Speed: 7.037 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.073 [Epoch 2][Batch 4399], Speed: 7.025 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.073 [Epoch 2][Batch 4499], Speed: 7.105 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.072 [Epoch 2][Batch 4599], Speed: 7.035 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.072 [Epoch 2][Batch 4699], Speed: 6.991 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.911,RCNNL1Loss=1.071 [Epoch 2][Batch 4799], Speed: 7.061 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.911,RCNNL1Loss=1.071 [Epoch 2][Batch 4899], Speed: 6.990 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.911,RCNNL1Loss=1.070 [Epoch 2][Batch 4999], Speed: 6.991 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.070 [Epoch 2][Batch 5099], Speed: 7.040 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.069 [Epoch 2][Batch 5199], Speed: 7.089 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.069 [Epoch 2][Batch 5299], Speed: 7.050 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.068 [Epoch 2][Batch 5399], Speed: 7.111 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.068 [Epoch 2][Batch 5499], Speed: 7.018 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.067 [Epoch 2][Batch 5599], Speed: 7.013 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.066 [Epoch 2][Batch 5699], Speed: 7.024 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.066 [Epoch 2][Batch 5799], Speed: 6.994 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.065 [Epoch 2][Batch 5899], Speed: 7.040 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.065 [Epoch 2][Batch 5999], Speed: 7.002 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.064 [Epoch 2][Batch 6099], Speed: 7.057 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.064 [Epoch 2][Batch 6199], Speed: 7.072 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.063 [Epoch 2][Batch 6299], Speed: 7.028 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.063 [Epoch 2][Batch 6399], Speed: 7.030 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.062 [Epoch 2][Batch 6499], Speed: 7.053 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.062 [Epoch 2][Batch 6599], Speed: 7.069 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.061 [Epoch 2][Batch 6699], Speed: 7.000 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.061 [Epoch 2][Batch 6799], Speed: 7.048 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.061 [Epoch 2][Batch 6899], Speed: 7.008 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.060 [Epoch 2][Batch 6999], Speed: 6.996 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.060 [Epoch 2][Batch 7099], Speed: 7.041 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.059 [Epoch 2][Batch 7199], Speed: 7.065 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.059 [Epoch 2][Batch 7299], Speed: 7.035 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.058 [Epoch 2][Batch 7399], Speed: 7.092 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.058 [Epoch 2][Batch 7499], Speed: 6.961 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.057 [Epoch 2][Batch 7599], Speed: 6.954 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.057 [Epoch 2][Batch 7699], Speed: 7.033 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.056 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='resnet101_v1d', no_mixup_epochs=20, norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='faster_rcnn_fpn_resnet101_v1d_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=True, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['P2_conv_lat_weight', 'P2_conv_lat_bias', 'resnetv1d_layers2_conv0_weight', 'resnetv1d_layers2_conv1_weight', 'resnetv1d_layers2_conv2_weight', 'resnetv1d_down2_conv0_weight', 'resnetv1d_layers2_conv3_weight', 'resnetv1d_layers2_conv4_weight', 'resnetv1d_layers2_conv5_weight', 'resnetv1d_layers2_conv6_weight', 'resnetv1d_layers2_conv7_weight', 'resnetv1d_layers2_conv8_weight', 'resnetv1d_layers2_conv9_weight', 'resnetv1d_layers2_conv10_weight', 'resnetv1d_layers2_conv11_weight', 'P3_conv_lat_weight', 'P3_conv_lat_bias', 'resnetv1d_layers3_conv0_weight', 'resnetv1d_layers3_conv1_weight', 'resnetv1d_layers3_conv2_weight', 'resnetv1d_down3_conv0_weight', 'resnetv1d_layers3_conv3_weight', 'resnetv1d_layers3_conv4_weight', 'resnetv1d_layers3_conv5_weight', 'resnetv1d_layers3_conv6_weight', 'resnetv1d_layers3_conv7_weight', 'resnetv1d_layers3_conv8_weight', 'resnetv1d_layers3_conv9_weight', 'resnetv1d_layers3_conv10_weight', 'resnetv1d_layers3_conv11_weight', 'resnetv1d_layers3_conv12_weight', 'resnetv1d_layers3_conv13_weight', 'resnetv1d_layers3_conv14_weight', 'resnetv1d_layers3_conv15_weight', 'resnetv1d_layers3_conv16_weight', 'resnetv1d_layers3_conv17_weight', 'resnetv1d_layers3_conv18_weight', 'resnetv1d_layers3_conv19_weight', 'resnetv1d_layers3_conv20_weight', 'resnetv1d_layers3_conv21_weight', 'resnetv1d_layers3_conv22_weight', 'resnetv1d_layers3_conv23_weight', 'resnetv1d_layers3_conv24_weight', 'resnetv1d_layers3_conv25_weight', 'resnetv1d_layers3_conv26_weight', 'resnetv1d_layers3_conv27_weight', 'resnetv1d_layers3_conv28_weight', 'resnetv1d_layers3_conv29_weight', 'resnetv1d_layers3_conv30_weight', 'resnetv1d_layers3_conv31_weight', 'resnetv1d_layers3_conv32_weight', 'resnetv1d_layers3_conv33_weight', 'resnetv1d_layers3_conv34_weight', 'resnetv1d_layers3_conv35_weight', 'resnetv1d_layers3_conv36_weight', 'resnetv1d_layers3_conv37_weight', 'resnetv1d_layers3_conv38_weight', 'resnetv1d_layers3_conv39_weight', 'resnetv1d_layers3_conv40_weight', 'resnetv1d_layers3_conv41_weight', 'resnetv1d_layers3_conv42_weight', 'resnetv1d_layers3_conv43_weight', 'resnetv1d_layers3_conv44_weight', 'resnetv1d_layers3_conv45_weight', 'resnetv1d_layers3_conv46_weight', 'resnetv1d_layers3_conv47_weight', 'resnetv1d_layers3_conv48_weight', 'resnetv1d_layers3_conv49_weight', 'resnetv1d_layers3_conv50_weight', 'resnetv1d_layers3_conv51_weight', 'resnetv1d_layers3_conv52_weight', 'resnetv1d_layers3_conv53_weight', 'resnetv1d_layers3_conv54_weight', 'resnetv1d_layers3_conv55_weight', 'resnetv1d_layers3_conv56_weight', 'resnetv1d_layers3_conv57_weight', 'resnetv1d_layers3_conv58_weight', 'resnetv1d_layers3_conv59_weight', 'resnetv1d_layers3_conv60_weight', 'resnetv1d_layers3_conv61_weight', 'resnetv1d_layers3_conv62_weight', 'resnetv1d_layers3_conv63_weight', 'resnetv1d_layers3_conv64_weight', 'resnetv1d_layers3_conv65_weight', 'resnetv1d_layers3_conv66_weight', 'resnetv1d_layers3_conv67_weight', 'resnetv1d_layers3_conv68_weight', 'P4_conv_lat_weight', 'P4_conv_lat_bias', 'resnetv1d_layers4_conv0_weight', 'resnetv1d_layers4_conv1_weight', 'resnetv1d_layers4_conv2_weight', 'resnetv1d_down4_conv0_weight', 'resnetv1d_layers4_conv3_weight', 'resnetv1d_layers4_conv4_weight', 'resnetv1d_layers4_conv5_weight', 'resnetv1d_layers4_conv6_weight', 'resnetv1d_layers4_conv7_weight', 'resnetv1d_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: 6.303 samples/sec, RPN_Conf=0.236,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.129,RPNAcc=0.900,RPNL1Loss=0.691,RCNNAcc=0.929,RCNNL1Loss=2.124 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 7.130 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.507,RCNN_SmoothL1=0.153,RPNAcc=0.923,RPNL1Loss=0.651,RCNNAcc=0.926,RCNNL1Loss=2.203 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 7.206 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.522,RCNN_SmoothL1=0.174,RPNAcc=0.933,RPNL1Loss=0.621,RCNNAcc=0.920,RCNNL1Loss=2.248 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 7.182 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.190,RPNAcc=0.940,RPNL1Loss=0.606,RCNNAcc=0.915,RCNNL1Loss=2.264 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 7.198 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.200,RPNAcc=0.945,RPNL1Loss=0.590,RCNNAcc=0.911,RCNNL1Loss=2.256 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 7.230 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.206,RPNAcc=0.948,RPNL1Loss=0.580,RCNNAcc=0.909,RCNNL1Loss=2.236 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 7.198 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.211,RPNAcc=0.951,RPNL1Loss=0.572,RCNNAcc=0.907,RCNNL1Loss=2.216 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 7.147 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.215,RPNAcc=0.953,RPNL1Loss=0.563,RCNNAcc=0.905,RCNNL1Loss=2.191 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 7.216 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.216,RPNAcc=0.955,RPNL1Loss=0.555,RCNNAcc=0.904,RCNNL1Loss=2.166 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 7.169 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.546,RCNN_SmoothL1=0.217,RPNAcc=0.956,RPNL1Loss=0.549,RCNNAcc=0.903,RCNNL1Loss=2.137 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 7.195 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.217,RPNAcc=0.958,RPNL1Loss=0.543,RCNNAcc=0.902,RCNNL1Loss=2.109 [Epoch 0][Batch 1199], Speed: 7.169 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.218,RPNAcc=0.959,RPNL1Loss=0.535,RCNNAcc=0.901,RCNNL1Loss=2.076 [Epoch 0][Batch 1299], Speed: 7.228 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.218,RPNAcc=0.959,RPNL1Loss=0.532,RCNNAcc=0.900,RCNNL1Loss=2.047 [Epoch 0][Batch 1399], Speed: 7.175 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.218,RPNAcc=0.960,RPNL1Loss=0.527,RCNNAcc=0.899,RCNNL1Loss=2.019 [Epoch 0][Batch 1499], Speed: 7.182 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.535,RCNN_SmoothL1=0.216,RPNAcc=0.961,RPNL1Loss=0.522,RCNNAcc=0.899,RCNNL1Loss=1.990 [Epoch 0][Batch 1599], Speed: 7.164 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.215,RPNAcc=0.961,RPNL1Loss=0.519,RCNNAcc=0.899,RCNNL1Loss=1.964 [Epoch 0][Batch 1699], Speed: 7.191 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.062,RCNN_CrossEntropy=0.525,RCNN_SmoothL1=0.214,RPNAcc=0.962,RPNL1Loss=0.514,RCNNAcc=0.899,RCNNL1Loss=1.941 [Epoch 0][Batch 1799], Speed: 7.174 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.521,RCNN_SmoothL1=0.212,RPNAcc=0.963,RPNL1Loss=0.510,RCNNAcc=0.899,RCNNL1Loss=1.916 [Epoch 0][Batch 1899], Speed: 7.237 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.061,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.211,RPNAcc=0.963,RPNL1Loss=0.507,RCNNAcc=0.899,RCNNL1Loss=1.892 [Epoch 0][Batch 1999], Speed: 7.177 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.210,RPNAcc=0.964,RPNL1Loss=0.504,RCNNAcc=0.898,RCNNL1Loss=1.869 [Epoch 0][Batch 2099], Speed: 7.149 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.209,RPNAcc=0.964,RPNL1Loss=0.501,RCNNAcc=0.898,RCNNL1Loss=1.849 [Epoch 0][Batch 2199], Speed: 7.180 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.207,RPNAcc=0.965,RPNL1Loss=0.499,RCNNAcc=0.898,RCNNL1Loss=1.830 [Epoch 0][Batch 2299], Speed: 7.189 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.207,RPNAcc=0.965,RPNL1Loss=0.496,RCNNAcc=0.898,RCNNL1Loss=1.813 [Epoch 0][Batch 2399], Speed: 7.183 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.205,RPNAcc=0.965,RPNL1Loss=0.493,RCNNAcc=0.898,RCNNL1Loss=1.796 [Epoch 0][Batch 2499], Speed: 7.171 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.495,RCNN_SmoothL1=0.204,RPNAcc=0.966,RPNL1Loss=0.491,RCNNAcc=0.898,RCNNL1Loss=1.780 [Epoch 0][Batch 2599], Speed: 7.158 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.203,RPNAcc=0.966,RPNL1Loss=0.489,RCNNAcc=0.898,RCNNL1Loss=1.764 [Epoch 0][Batch 2699], Speed: 7.166 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.202,RPNAcc=0.967,RPNL1Loss=0.486,RCNNAcc=0.898,RCNNL1Loss=1.747 [Epoch 0][Batch 2799], Speed: 7.162 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.201,RPNAcc=0.967,RPNL1Loss=0.484,RCNNAcc=0.898,RCNNL1Loss=1.734 [Epoch 0][Batch 2899], Speed: 7.247 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.201,RPNAcc=0.967,RPNL1Loss=0.481,RCNNAcc=0.898,RCNNL1Loss=1.720 [Epoch 0][Batch 2999], Speed: 7.230 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.200,RPNAcc=0.967,RPNL1Loss=0.479,RCNNAcc=0.898,RCNNL1Loss=1.707 [Epoch 0][Batch 3099], Speed: 7.105 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.199,RPNAcc=0.968,RPNL1Loss=0.477,RCNNAcc=0.898,RCNNL1Loss=1.694 [Epoch 0][Batch 3199], Speed: 7.176 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.475,RCNN_SmoothL1=0.198,RPNAcc=0.968,RPNL1Loss=0.475,RCNNAcc=0.898,RCNNL1Loss=1.682 [Epoch 0][Batch 3299], Speed: 7.169 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.472,RCNN_SmoothL1=0.198,RPNAcc=0.968,RPNL1Loss=0.473,RCNNAcc=0.898,RCNNL1Loss=1.670 [Epoch 0][Batch 3399], Speed: 6.810 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.470,RCNN_SmoothL1=0.197,RPNAcc=0.968,RPNL1Loss=0.471,RCNNAcc=0.898,RCNNL1Loss=1.659 [Epoch 0][Batch 3499], Speed: 7.206 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.467,RCNN_SmoothL1=0.196,RPNAcc=0.969,RPNL1Loss=0.469,RCNNAcc=0.898,RCNNL1Loss=1.648 [Epoch 0][Batch 3599], Speed: 7.213 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.465,RCNN_SmoothL1=0.196,RPNAcc=0.969,RPNL1Loss=0.467,RCNNAcc=0.898,RCNNL1Loss=1.638 [Epoch 0][Batch 3699], Speed: 7.235 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.463,RCNN_SmoothL1=0.195,RPNAcc=0.969,RPNL1Loss=0.466,RCNNAcc=0.898,RCNNL1Loss=1.628 [Epoch 0][Batch 3799], Speed: 7.164 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.461,RCNN_SmoothL1=0.194,RPNAcc=0.969,RPNL1Loss=0.464,RCNNAcc=0.898,RCNNL1Loss=1.617 [Epoch 0][Batch 3899], Speed: 7.138 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.458,RCNN_SmoothL1=0.193,RPNAcc=0.969,RPNL1Loss=0.462,RCNNAcc=0.898,RCNNL1Loss=1.608 [Epoch 0][Batch 3999], Speed: 7.202 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.456,RCNN_SmoothL1=0.193,RPNAcc=0.970,RPNL1Loss=0.461,RCNNAcc=0.898,RCNNL1Loss=1.599 [Epoch 0][Batch 4099], Speed: 7.194 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.454,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.459,RCNNAcc=0.898,RCNNL1Loss=1.591 [Epoch 0][Batch 4199], Speed: 7.193 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.453,RCNN_SmoothL1=0.192,RPNAcc=0.970,RPNL1Loss=0.458,RCNNAcc=0.898,RCNNL1Loss=1.583 [Epoch 0][Batch 4299], Speed: 7.136 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.450,RCNN_SmoothL1=0.191,RPNAcc=0.970,RPNL1Loss=0.457,RCNNAcc=0.898,RCNNL1Loss=1.576 [Epoch 0][Batch 4399], Speed: 7.145 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.448,RCNN_SmoothL1=0.191,RPNAcc=0.970,RPNL1Loss=0.455,RCNNAcc=0.898,RCNNL1Loss=1.568 [Epoch 0][Batch 4499], Speed: 7.180 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.447,RCNN_SmoothL1=0.190,RPNAcc=0.971,RPNL1Loss=0.454,RCNNAcc=0.898,RCNNL1Loss=1.560 [Epoch 0][Batch 4599], Speed: 7.210 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.445,RCNN_SmoothL1=0.190,RPNAcc=0.971,RPNL1Loss=0.453,RCNNAcc=0.898,RCNNL1Loss=1.554 [Epoch 0][Batch 4699], Speed: 7.167 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.452,RCNNAcc=0.898,RCNNL1Loss=1.547 [Epoch 0][Batch 4799], Speed: 7.104 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.442,RCNN_SmoothL1=0.189,RPNAcc=0.971,RPNL1Loss=0.450,RCNNAcc=0.898,RCNNL1Loss=1.540 [Epoch 0][Batch 4899], Speed: 7.190 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.188,RPNAcc=0.971,RPNL1Loss=0.449,RCNNAcc=0.898,RCNNL1Loss=1.533 [Epoch 0][Batch 4999], Speed: 7.191 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.188,RPNAcc=0.971,RPNL1Loss=0.448,RCNNAcc=0.899,RCNNL1Loss=1.526 [Epoch 0][Batch 5099], Speed: 7.142 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.187,RPNAcc=0.971,RPNL1Loss=0.447,RCNNAcc=0.899,RCNNL1Loss=1.519 [Epoch 0][Batch 5199], Speed: 7.172 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.186,RPNAcc=0.972,RPNL1Loss=0.446,RCNNAcc=0.899,RCNNL1Loss=1.514 [Epoch 0][Batch 5299], Speed: 7.240 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.186,RPNAcc=0.972,RPNL1Loss=0.445,RCNNAcc=0.899,RCNNL1Loss=1.508 [Epoch 0][Batch 5399], Speed: 7.190 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.186,RPNAcc=0.972,RPNL1Loss=0.444,RCNNAcc=0.899,RCNNL1Loss=1.502 [Epoch 0][Batch 5499], Speed: 7.185 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.443,RCNNAcc=0.899,RCNNL1Loss=1.496 [Epoch 0][Batch 5599], Speed: 7.209 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.185,RPNAcc=0.972,RPNL1Loss=0.442,RCNNAcc=0.899,RCNNL1Loss=1.491 [Epoch 0][Batch 5699], Speed: 7.231 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.441,RCNNAcc=0.899,RCNNL1Loss=1.485 [Epoch 0][Batch 5799], Speed: 7.204 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.184,RPNAcc=0.972,RPNL1Loss=0.440,RCNNAcc=0.899,RCNNL1Loss=1.479 [Epoch 0][Batch 5899], Speed: 7.239 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.425,RCNN_SmoothL1=0.183,RPNAcc=0.972,RPNL1Loss=0.440,RCNNAcc=0.899,RCNNL1Loss=1.474 [Epoch 0][Batch 5999], Speed: 7.186 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.424,RCNN_SmoothL1=0.183,RPNAcc=0.973,RPNL1Loss=0.438,RCNNAcc=0.899,RCNNL1Loss=1.469 [Epoch 0][Batch 6099], Speed: 7.214 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.183,RPNAcc=0.973,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.464 [Epoch 0][Batch 6199], Speed: 7.145 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.182,RPNAcc=0.973,RPNL1Loss=0.437,RCNNAcc=0.900,RCNNL1Loss=1.459 [Epoch 0][Batch 6299], Speed: 7.172 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.182,RPNAcc=0.973,RPNL1Loss=0.436,RCNNAcc=0.900,RCNNL1Loss=1.455 [Epoch 0][Batch 6399], Speed: 7.241 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.435,RCNNAcc=0.900,RCNNL1Loss=1.451 [Epoch 0][Batch 6499], Speed: 7.275 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.434,RCNNAcc=0.900,RCNNL1Loss=1.446 [Epoch 0][Batch 6599], Speed: 7.198 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.181,RPNAcc=0.973,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.441 [Epoch 0][Batch 6699], Speed: 7.166 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.433,RCNNAcc=0.900,RCNNL1Loss=1.437 [Epoch 0][Batch 6799], Speed: 7.181 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.432,RCNNAcc=0.900,RCNNL1Loss=1.433 [Epoch 0][Batch 6899], Speed: 7.224 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.180,RPNAcc=0.973,RPNL1Loss=0.431,RCNNAcc=0.900,RCNNL1Loss=1.429 [Epoch 0][Batch 6999], Speed: 7.192 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.179,RPNAcc=0.974,RPNL1Loss=0.430,RCNNAcc=0.900,RCNNL1Loss=1.425 [Epoch 0][Batch 7099], Speed: 7.248 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.179,RPNAcc=0.974,RPNL1Loss=0.429,RCNNAcc=0.900,RCNNL1Loss=1.421 [Epoch 0][Batch 7199], Speed: 7.204 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.179,RPNAcc=0.974,RPNL1Loss=0.428,RCNNAcc=0.900,RCNNL1Loss=1.417 [Epoch 0][Batch 7299], Speed: 7.162 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.428,RCNNAcc=0.900,RCNNL1Loss=1.414 [Epoch 0][Batch 7399], Speed: 7.218 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.427,RCNNAcc=0.901,RCNNL1Loss=1.410 [Epoch 0][Batch 7499], Speed: 7.219 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.178,RPNAcc=0.974,RPNL1Loss=0.426,RCNNAcc=0.901,RCNNL1Loss=1.407 [Epoch 0][Batch 7599], Speed: 7.208 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.403 [Epoch 0][Batch 7699], Speed: 7.152 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.425,RCNNAcc=0.901,RCNNL1Loss=1.399 [Epoch 0][Batch 7799], Speed: 7.222 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.404,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.424,RCNNAcc=0.901,RCNNL1Loss=1.396 [Epoch 0][Batch 7899], Speed: 7.207 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.403,RCNN_SmoothL1=0.177,RPNAcc=0.974,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.392 [Epoch 0][Batch 7999], Speed: 7.181 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.402,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.423,RCNNAcc=0.901,RCNNL1Loss=1.389 [Epoch 0][Batch 8099], Speed: 7.181 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.422,RCNNAcc=0.901,RCNNL1Loss=1.385 [Epoch 0][Batch 8199], Speed: 7.193 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.176,RPNAcc=0.974,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.382 [Epoch 0][Batch 8299], Speed: 7.205 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.175,RPNAcc=0.975,RPNL1Loss=0.421,RCNNAcc=0.901,RCNNL1Loss=1.378 [Epoch 0][Batch 8399], Speed: 7.246 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.175,RPNAcc=0.975,RPNL1Loss=0.420,RCNNAcc=0.901,RCNNL1Loss=1.375 [Epoch 0][Batch 8499], Speed: 7.210 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.175,RPNAcc=0.975,RPNL1Loss=0.419,RCNNAcc=0.901,RCNNL1Loss=1.373 [Epoch 0][Batch 8599], Speed: 7.277 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.175,RPNAcc=0.975,RPNL1Loss=0.419,RCNNAcc=0.901,RCNNL1Loss=1.370 [Epoch 0][Batch 8699], Speed: 7.147 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.418,RCNNAcc=0.901,RCNNL1Loss=1.367 [Epoch 0][Batch 8799], Speed: 7.212 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.418,RCNNAcc=0.901,RCNNL1Loss=1.364 [Epoch 0][Batch 8899], Speed: 7.136 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.417,RCNNAcc=0.901,RCNNL1Loss=1.361 [Epoch 0][Batch 8999], Speed: 7.190 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.174,RPNAcc=0.975,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.358 [Epoch 0][Batch 9099], Speed: 7.114 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.416,RCNNAcc=0.902,RCNNL1Loss=1.355 [Epoch 0][Batch 9199], Speed: 7.176 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.050,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.352 [Epoch 0][Batch 9299], Speed: 7.228 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.415,RCNNAcc=0.902,RCNNL1Loss=1.349 [Epoch 0][Batch 9399], Speed: 7.188 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.173,RPNAcc=0.975,RPNL1Loss=0.414,RCNNAcc=0.902,RCNNL1Loss=1.347 [Epoch 0][Batch 9499], Speed: 7.224 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.344 [Epoch 0][Batch 9599], Speed: 7.242 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.413,RCNNAcc=0.902,RCNNL1Loss=1.341 [Epoch 0][Batch 9699], Speed: 7.183 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.339 [Epoch 0][Batch 9799], Speed: 7.205 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.387,RCNN_SmoothL1=0.172,RPNAcc=0.975,RPNL1Loss=0.412,RCNNAcc=0.902,RCNNL1Loss=1.337 [Epoch 0][Batch 9899], Speed: 7.137 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.334 [Epoch 0][Batch 9999], Speed: 7.217 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.386,RCNN_SmoothL1=0.171,RPNAcc=0.975,RPNL1Loss=0.411,RCNNAcc=0.902,RCNNL1Loss=1.332 [Epoch 0][Batch 10099], Speed: 7.220 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.385,RCNN_SmoothL1=0.171,RPNAcc=0.976,RPNL1Loss=0.410,RCNNAcc=0.902,RCNNL1Loss=1.329 [Epoch 0][Batch 10199], Speed: 7.196 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.171,RPNAcc=0.976,RPNL1Loss=0.410,RCNNAcc=0.902,RCNNL1Loss=1.327 [Epoch 0][Batch 10299], Speed: 7.209 samples/sec, RPN_Conf=0.064,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.171,RPNAcc=0.976,RPNL1Loss=0.409,RCNNAcc=0.902,RCNNL1Loss=1.324 [Epoch 0][Batch 10399], Speed: 7.247 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.409,RCNNAcc=0.902,RCNNL1Loss=1.322 [Epoch 0][Batch 10499], Speed: 7.208 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.383,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.408,RCNNAcc=0.902,RCNNL1Loss=1.319 [Epoch 0][Batch 10599], Speed: 7.212 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.382,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.408,RCNNAcc=0.903,RCNNL1Loss=1.317 [Epoch 0][Batch 10699], Speed: 7.209 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.049,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.315 [Epoch 0][Batch 10799], Speed: 7.189 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.381,RCNN_SmoothL1=0.170,RPNAcc=0.976,RPNL1Loss=0.407,RCNNAcc=0.903,RCNNL1Loss=1.312 [Epoch 0][Batch 10899], Speed: 7.215 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.380,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.310 [Epoch 0][Batch 10999], Speed: 7.258 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.406,RCNNAcc=0.903,RCNNL1Loss=1.308 [Epoch 0][Batch 11099], Speed: 7.154 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.379,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.306 [Epoch 0][Batch 11199], Speed: 7.176 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.405,RCNNAcc=0.903,RCNNL1Loss=1.303 [Epoch 0][Batch 11299], Speed: 7.239 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.404,RCNNAcc=0.903,RCNNL1Loss=1.301 [Epoch 0][Batch 11399], Speed: 7.179 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.169,RPNAcc=0.976,RPNL1Loss=0.404,RCNNAcc=0.903,RCNNL1Loss=1.299 [Epoch 0][Batch 11499], Speed: 7.234 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.403,RCNNAcc=0.903,RCNNL1Loss=1.297 [Epoch 0][Batch 11599], Speed: 7.301 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.403,RCNNAcc=0.903,RCNNL1Loss=1.295 [Epoch 0][Batch 11699], Speed: 7.191 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.403,RCNNAcc=0.903,RCNNL1Loss=1.293 [Epoch 0][Batch 11799], Speed: 7.185 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.402,RCNNAcc=0.903,RCNNL1Loss=1.291 [Epoch 0][Batch 11899], Speed: 7.260 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.168,RPNAcc=0.976,RPNL1Loss=0.402,RCNNAcc=0.903,RCNNL1Loss=1.289 [Epoch 0][Batch 11999], Speed: 7.217 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.287 [Epoch 0][Batch 12099], Speed: 7.186 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.285 [Epoch 0][Batch 12199], Speed: 7.190 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.167,RPNAcc=0.976,RPNL1Loss=0.401,RCNNAcc=0.903,RCNNL1Loss=1.283 [Epoch 0][Batch 12299], Speed: 7.217 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.167,RPNAcc=0.977,RPNL1Loss=0.400,RCNNAcc=0.903,RCNNL1Loss=1.281 [Epoch 0][Batch 12399], Speed: 7.190 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.167,RPNAcc=0.977,RPNL1Loss=0.400,RCNNAcc=0.904,RCNNL1Loss=1.279 [Epoch 0][Batch 12499], Speed: 7.241 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.167,RPNAcc=0.977,RPNL1Loss=0.399,RCNNAcc=0.904,RCNNL1Loss=1.277 [Epoch 0][Batch 12599], Speed: 7.196 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.399,RCNNAcc=0.904,RCNNL1Loss=1.275 [Epoch 0][Batch 12699], Speed: 7.211 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.904,RCNNL1Loss=1.273 [Epoch 0][Batch 12799], Speed: 7.220 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.048,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.904,RCNNL1Loss=1.272 [Epoch 0][Batch 12899], Speed: 7.246 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.398,RCNNAcc=0.904,RCNNL1Loss=1.270 [Epoch 0][Batch 12999], Speed: 7.210 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.166,RPNAcc=0.977,RPNL1Loss=0.397,RCNNAcc=0.904,RCNNL1Loss=1.268 [Epoch 0][Batch 13099], Speed: 7.202 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.397,RCNNAcc=0.904,RCNNL1Loss=1.267 [Epoch 0][Batch 13199], Speed: 7.204 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.397,RCNNAcc=0.904,RCNNL1Loss=1.265 [Epoch 0][Batch 13299], Speed: 7.260 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.396,RCNNAcc=0.904,RCNNL1Loss=1.263 [Epoch 0][Batch 13399], Speed: 7.158 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.396,RCNNAcc=0.904,RCNNL1Loss=1.262 [Epoch 0][Batch 13499], Speed: 7.135 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.260 [Epoch 0][Batch 13599], Speed: 7.244 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.258 [Epoch 0][Batch 13699], Speed: 7.174 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.165,RPNAcc=0.977,RPNL1Loss=0.395,RCNNAcc=0.904,RCNNL1Loss=1.257 [Epoch 0][Batch 13799], Speed: 7.175 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.255 [Epoch 0][Batch 13899], Speed: 7.237 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.254 [Epoch 0][Batch 13999], Speed: 7.175 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.394,RCNNAcc=0.904,RCNNL1Loss=1.252 [Epoch 0][Batch 14099], Speed: 7.214 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.904,RCNNL1Loss=1.250 [Epoch 0][Batch 14199], Speed: 7.240 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.904,RCNNL1Loss=1.249 [Epoch 0][Batch 14299], Speed: 7.182 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.393,RCNNAcc=0.905,RCNNL1Loss=1.248 [Epoch 0][Batch 14399], Speed: 7.234 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.164,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.905,RCNNL1Loss=1.246 [Epoch 0][Batch 14499], Speed: 7.165 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.163,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.905,RCNNL1Loss=1.245 [Epoch 0][Batch 14599], Speed: 7.160 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.163,RPNAcc=0.977,RPNL1Loss=0.392,RCNNAcc=0.905,RCNNL1Loss=1.244 [Epoch 0] Training cost: 16317.802, RPN_Conf=0.059,RPN_SmoothL1=0.047,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.163 [Epoch 0] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0000_0.0000.params [Epoch 1][Batch 99], Speed: 6.853 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.905,RCNNL1Loss=1.241 [Epoch 1][Batch 199], Speed: 7.149 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.391,RCNNAcc=0.905,RCNNL1Loss=1.239 [Epoch 1][Batch 299], Speed: 7.219 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.041,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.143,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.905,RCNNL1Loss=1.238 [Epoch 1][Batch 399], Speed: 7.194 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.141,RPNAcc=0.977,RPNL1Loss=0.390,RCNNAcc=0.905,RCNNL1Loss=1.236 [Epoch 1][Batch 499], Speed: 7.191 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.390,RCNNAcc=0.905,RCNNL1Loss=1.234 [Epoch 1][Batch 599], Speed: 7.196 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.233 [Epoch 1][Batch 699], Speed: 7.159 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.231 [Epoch 1][Batch 799], Speed: 7.195 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.389,RCNNAcc=0.905,RCNNL1Loss=1.230 [Epoch 1][Batch 899], Speed: 7.219 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.228 [Epoch 1][Batch 999], Speed: 7.159 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.227 [Epoch 1][Batch 1099], Speed: 7.174 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.388,RCNNAcc=0.905,RCNNL1Loss=1.226 [Epoch 1][Batch 1199], Speed: 7.163 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.224 [Epoch 1][Batch 1299], Speed: 7.135 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.223 [Epoch 1][Batch 1399], Speed: 7.159 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.387,RCNNAcc=0.905,RCNNL1Loss=1.221 [Epoch 1][Batch 1499], Speed: 7.204 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.220 [Epoch 1][Batch 1599], Speed: 7.204 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.219 [Epoch 1][Batch 1699], Speed: 7.157 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.386,RCNNAcc=0.906,RCNNL1Loss=1.217 [Epoch 1][Batch 1799], Speed: 7.215 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.906,RCNNL1Loss=1.216 [Epoch 1][Batch 1899], Speed: 7.117 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.906,RCNNL1Loss=1.215 [Epoch 1][Batch 1999], Speed: 7.160 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.385,RCNNAcc=0.906,RCNNL1Loss=1.213 [Epoch 1][Batch 2099], Speed: 7.150 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.212 [Epoch 1][Batch 2199], Speed: 7.264 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.140,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.210 [Epoch 1][Batch 2299], Speed: 7.218 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.209 [Epoch 1][Batch 2399], Speed: 7.208 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.384,RCNNAcc=0.906,RCNNL1Loss=1.208 [Epoch 1][Batch 2499], Speed: 7.219 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.206 [Epoch 1][Batch 2599], Speed: 7.210 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.205 [Epoch 1][Batch 2699], Speed: 7.246 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.383,RCNNAcc=0.906,RCNNL1Loss=1.204 [Epoch 1][Batch 2799], Speed: 7.265 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.202 [Epoch 1][Batch 2899], Speed: 7.142 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.201 [Epoch 1][Batch 2999], Speed: 7.201 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.139,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.200 [Epoch 1][Batch 3099], Speed: 7.181 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.382,RCNNAcc=0.906,RCNNL1Loss=1.199 [Epoch 1][Batch 3199], Speed: 7.146 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.197 [Epoch 1][Batch 3299], Speed: 7.163 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.196 [Epoch 1][Batch 3399], Speed: 7.187 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.381,RCNNAcc=0.906,RCNNL1Loss=1.195 [Epoch 1][Batch 3499], Speed: 7.158 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.194 [Epoch 1][Batch 3599], Speed: 7.133 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.138,RPNAcc=0.978,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.193 [Epoch 1][Batch 3699], Speed: 7.102 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.191 [Epoch 1][Batch 3799], Speed: 7.172 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.380,RCNNAcc=0.907,RCNNL1Loss=1.190 [Epoch 1][Batch 3899], Speed: 7.223 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.189 [Epoch 1][Batch 3999], Speed: 7.220 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.188 [Epoch 1][Batch 4099], Speed: 7.081 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.379,RCNNAcc=0.907,RCNNL1Loss=1.187 [Epoch 1][Batch 4199], Speed: 7.146 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.185 [Epoch 1][Batch 4299], Speed: 7.195 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.184 [Epoch 1][Batch 4399], Speed: 7.032 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.183 [Epoch 1][Batch 4499], Speed: 7.220 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.378,RCNNAcc=0.907,RCNNL1Loss=1.182 [Epoch 1][Batch 4599], Speed: 7.215 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.181 [Epoch 1][Batch 4699], Speed: 7.205 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.180 [Epoch 1][Batch 4799], Speed: 7.172 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.040,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.179 [Epoch 1][Batch 4899], Speed: 7.172 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.377,RCNNAcc=0.907,RCNNL1Loss=1.178 [Epoch 1][Batch 4999], Speed: 7.159 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.177 [Epoch 1][Batch 5099], Speed: 7.197 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.176 [Epoch 1][Batch 5199], Speed: 7.220 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.175 [Epoch 1][Batch 5299], Speed: 7.146 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.376,RCNNAcc=0.907,RCNNL1Loss=1.174 [Epoch 1][Batch 5399], Speed: 7.177 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.173 [Epoch 1][Batch 5499], Speed: 7.231 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.172 [Epoch 1][Batch 5599], Speed: 7.206 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.171 [Epoch 1][Batch 5699], Speed: 7.184 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.375,RCNNAcc=0.907,RCNNL1Loss=1.170 [Epoch 1][Batch 5799], Speed: 7.208 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.138,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.907,RCNNL1Loss=1.169 [Epoch 1][Batch 5899], Speed: 7.179 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.168 [Epoch 1][Batch 5999], Speed: 7.169 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.167 [Epoch 1][Batch 6099], Speed: 7.167 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.374,RCNNAcc=0.908,RCNNL1Loss=1.166 [Epoch 1][Batch 6199], Speed: 7.170 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.165 [Epoch 1][Batch 6299], Speed: 7.203 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.164 [Epoch 1][Batch 6399], Speed: 7.170 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.163 [Epoch 1][Batch 6499], Speed: 7.143 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.373,RCNNAcc=0.908,RCNNL1Loss=1.162 [Epoch 1][Batch 6599], Speed: 7.199 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.161 [Epoch 1][Batch 6699], Speed: 7.186 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.160 [Epoch 1][Batch 6799], Speed: 7.188 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.159 [Epoch 1][Batch 6899], Speed: 7.166 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.372,RCNNAcc=0.908,RCNNL1Loss=1.158 [Epoch 1][Batch 6999], Speed: 7.225 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.157 [Epoch 1][Batch 7099], Speed: 7.162 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.156 [Epoch 1][Batch 7199], Speed: 7.156 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.156 [Epoch 1][Batch 7299], Speed: 7.240 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.371,RCNNAcc=0.908,RCNNL1Loss=1.155 [Epoch 1][Batch 7399], Speed: 7.107 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.154 [Epoch 1][Batch 7499], Speed: 7.184 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.153 [Epoch 1][Batch 7599], Speed: 7.180 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.152 [Epoch 1][Batch 7699], Speed: 7.113 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.151 [Epoch 1][Batch 7799], Speed: 7.155 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.370,RCNNAcc=0.908,RCNNL1Loss=1.151 [Epoch 1][Batch 7899], Speed: 7.157 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.979,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.150 [Epoch 1][Batch 7999], Speed: 7.201 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.149 [Epoch 1][Batch 8099], Speed: 7.186 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.148 [Epoch 1][Batch 8199], Speed: 7.137 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.147 [Epoch 1][Batch 8299], Speed: 7.149 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.369,RCNNAcc=0.908,RCNNL1Loss=1.146 [Epoch 1][Batch 8399], Speed: 7.166 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.145 [Epoch 1][Batch 8499], Speed: 7.214 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.145 [Epoch 1][Batch 8599], Speed: 7.185 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.144 [Epoch 1][Batch 8699], Speed: 7.191 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.908,RCNNL1Loss=1.143 [Epoch 1][Batch 8799], Speed: 7.212 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.368,RCNNAcc=0.909,RCNNL1Loss=1.142 [Epoch 1][Batch 8899], Speed: 7.181 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.141 [Epoch 1][Batch 8999], Speed: 7.160 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.141 [Epoch 1][Batch 9099], Speed: 7.212 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.140 [Epoch 1][Batch 9199], Speed: 7.169 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.139 [Epoch 1][Batch 9299], Speed: 7.159 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.138 [Epoch 1][Batch 9399], Speed: 7.149 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.137,RPNAcc=0.980,RPNL1Loss=0.367,RCNNAcc=0.909,RCNNL1Loss=1.137 [Epoch 1][Batch 9499], Speed: 7.186 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.136 [Epoch 1][Batch 9599], Speed: 7.177 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.136 [Epoch 1][Batch 9699], Speed: 7.202 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.135 [Epoch 1][Batch 9799], Speed: 7.200 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.134 [Epoch 1][Batch 9899], Speed: 7.225 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.366,RCNNAcc=0.909,RCNNL1Loss=1.134 [Epoch 1][Batch 9999], Speed: 7.288 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.133 [Epoch 1][Batch 10099], Speed: 7.187 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.132 [Epoch 1][Batch 10199], Speed: 7.203 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.131 [Epoch 1][Batch 10299], Speed: 7.182 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.130 [Epoch 1][Batch 10399], Speed: 7.207 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.365,RCNNAcc=0.909,RCNNL1Loss=1.130 [Epoch 1][Batch 10499], Speed: 7.251 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.129 [Epoch 1][Batch 10599], Speed: 7.144 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.128 [Epoch 1][Batch 10699], Speed: 7.192 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.127 [Epoch 1][Batch 10799], Speed: 7.185 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.127 [Epoch 1][Batch 10899], Speed: 7.204 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.364,RCNNAcc=0.909,RCNNL1Loss=1.126 [Epoch 1][Batch 10999], Speed: 7.243 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.125 [Epoch 1][Batch 11099], Speed: 7.158 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.124 [Epoch 1][Batch 11199], Speed: 7.182 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.124 [Epoch 1][Batch 11299], Speed: 7.205 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.123 [Epoch 1][Batch 11399], Speed: 7.175 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.363,RCNNAcc=0.909,RCNNL1Loss=1.122 [Epoch 1][Batch 11499], Speed: 7.211 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.121 [Epoch 1][Batch 11599], Speed: 7.140 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.121 [Epoch 1][Batch 11699], Speed: 7.193 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.120 [Epoch 1][Batch 11799], Speed: 7.212 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.909,RCNNL1Loss=1.120 [Epoch 1][Batch 11899], Speed: 7.185 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.119 [Epoch 1][Batch 11999], Speed: 7.142 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.362,RCNNAcc=0.910,RCNNL1Loss=1.118 [Epoch 1][Batch 12099], Speed: 7.206 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.118 [Epoch 1][Batch 12199], Speed: 7.128 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.117 [Epoch 1][Batch 12299], Speed: 7.190 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.116 [Epoch 1][Batch 12399], Speed: 7.209 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.116 [Epoch 1][Batch 12499], Speed: 7.187 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.115 [Epoch 1][Batch 12599], Speed: 7.092 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.361,RCNNAcc=0.910,RCNNL1Loss=1.114 [Epoch 1][Batch 12699], Speed: 7.192 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.113 [Epoch 1][Batch 12799], Speed: 7.234 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.113 [Epoch 1][Batch 12899], Speed: 7.200 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.112 [Epoch 1][Batch 12999], Speed: 7.237 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.112 [Epoch 1][Batch 13099], Speed: 7.128 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.111 [Epoch 1][Batch 13199], Speed: 7.188 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.360,RCNNAcc=0.910,RCNNL1Loss=1.110 [Epoch 1][Batch 13299], Speed: 7.136 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.110 [Epoch 1][Batch 13399], Speed: 7.231 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.109 [Epoch 1][Batch 13499], Speed: 7.180 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.109 [Epoch 1][Batch 13599], Speed: 7.165 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.108 [Epoch 1][Batch 13699], Speed: 7.187 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.039,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.107 [Epoch 1][Batch 13799], Speed: 7.220 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.359,RCNNAcc=0.910,RCNNL1Loss=1.107 [Epoch 1][Batch 13899], Speed: 7.137 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.106 [Epoch 1][Batch 13999], Speed: 7.152 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.105 [Epoch 1][Batch 14099], Speed: 7.191 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.105 [Epoch 1][Batch 14199], Speed: 7.190 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.104 [Epoch 1][Batch 14299], Speed: 7.142 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.104 [Epoch 1][Batch 14399], Speed: 7.162 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.358,RCNNAcc=0.910,RCNNL1Loss=1.103 [Epoch 1][Batch 14499], Speed: 7.194 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.102 [Epoch 1][Batch 14599], Speed: 7.112 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RPNAcc=0.980,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.102 [Epoch 1] Training cost: 16335.174, RPN_Conf=0.044,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135 [Epoch 1] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.258 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.460 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.152 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.298 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.319 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.242 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 ] = 0.426 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.246 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 ] = 0.525 person=44.6 bicycle=16.9 car=35.0 motorcycle=25.4 airplane=41.2 bus=49.6 train=45.6 truck=18.8 boat=16.0 traffic light=16.6 fire hydrant=54.9 stop sign=51.4 parking meter=29.6 bench=13.0 bird=22.8 cat=46.9 dog=39.6 horse=33.0 sheep=30.9 cow=23.4 elephant=41.2 bear=42.5 zebra=51.3 giraffe=56.3 backpack=8.7 umbrella=23.3 handbag=7.0 tie=20.1 suitcase=16.8 frisbee=47.6 skis=10.0 snowboard=14.1 sports ball=35.5 kite=28.0 baseball bat=14.0 baseball glove=27.3 skateboard=30.3 surfboard=18.5 tennis racket=35.2 bottle=30.2 wine glass=27.3 cup=31.9 fork=13.5 knife=7.1 spoon=6.6 bowl=30.5 banana=11.7 apple=11.3 sandwich=17.5 orange=20.5 broccoli=15.8 carrot=9.1 hot dog=11.7 pizza=36.4 donut=25.7 cake=18.5 chair=16.3 couch=23.2 potted plant=16.6 bed=25.1 dining table=16.2 toilet=37.3 tv=38.9 laptop=41.4 mouse=45.7 remote=16.6 keyboard=30.6 cell phone=22.1 microwave=33.3 oven=17.9 toaster=11.4 sink=22.6 refrigerator=24.1 book=8.4 clock=42.7 vase=24.2 scissors=9.5 teddy bear=26.4 hair drier=0.0 toothbrush=7.7 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =25.8 [Epoch 1] mAP 25.8 higher than current best [0] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 1] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0001_25.8000.params [Epoch 2][Batch 99], Speed: 6.692 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RPNAcc=0.981,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.101 [Epoch 2][Batch 199], Speed: 7.142 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.100 [Epoch 2][Batch 299], Speed: 7.145 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.357,RCNNAcc=0.910,RCNNL1Loss=1.100 [Epoch 2][Batch 399], Speed: 7.258 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.099 [Epoch 2][Batch 499], Speed: 7.228 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.098 [Epoch 2][Batch 599], Speed: 7.188 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.098 [Epoch 2][Batch 699], Speed: 7.203 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.097 [Epoch 2][Batch 799], Speed: 7.216 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.096 [Epoch 2][Batch 899], Speed: 7.194 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.356,RCNNAcc=0.910,RCNNL1Loss=1.096 [Epoch 2][Batch 999], Speed: 7.190 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.095 [Epoch 2][Batch 1099], Speed: 7.234 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.094 [Epoch 2][Batch 1199], Speed: 7.195 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.094 [Epoch 2][Batch 1299], Speed: 7.246 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.093 [Epoch 2][Batch 1399], Speed: 7.232 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.131,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.093 [Epoch 2][Batch 1499], Speed: 7.192 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.355,RCNNAcc=0.911,RCNNL1Loss=1.092 [Epoch 2][Batch 1599], Speed: 7.236 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.091 [Epoch 2][Batch 1699], Speed: 7.206 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.037,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.091 [Epoch 2][Batch 1799], Speed: 7.198 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.130,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.090 [Epoch 2][Batch 1899], Speed: 7.189 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.089 [Epoch 2][Batch 1999], Speed: 7.241 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.089 [Epoch 2][Batch 2099], Speed: 7.146 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.354,RCNNAcc=0.911,RCNNL1Loss=1.088 [Epoch 2][Batch 2199], Speed: 7.199 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.088 [Epoch 2][Batch 2299], Speed: 7.188 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.087 [Epoch 2][Batch 2399], Speed: 7.203 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.086 [Epoch 2][Batch 2499], Speed: 7.213 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.086 [Epoch 2][Batch 2599], Speed: 7.221 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.085 [Epoch 2][Batch 2699], Speed: 7.152 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.353,RCNNAcc=0.911,RCNNL1Loss=1.085 [Epoch 2][Batch 2799], Speed: 7.212 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.084 [Epoch 2][Batch 2899], Speed: 7.188 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.084 [Epoch 2][Batch 2999], Speed: 7.203 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.083 [Epoch 2][Batch 3099], Speed: 7.194 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.082 [Epoch 2][Batch 3199], Speed: 7.197 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.082 [Epoch 2][Batch 3299], Speed: 7.207 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.129,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.081 [Epoch 2][Batch 3399], Speed: 7.227 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.352,RCNNAcc=0.911,RCNNL1Loss=1.081 [Epoch 2][Batch 3499], Speed: 7.236 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.080 [Epoch 2][Batch 3599], Speed: 7.180 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.080 [Epoch 2][Batch 3699], Speed: 7.195 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.079 [Epoch 2][Batch 3799], Speed: 7.250 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.078 [Epoch 2][Batch 3899], Speed: 7.172 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.078 [Epoch 2][Batch 3999], Speed: 7.250 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.078 [Epoch 2][Batch 4099], Speed: 7.172 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.077 [Epoch 2][Batch 4199], Speed: 7.175 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.351,RCNNAcc=0.911,RCNNL1Loss=1.076 [Epoch 2][Batch 4299], Speed: 7.186 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.076 [Epoch 2][Batch 4399], Speed: 7.259 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.075 [Epoch 2][Batch 4499], Speed: 7.234 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.075 [Epoch 2][Batch 4599], Speed: 7.188 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.911,RCNNL1Loss=1.074 [Epoch 2][Batch 4699], Speed: 7.211 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.912,RCNNL1Loss=1.074 [Epoch 2][Batch 4799], Speed: 7.248 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.350,RCNNAcc=0.912,RCNNL1Loss=1.073 [Epoch 2][Batch 4899], Speed: 7.223 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.073 [Epoch 2][Batch 4999], Speed: 7.184 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.072 [Epoch 2][Batch 5099], Speed: 7.221 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.072 [Epoch 2][Batch 5199], Speed: 7.237 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.071 [Epoch 2][Batch 5299], Speed: 7.167 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.071 [Epoch 2][Batch 5399], Speed: 7.123 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.070 [Epoch 2][Batch 5499], Speed: 7.189 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.128,RPNAcc=0.981,RPNL1Loss=0.349,RCNNAcc=0.912,RCNNL1Loss=1.069 [Epoch 2][Batch 5599], Speed: 7.195 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.069 [Epoch 2][Batch 5699], Speed: 7.216 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.068 [Epoch 2][Batch 5799], Speed: 7.265 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.068 [Epoch 2][Batch 5899], Speed: 7.283 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.067 [Epoch 2][Batch 5999], Speed: 7.163 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.067 [Epoch 2][Batch 6099], Speed: 7.212 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.066 [Epoch 2][Batch 6199], Speed: 7.250 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.348,RCNNAcc=0.912,RCNNL1Loss=1.066 [Epoch 2][Batch 6299], Speed: 7.279 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.065 [Epoch 2][Batch 6399], Speed: 7.239 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.065 [Epoch 2][Batch 6499], Speed: 7.164 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.064 [Epoch 2][Batch 6599], Speed: 7.202 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.064 [Epoch 2][Batch 6699], Speed: 7.184 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.063 [Epoch 2][Batch 6799], Speed: 7.201 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.063 [Epoch 2][Batch 6899], Speed: 7.277 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.063 [Epoch 2][Batch 6999], Speed: 7.273 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.347,RCNNAcc=0.912,RCNNL1Loss=1.062 [Epoch 2][Batch 7099], Speed: 7.197 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.062 [Epoch 2][Batch 7199], Speed: 7.226 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.061 [Epoch 2][Batch 7299], Speed: 7.207 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.061 [Epoch 2][Batch 7399], Speed: 7.173 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.060 [Epoch 2][Batch 7499], Speed: 7.184 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.060 [Epoch 2][Batch 7599], Speed: 7.245 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.981,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.059 [Epoch 2][Batch 7699], Speed: 7.180 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.059 [Epoch 2][Batch 7799], Speed: 7.194 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.346,RCNNAcc=0.912,RCNNL1Loss=1.058 [Epoch 2][Batch 7899], Speed: 7.198 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.058 [Epoch 2][Batch 7999], Speed: 7.253 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.057 [Epoch 2][Batch 8099], Speed: 7.233 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.057 [Epoch 2][Batch 8199], Speed: 7.210 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.056 [Epoch 2][Batch 8299], Speed: 7.224 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.056 [Epoch 2][Batch 8399], Speed: 7.219 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.056 [Epoch 2][Batch 8499], Speed: 7.200 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.055 [Epoch 2][Batch 8599], Speed: 7.183 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.055 [Epoch 2][Batch 8699], Speed: 7.165 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.345,RCNNAcc=0.912,RCNNL1Loss=1.054 [Epoch 2][Batch 8799], Speed: 7.175 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.054 [Epoch 2][Batch 8899], Speed: 7.192 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.053 [Epoch 2][Batch 8999], Speed: 7.185 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.053 [Epoch 2][Batch 9099], Speed: 7.239 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.052 [Epoch 2][Batch 9199], Speed: 7.184 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.052 [Epoch 2][Batch 9299], Speed: 7.212 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.052 [Epoch 2][Batch 9399], Speed: 7.260 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.051 [Epoch 2][Batch 9499], Speed: 7.239 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.051 [Epoch 2][Batch 9599], Speed: 7.192 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.344,RCNNAcc=0.913,RCNNL1Loss=1.050 [Epoch 2][Batch 9699], Speed: 7.210 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.050 [Epoch 2][Batch 9799], Speed: 7.178 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.050 [Epoch 2][Batch 9899], Speed: 7.239 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.049 [Epoch 2][Batch 9999], Speed: 7.165 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.049 [Epoch 2][Batch 10099], Speed: 7.180 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.048 [Epoch 2][Batch 10199], Speed: 7.156 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.048 [Epoch 2][Batch 10299], Speed: 7.209 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.047 [Epoch 2][Batch 10399], Speed: 7.174 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.343,RCNNAcc=0.913,RCNNL1Loss=1.047 [Epoch 2][Batch 10499], Speed: 7.209 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.047 [Epoch 2][Batch 10599], Speed: 7.248 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.046 [Epoch 2][Batch 10699], Speed: 7.211 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.046 [Epoch 2][Batch 10799], Speed: 7.262 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.045 [Epoch 2][Batch 10899], Speed: 7.258 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.045 [Epoch 2][Batch 10999], Speed: 7.258 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.045 [Epoch 2][Batch 11099], Speed: 7.200 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.044 [Epoch 2][Batch 11199], Speed: 7.162 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.044 [Epoch 2][Batch 11299], Speed: 7.221 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.342,RCNNAcc=0.913,RCNNL1Loss=1.043 [Epoch 2][Batch 11399], Speed: 7.273 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.043 [Epoch 2][Batch 11499], Speed: 7.231 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.043 [Epoch 2][Batch 11599], Speed: 7.174 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.042 [Epoch 2][Batch 11699], Speed: 7.205 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.042 [Epoch 2][Batch 11799], Speed: 7.198 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.127,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.041 [Epoch 2][Batch 11899], Speed: 7.214 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.041 [Epoch 2][Batch 11999], Speed: 7.181 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.041 [Epoch 2][Batch 12099], Speed: 7.130 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.341,RCNNAcc=0.913,RCNNL1Loss=1.040 [Epoch 2][Batch 12199], Speed: 7.224 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.040 [Epoch 2][Batch 12299], Speed: 7.212 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.039 [Epoch 2][Batch 12399], Speed: 7.249 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.039 [Epoch 2][Batch 12499], Speed: 7.181 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.039 [Epoch 2][Batch 12599], Speed: 7.218 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.038 [Epoch 2][Batch 12699], Speed: 7.210 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.038 [Epoch 2][Batch 12799], Speed: 7.241 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.037 [Epoch 2][Batch 12899], Speed: 7.224 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.037 [Epoch 2][Batch 12999], Speed: 7.203 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.037 [Epoch 2][Batch 13099], Speed: 7.218 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.340,RCNNAcc=0.913,RCNNL1Loss=1.036 [Epoch 2][Batch 13199], Speed: 7.161 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.036 [Epoch 2][Batch 13299], Speed: 7.201 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.035 [Epoch 2][Batch 13399], Speed: 7.141 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.035 [Epoch 2][Batch 13499], Speed: 7.269 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.035 [Epoch 2][Batch 13599], Speed: 7.176 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.034 [Epoch 2][Batch 13699], Speed: 7.167 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.034 [Epoch 2][Batch 13799], Speed: 7.130 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.033 [Epoch 2][Batch 13899], Speed: 7.206 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.913,RCNNL1Loss=1.033 [Epoch 2][Batch 13999], Speed: 7.203 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.339,RCNNAcc=0.914,RCNNL1Loss=1.033 [Epoch 2][Batch 14099], Speed: 7.209 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.032 [Epoch 2][Batch 14199], Speed: 7.228 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.032 [Epoch 2][Batch 14299], Speed: 7.171 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.032 [Epoch 2][Batch 14399], Speed: 7.227 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.031 [Epoch 2][Batch 14499], Speed: 7.204 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.031 [Epoch 2][Batch 14599], Speed: 7.186 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.031 [Epoch 2] Training cost: 16280.444, RPN_Conf=0.039,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.126 [Epoch 2] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0002_0.0000.params [Epoch 3][Batch 99], Speed: 6.717 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.038,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.123,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.030 [Epoch 3][Batch 199], Speed: 7.170 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.036,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.030 [Epoch 3][Batch 299], Speed: 7.170 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.338,RCNNAcc=0.914,RCNNL1Loss=1.029 [Epoch 3][Batch 399], Speed: 7.190 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.029 [Epoch 3][Batch 499], Speed: 7.179 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.028 [Epoch 3][Batch 599], Speed: 7.192 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.028 [Epoch 3][Batch 699], Speed: 7.210 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.120,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.028 [Epoch 3][Batch 799], Speed: 7.212 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.120,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.027 [Epoch 3][Batch 899], Speed: 7.206 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.027 [Epoch 3][Batch 999], Speed: 7.182 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.026 [Epoch 3][Batch 1099], Speed: 7.222 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.026 [Epoch 3][Batch 1199], Speed: 7.202 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.120,RPNAcc=0.982,RPNL1Loss=0.337,RCNNAcc=0.914,RCNNL1Loss=1.025 [Epoch 3][Batch 1299], Speed: 7.259 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.025 [Epoch 3][Batch 1399], Speed: 7.132 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.025 [Epoch 3][Batch 1499], Speed: 7.135 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.024 [Epoch 3][Batch 1599], Speed: 7.200 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.024 [Epoch 3][Batch 1699], Speed: 7.256 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.024 [Epoch 3][Batch 1799], Speed: 7.177 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.023 [Epoch 3][Batch 1899], Speed: 7.210 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.023 [Epoch 3][Batch 1999], Speed: 7.180 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.022 [Epoch 3][Batch 2099], Speed: 7.115 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.022 [Epoch 3][Batch 2199], Speed: 7.183 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.336,RCNNAcc=0.914,RCNNL1Loss=1.022 [Epoch 3][Batch 2299], Speed: 7.181 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.021 [Epoch 3][Batch 2399], Speed: 7.252 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.021 [Epoch 3][Batch 2499], Speed: 7.199 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.021 [Epoch 3][Batch 2599], Speed: 7.174 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.020 [Epoch 3][Batch 2699], Speed: 7.153 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.020 [Epoch 3][Batch 2799], Speed: 7.205 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.020 [Epoch 3][Batch 2899], Speed: 7.198 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.019 [Epoch 3][Batch 2999], Speed: 7.146 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.122,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.019 [Epoch 3][Batch 3099], Speed: 7.190 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.335,RCNNAcc=0.914,RCNNL1Loss=1.018 [Epoch 3][Batch 3199], Speed: 7.250 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.018 [Epoch 3][Batch 3299], Speed: 7.173 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.018 [Epoch 3][Batch 3399], Speed: 7.172 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.035,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.017 [Epoch 3][Batch 3499], Speed: 7.165 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.017 [Epoch 3][Batch 3599], Speed: 7.172 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.017 [Epoch 3][Batch 3699], Speed: 7.156 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.016 [Epoch 3][Batch 3799], Speed: 7.183 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.016 [Epoch 3][Batch 3899], Speed: 7.174 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.015 [Epoch 3][Batch 3999], Speed: 7.180 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.982,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.015 [Epoch 3][Batch 4099], Speed: 7.181 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.334,RCNNAcc=0.914,RCNNL1Loss=1.015 [Epoch 3][Batch 4199], Speed: 7.171 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.914,RCNNL1Loss=1.014 [Epoch 3][Batch 4299], Speed: 7.180 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.914,RCNNL1Loss=1.014 [Epoch 3][Batch 4399], Speed: 7.206 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.014 [Epoch 3][Batch 4499], Speed: 7.163 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.013 [Epoch 3][Batch 4599], Speed: 7.164 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.013 [Epoch 3][Batch 4699], Speed: 7.149 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.013 [Epoch 3][Batch 4799], Speed: 7.152 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.012 [Epoch 3][Batch 4899], Speed: 7.146 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.012 [Epoch 3][Batch 4999], Speed: 7.169 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.012 [Epoch 3][Batch 5099], Speed: 7.211 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.011 [Epoch 3][Batch 5199], Speed: 7.183 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.333,RCNNAcc=0.915,RCNNL1Loss=1.011 [Epoch 3][Batch 5299], Speed: 7.177 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.011 [Epoch 3][Batch 5399], Speed: 7.176 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.011 [Epoch 3][Batch 5499], Speed: 7.204 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.010 [Epoch 3][Batch 5599], Speed: 7.238 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.010 [Epoch 3][Batch 5699], Speed: 7.161 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.009 [Epoch 3][Batch 5799], Speed: 7.174 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.009 [Epoch 3][Batch 5899], Speed: 7.272 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.009 [Epoch 3][Batch 5999], Speed: 7.177 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.008 [Epoch 3][Batch 6099], Speed: 7.153 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.008 [Epoch 3][Batch 6199], Speed: 7.224 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.008 [Epoch 3][Batch 6299], Speed: 7.142 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.332,RCNNAcc=0.915,RCNNL1Loss=1.007 [Epoch 3][Batch 6399], Speed: 7.045 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.007 [Epoch 3][Batch 6499], Speed: 7.157 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.007 [Epoch 3][Batch 6599], Speed: 7.213 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.007 [Epoch 3][Batch 6699], Speed: 7.200 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.006 [Epoch 3][Batch 6799], Speed: 7.182 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.006 [Epoch 3][Batch 6899], Speed: 7.287 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.006 [Epoch 3][Batch 6999], Speed: 7.120 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.005 [Epoch 3][Batch 7099], Speed: 7.141 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.005 [Epoch 3][Batch 7199], Speed: 7.189 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.005 [Epoch 3][Batch 7299], Speed: 7.170 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.004 [Epoch 3][Batch 7399], Speed: 7.188 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.331,RCNNAcc=0.915,RCNNL1Loss=1.004 [Epoch 3][Batch 7499], Speed: 7.201 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.004 [Epoch 3][Batch 7599], Speed: 7.207 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.003 [Epoch 3][Batch 7699], Speed: 7.225 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.003 [Epoch 3][Batch 7799], Speed: 7.210 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.003 [Epoch 3][Batch 7899], Speed: 7.207 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.003 [Epoch 3][Batch 7999], Speed: 7.193 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.002 [Epoch 3][Batch 8099], Speed: 7.207 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.002 [Epoch 3][Batch 8199], Speed: 7.156 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.002 [Epoch 3][Batch 8299], Speed: 7.172 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.001 [Epoch 3][Batch 8399], Speed: 7.226 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.001 [Epoch 3][Batch 8499], Speed: 7.141 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.330,RCNNAcc=0.915,RCNNL1Loss=1.001 [Epoch 3][Batch 8599], Speed: 7.216 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=1.000 [Epoch 3][Batch 8699], Speed: 7.216 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=1.000 [Epoch 3][Batch 8799], Speed: 7.147 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=1.000 [Epoch 3][Batch 8899], Speed: 7.209 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=1.000 [Epoch 3][Batch 8999], Speed: 7.224 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.999 [Epoch 3][Batch 9099], Speed: 7.186 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.999 [Epoch 3][Batch 9199], Speed: 7.201 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.999 [Epoch 3][Batch 9299], Speed: 7.171 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.999 [Epoch 3][Batch 9399], Speed: 7.169 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.998 [Epoch 3][Batch 9499], Speed: 7.245 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.998 [Epoch 3][Batch 9599], Speed: 7.239 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.998 [Epoch 3][Batch 9699], Speed: 7.193 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.329,RCNNAcc=0.915,RCNNL1Loss=0.997 [Epoch 3][Batch 9799], Speed: 7.232 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.997 [Epoch 3][Batch 9899], Speed: 7.112 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.997 [Epoch 3][Batch 9999], Speed: 7.116 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.996 [Epoch 3][Batch 10099], Speed: 7.196 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.996 [Epoch 3][Batch 10199], Speed: 7.246 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.996 [Epoch 3][Batch 10299], Speed: 7.207 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.996 [Epoch 3][Batch 10399], Speed: 7.226 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.995 [Epoch 3][Batch 10499], Speed: 7.199 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.995 [Epoch 3][Batch 10599], Speed: 7.172 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.995 [Epoch 3][Batch 10699], Speed: 7.169 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.995 [Epoch 3][Batch 10799], Speed: 7.194 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.994 [Epoch 3][Batch 10899], Speed: 7.262 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.915,RCNNL1Loss=0.994 [Epoch 3][Batch 10999], Speed: 7.178 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.916,RCNNL1Loss=0.994 [Epoch 3][Batch 11099], Speed: 7.200 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.328,RCNNAcc=0.916,RCNNL1Loss=0.993 [Epoch 3][Batch 11199], Speed: 7.211 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.993 [Epoch 3][Batch 11299], Speed: 7.181 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.993 [Epoch 3][Batch 11399], Speed: 7.124 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.993 [Epoch 3][Batch 11499], Speed: 7.255 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.992 [Epoch 3][Batch 11599], Speed: 7.200 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.992 [Epoch 3][Batch 11699], Speed: 7.239 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.992 [Epoch 3][Batch 11799], Speed: 7.206 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.992 [Epoch 3][Batch 11899], Speed: 7.211 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.991 [Epoch 3][Batch 11999], Speed: 7.195 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.991 [Epoch 3][Batch 12099], Speed: 7.210 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.991 [Epoch 3][Batch 12199], Speed: 7.200 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.991 [Epoch 3][Batch 12299], Speed: 7.212 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.327,RCNNAcc=0.916,RCNNL1Loss=0.990 [Epoch 3][Batch 12399], Speed: 7.162 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.990 [Epoch 3][Batch 12499], Speed: 7.248 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.990 [Epoch 3][Batch 12599], Speed: 7.152 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.990 [Epoch 3][Batch 12699], Speed: 7.153 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.989 [Epoch 3][Batch 12799], Speed: 7.264 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.989 [Epoch 3][Batch 12899], Speed: 7.202 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.989 [Epoch 3][Batch 12999], Speed: 7.139 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.989 [Epoch 3][Batch 13099], Speed: 7.204 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.988 [Epoch 3][Batch 13199], Speed: 7.226 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.988 [Epoch 3][Batch 13299], Speed: 7.180 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.988 [Epoch 3][Batch 13399], Speed: 7.171 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.987 [Epoch 3][Batch 13499], Speed: 7.209 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.987 [Epoch 3][Batch 13599], Speed: 7.172 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.987 [Epoch 3][Batch 13699], Speed: 7.202 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.326,RCNNAcc=0.916,RCNNL1Loss=0.987 [Epoch 3][Batch 13799], Speed: 7.148 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.986 [Epoch 3][Batch 13899], Speed: 7.147 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.986 [Epoch 3][Batch 13999], Speed: 7.199 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.986 [Epoch 3][Batch 14099], Speed: 7.171 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.121,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.986 [Epoch 3][Batch 14199], Speed: 7.199 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.985 [Epoch 3][Batch 14299], Speed: 7.243 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.985 [Epoch 3][Batch 14399], Speed: 7.243 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.985 [Epoch 3][Batch 14499], Speed: 7.203 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.984 [Epoch 3][Batch 14599], Speed: 7.183 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.984 [Epoch 3] Training cost: 16320.243, RPN_Conf=0.036,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.120 [Epoch 3] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.318 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 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.270 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 ] = 0.464 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.289 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.575 person=46.7 bicycle=23.1 car=37.3 motorcycle=28.3 airplane=50.1 bus=51.4 train=50.0 truck=25.5 boat=17.5 traffic light=22.5 fire hydrant=58.2 stop sign=58.3 parking meter=33.5 bench=16.7 bird=25.4 cat=48.1 dog=40.9 horse=39.3 sheep=31.0 cow=41.8 elephant=46.6 bear=54.5 zebra=55.6 giraffe=53.3 backpack=10.2 umbrella=27.5 handbag=8.8 tie=24.3 suitcase=20.5 frisbee=50.6 skis=12.7 snowboard=16.6 sports ball=35.0 kite=29.8 baseball bat=18.6 baseball glove=28.0 skateboard=37.9 surfboard=26.7 tennis racket=33.2 bottle=31.1 wine glass=30.6 cup=33.4 fork=21.4 knife=9.5 spoon=10.2 bowl=32.0 banana=15.9 apple=11.2 sandwich=20.6 orange=20.4 broccoli=17.9 carrot=12.7 hot dog=12.7 pizza=39.5 donut=28.4 cake=20.9 chair=18.8 couch=30.8 potted plant=20.1 bed=30.4 dining table=20.2 toilet=42.8 tv=44.7 laptop=46.0 mouse=52.8 remote=18.7 keyboard=39.1 cell phone=28.5 microwave=42.2 oven=22.0 toaster=26.8 sink=25.5 refrigerator=35.1 book=9.7 clock=42.4 vase=26.3 scissors=12.0 teddy bear=28.8 hair drier=0.4 toothbrush=8.9 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =29.7 [Epoch 3] mAP 29.7 higher than current best [25.8] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 3] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0003_29.7000.params [Epoch 4][Batch 99], Speed: 6.776 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.120,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.984 [Epoch 4][Batch 199], Speed: 7.226 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.983 [Epoch 4][Batch 299], Speed: 7.232 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.114,RPNAcc=0.983,RPNL1Loss=0.325,RCNNAcc=0.916,RCNNL1Loss=0.983 [Epoch 4][Batch 399], Speed: 7.244 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.983 [Epoch 4][Batch 499], Speed: 7.223 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.983 [Epoch 4][Batch 599], Speed: 7.229 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.982 [Epoch 4][Batch 699], Speed: 7.237 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.982 [Epoch 4][Batch 799], Speed: 7.198 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.115,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.982 [Epoch 4][Batch 899], Speed: 7.190 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.981 [Epoch 4][Batch 999], Speed: 7.190 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.981 [Epoch 4][Batch 1099], Speed: 7.205 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.981 [Epoch 4][Batch 1199], Speed: 7.189 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.981 [Epoch 4][Batch 1299], Speed: 6.998 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.980 [Epoch 4][Batch 1399], Speed: 7.244 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.324,RCNNAcc=0.916,RCNNL1Loss=0.980 [Epoch 4][Batch 1499], Speed: 7.163 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.980 [Epoch 4][Batch 1599], Speed: 7.212 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.980 [Epoch 4][Batch 1699], Speed: 7.190 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.979 [Epoch 4][Batch 1799], Speed: 7.220 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.979 [Epoch 4][Batch 1899], Speed: 7.222 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.979 [Epoch 4][Batch 1999], Speed: 7.225 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.978 [Epoch 4][Batch 2099], Speed: 7.240 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.978 [Epoch 4][Batch 2199], Speed: 7.223 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.978 [Epoch 4][Batch 2299], Speed: 7.207 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.978 [Epoch 4][Batch 2399], Speed: 7.248 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.977 [Epoch 4][Batch 2499], Speed: 7.255 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.977 [Epoch 4][Batch 2599], Speed: 7.226 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.977 [Epoch 4][Batch 2699], Speed: 7.238 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.977 [Epoch 4][Batch 2799], Speed: 7.227 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.323,RCNNAcc=0.916,RCNNL1Loss=0.976 [Epoch 4][Batch 2899], Speed: 7.221 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.116,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.916,RCNNL1Loss=0.976 [Epoch 4][Batch 2999], Speed: 7.223 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.916,RCNNL1Loss=0.976 [Epoch 4][Batch 3099], Speed: 7.230 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.916,RCNNL1Loss=0.975 [Epoch 4][Batch 3199], Speed: 7.201 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.975 [Epoch 4][Batch 3299], Speed: 7.217 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.975 [Epoch 4][Batch 3399], Speed: 7.199 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.975 [Epoch 4][Batch 3499], Speed: 7.225 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.974 [Epoch 4][Batch 3599], Speed: 7.228 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.974 [Epoch 4][Batch 3699], Speed: 7.243 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.974 [Epoch 4][Batch 3799], Speed: 7.146 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.974 [Epoch 4][Batch 3899], Speed: 7.265 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.974 [Epoch 4][Batch 3999], Speed: 7.212 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.973 [Epoch 4][Batch 4099], Speed: 7.173 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.973 [Epoch 4][Batch 4199], Speed: 7.160 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.322,RCNNAcc=0.917,RCNNL1Loss=0.973 [Epoch 4][Batch 4299], Speed: 7.111 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.973 [Epoch 4][Batch 4399], Speed: 7.161 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.972 [Epoch 4][Batch 4499], Speed: 7.208 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.972 [Epoch 4][Batch 4599], Speed: 7.153 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.972 [Epoch 4][Batch 4699], Speed: 7.189 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.972 [Epoch 4][Batch 4799], Speed: 7.194 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.983,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.971 [Epoch 4][Batch 4899], Speed: 7.230 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.971 [Epoch 4][Batch 4999], Speed: 7.173 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.971 [Epoch 4][Batch 5099], Speed: 7.218 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.971 [Epoch 4][Batch 5199], Speed: 7.214 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.970 [Epoch 4][Batch 5299], Speed: 7.222 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.970 [Epoch 4][Batch 5399], Speed: 7.261 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.970 [Epoch 4][Batch 5499], Speed: 7.139 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.970 [Epoch 4][Batch 5599], Speed: 7.246 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.321,RCNNAcc=0.917,RCNNL1Loss=0.969 [Epoch 4][Batch 5699], Speed: 7.236 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.969 [Epoch 4][Batch 5799], Speed: 7.215 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.969 [Epoch 4][Batch 5899], Speed: 7.160 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.969 [Epoch 4][Batch 5999], Speed: 7.235 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.968 [Epoch 4][Batch 6099], Speed: 7.234 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.968 [Epoch 4][Batch 6199], Speed: 7.230 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.968 [Epoch 4][Batch 6299], Speed: 7.202 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.968 [Epoch 4][Batch 6399], Speed: 7.235 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.967 [Epoch 4][Batch 6499], Speed: 7.213 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.967 [Epoch 4][Batch 6599], Speed: 7.236 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.967 [Epoch 4][Batch 6699], Speed: 7.239 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.967 [Epoch 4][Batch 6799], Speed: 7.230 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.967 [Epoch 4][Batch 6899], Speed: 7.201 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.966 [Epoch 4][Batch 6999], Speed: 7.199 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.966 [Epoch 4][Batch 7099], Speed: 7.267 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.320,RCNNAcc=0.917,RCNNL1Loss=0.966 [Epoch 4][Batch 7199], Speed: 7.193 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.966 [Epoch 4][Batch 7299], Speed: 7.247 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.965 [Epoch 4][Batch 7399], Speed: 7.237 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.965 [Epoch 4][Batch 7499], Speed: 7.199 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.965 [Epoch 4][Batch 7599], Speed: 7.197 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.965 [Epoch 4][Batch 7699], Speed: 7.187 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.965 [Epoch 4][Batch 7799], Speed: 7.257 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.964 [Epoch 4][Batch 7899], Speed: 7.227 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.964 [Epoch 4][Batch 7999], Speed: 7.195 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.964 [Epoch 4][Batch 8099], Speed: 7.208 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.964 [Epoch 4][Batch 8199], Speed: 7.262 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.963 [Epoch 4][Batch 8299], Speed: 7.207 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.963 [Epoch 4][Batch 8399], Speed: 7.241 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.963 [Epoch 4][Batch 8499], Speed: 7.228 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.963 [Epoch 4][Batch 8599], Speed: 7.273 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.963 [Epoch 4][Batch 8699], Speed: 7.272 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.319,RCNNAcc=0.917,RCNNL1Loss=0.962 [Epoch 4][Batch 8799], Speed: 7.270 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.962 [Epoch 4][Batch 8899], Speed: 7.242 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.962 [Epoch 4][Batch 8999], Speed: 7.183 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.962 [Epoch 4][Batch 9099], Speed: 7.184 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.962 [Epoch 4][Batch 9199], Speed: 7.184 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.961 [Epoch 4][Batch 9299], Speed: 7.219 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.961 [Epoch 4][Batch 9399], Speed: 7.241 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.961 [Epoch 4][Batch 9499], Speed: 7.215 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.961 [Epoch 4][Batch 9599], Speed: 7.239 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.961 [Epoch 4][Batch 9699], Speed: 7.237 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.960 [Epoch 4][Batch 9799], Speed: 7.228 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.960 [Epoch 4][Batch 9899], Speed: 7.235 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.960 [Epoch 4][Batch 9999], Speed: 7.246 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.960 [Epoch 4][Batch 10099], Speed: 7.270 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.959 [Epoch 4][Batch 10199], Speed: 7.238 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.959 [Epoch 4][Batch 10299], Speed: 7.209 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.318,RCNNAcc=0.917,RCNNL1Loss=0.959 [Epoch 4][Batch 10399], Speed: 7.187 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.959 [Epoch 4][Batch 10499], Speed: 7.237 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.959 [Epoch 4][Batch 10599], Speed: 7.262 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.958 [Epoch 4][Batch 10699], Speed: 7.185 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.958 [Epoch 4][Batch 10799], Speed: 7.269 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.958 [Epoch 4][Batch 10899], Speed: 7.224 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.958 [Epoch 4][Batch 10999], Speed: 7.275 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.958 [Epoch 4][Batch 11099], Speed: 7.302 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.957 [Epoch 4][Batch 11199], Speed: 7.221 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.957 [Epoch 4][Batch 11299], Speed: 7.249 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.917,RCNNL1Loss=0.957 [Epoch 4][Batch 11399], Speed: 7.262 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 4][Batch 11499], Speed: 7.215 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.957 [Epoch 4][Batch 11599], Speed: 7.209 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.956 [Epoch 4][Batch 11699], Speed: 7.200 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.956 [Epoch 4][Batch 11799], Speed: 6.952 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.956 [Epoch 4][Batch 11899], Speed: 7.249 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.956 [Epoch 4][Batch 11999], Speed: 7.255 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.317,RCNNAcc=0.918,RCNNL1Loss=0.956 [Epoch 4][Batch 12099], Speed: 7.248 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.955 [Epoch 4][Batch 12199], Speed: 7.232 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.955 [Epoch 4][Batch 12299], Speed: 7.192 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.955 [Epoch 4][Batch 12399], Speed: 7.190 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.955 [Epoch 4][Batch 12499], Speed: 7.236 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.955 [Epoch 4][Batch 12599], Speed: 7.218 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.954 [Epoch 4][Batch 12699], Speed: 7.278 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.954 [Epoch 4][Batch 12799], Speed: 7.239 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.954 [Epoch 4][Batch 12899], Speed: 7.206 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.954 [Epoch 4][Batch 12999], Speed: 7.223 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.954 [Epoch 4][Batch 13099], Speed: 7.301 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13199], Speed: 7.215 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13299], Speed: 7.239 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13399], Speed: 7.196 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13499], Speed: 7.261 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13599], Speed: 7.171 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.953 [Epoch 4][Batch 13699], Speed: 7.253 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.316,RCNNAcc=0.918,RCNNL1Loss=0.952 [Epoch 4][Batch 13799], Speed: 7.265 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.952 [Epoch 4][Batch 13899], Speed: 7.266 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.952 [Epoch 4][Batch 13999], Speed: 7.215 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.952 [Epoch 4][Batch 14099], Speed: 7.190 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.952 [Epoch 4][Batch 14199], Speed: 7.256 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.951 [Epoch 4][Batch 14299], Speed: 7.210 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.951 [Epoch 4][Batch 14399], Speed: 7.261 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.951 [Epoch 4][Batch 14499], Speed: 7.222 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.951 [Epoch 4][Batch 14599], Speed: 7.241 samples/sec, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.951 [Epoch 4] Training cost: 16252.763, RPN_Conf=0.034,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.117 [Epoch 4] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0004_0.0000.params [Epoch 5][Batch 99], Speed: 6.779 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.950 [Epoch 5][Batch 199], Speed: 7.219 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.950 [Epoch 5][Batch 299], Speed: 7.250 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.034,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.950 [Epoch 5][Batch 399], Speed: 7.190 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.950 [Epoch 5][Batch 499], Speed: 7.264 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.949 [Epoch 5][Batch 599], Speed: 7.263 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.116,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.949 [Epoch 5][Batch 699], Speed: 7.287 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.315,RCNNAcc=0.918,RCNNL1Loss=0.949 [Epoch 5][Batch 799], Speed: 7.256 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.949 [Epoch 5][Batch 899], Speed: 7.232 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.117,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.948 [Epoch 5][Batch 999], Speed: 7.244 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.116,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.948 [Epoch 5][Batch 1099], Speed: 7.267 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.116,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.948 [Epoch 5][Batch 1199], Speed: 7.165 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.948 [Epoch 5][Batch 1299], Speed: 7.228 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.948 [Epoch 5][Batch 1399], Speed: 7.265 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.033,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.947 [Epoch 5][Batch 1499], Speed: 7.229 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.947 [Epoch 5][Batch 1599], Speed: 7.272 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.947 [Epoch 5][Batch 1699], Speed: 7.280 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.947 [Epoch 5][Batch 1799], Speed: 7.196 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.947 [Epoch 5][Batch 1899], Speed: 7.202 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.946 [Epoch 5][Batch 1999], Speed: 7.252 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.946 [Epoch 5][Batch 2099], Speed: 7.187 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.946 [Epoch 5][Batch 2199], Speed: 7.237 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.946 [Epoch 5][Batch 2299], Speed: 7.254 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.314,RCNNAcc=0.918,RCNNL1Loss=0.946 [Epoch 5][Batch 2399], Speed: 7.263 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.945 [Epoch 5][Batch 2499], Speed: 7.169 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.945 [Epoch 5][Batch 2599], Speed: 7.265 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.945 [Epoch 5][Batch 2699], Speed: 7.233 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.945 [Epoch 5][Batch 2799], Speed: 7.201 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.944 [Epoch 5][Batch 2899], Speed: 7.179 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.944 [Epoch 5][Batch 2999], Speed: 7.224 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.944 [Epoch 5][Batch 3099], Speed: 7.249 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.944 [Epoch 5][Batch 3199], Speed: 7.254 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.944 [Epoch 5][Batch 3299], Speed: 7.195 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3399], Speed: 7.280 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3499], Speed: 7.199 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3599], Speed: 7.253 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3699], Speed: 7.236 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3799], Speed: 7.188 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.943 [Epoch 5][Batch 3899], Speed: 7.235 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.942 [Epoch 5][Batch 3999], Speed: 7.236 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.313,RCNNAcc=0.918,RCNNL1Loss=0.942 [Epoch 5][Batch 4099], Speed: 7.211 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.942 [Epoch 5][Batch 4199], Speed: 7.250 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.942 [Epoch 5][Batch 4299], Speed: 7.185 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.942 [Epoch 5][Batch 4399], Speed: 7.186 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.941 [Epoch 5][Batch 4499], Speed: 7.193 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.941 [Epoch 5][Batch 4599], Speed: 7.193 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.941 [Epoch 5][Batch 4699], Speed: 7.222 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.941 [Epoch 5][Batch 4799], Speed: 7.244 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.941 [Epoch 5][Batch 4899], Speed: 7.222 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 4999], Speed: 7.204 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 5099], Speed: 7.184 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 5199], Speed: 7.207 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 5299], Speed: 7.277 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 5399], Speed: 7.268 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.940 [Epoch 5][Batch 5499], Speed: 7.206 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 5599], Speed: 7.248 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 5699], Speed: 7.199 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 5799], Speed: 7.218 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 5899], Speed: 7.238 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.312,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 5999], Speed: 7.208 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.918,RCNNL1Loss=0.939 [Epoch 5][Batch 6099], Speed: 7.207 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.918,RCNNL1Loss=0.938 [Epoch 5][Batch 6199], Speed: 7.235 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.115,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.918,RCNNL1Loss=0.938 [Epoch 5][Batch 6299], Speed: 7.236 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.938 [Epoch 5][Batch 6399], Speed: 7.182 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.938 [Epoch 5][Batch 6499], Speed: 7.256 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.938 [Epoch 5][Batch 6599], Speed: 7.264 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.937 [Epoch 5][Batch 6699], Speed: 7.225 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.937 [Epoch 5][Batch 6799], Speed: 7.276 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.937 [Epoch 5][Batch 6899], Speed: 7.222 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.937 [Epoch 5][Batch 6999], Speed: 7.223 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.937 [Epoch 5][Batch 7099], Speed: 7.216 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7199], Speed: 7.282 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7299], Speed: 7.241 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7399], Speed: 7.210 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7499], Speed: 7.183 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7599], Speed: 7.209 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.936 [Epoch 5][Batch 7699], Speed: 7.220 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.311,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 7799], Speed: 7.228 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 7899], Speed: 7.231 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 7999], Speed: 7.189 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 8099], Speed: 7.203 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 8199], Speed: 7.206 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.935 [Epoch 5][Batch 8299], Speed: 7.183 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8399], Speed: 7.223 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8499], Speed: 7.223 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8599], Speed: 7.219 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8699], Speed: 7.244 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8799], Speed: 7.262 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.934 [Epoch 5][Batch 8899], Speed: 7.220 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 8999], Speed: 7.268 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 9099], Speed: 7.249 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 9199], Speed: 7.176 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 9299], Speed: 7.237 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 9399], Speed: 7.188 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.933 [Epoch 5][Batch 9499], Speed: 7.231 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 9599], Speed: 7.212 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 9699], Speed: 7.212 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.310,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 9799], Speed: 7.222 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 9899], Speed: 7.209 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 9999], Speed: 7.248 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.932 [Epoch 5][Batch 10099], Speed: 7.251 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10199], Speed: 7.249 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10299], Speed: 7.201 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10399], Speed: 7.252 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10499], Speed: 7.207 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10599], Speed: 7.159 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.931 [Epoch 5][Batch 10699], Speed: 7.267 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 10799], Speed: 7.260 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 10899], Speed: 7.248 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 10999], Speed: 7.216 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 11099], Speed: 7.256 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 11199], Speed: 7.235 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 11299], Speed: 7.198 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.930 [Epoch 5][Batch 11399], Speed: 7.192 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11499], Speed: 7.269 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.984,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11599], Speed: 7.208 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11699], Speed: 7.203 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11799], Speed: 7.271 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.309,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11899], Speed: 7.210 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.929 [Epoch 5][Batch 11999], Speed: 7.250 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12099], Speed: 7.264 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12199], Speed: 7.240 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12299], Speed: 7.193 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12399], Speed: 7.231 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12499], Speed: 7.180 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.928 [Epoch 5][Batch 12599], Speed: 7.195 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 12699], Speed: 7.236 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 12799], Speed: 7.249 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 12899], Speed: 7.234 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 12999], Speed: 7.190 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 13099], Speed: 7.229 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 13199], Speed: 7.213 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.927 [Epoch 5][Batch 13299], Speed: 7.230 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13399], Speed: 7.165 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13499], Speed: 7.261 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13599], Speed: 7.212 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13699], Speed: 7.249 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13799], Speed: 7.215 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13899], Speed: 7.222 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.926 [Epoch 5][Batch 13999], Speed: 7.262 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.308,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14099], Speed: 7.263 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14199], Speed: 7.223 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14299], Speed: 7.233 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14399], Speed: 7.265 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14499], Speed: 7.261 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5][Batch 14599], Speed: 7.042 samples/sec, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.925 [Epoch 5] Training cost: 16235.438, RPN_Conf=0.033,RPN_SmoothL1=0.032,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.114 [Epoch 5] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.190 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 ] = 0.390 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 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.484 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.318 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.585 person=48.2 bicycle=25.7 car=34.8 motorcycle=32.7 airplane=50.9 bus=55.8 train=48.8 truck=26.2 boat=19.7 traffic light=23.9 fire hydrant=57.5 stop sign=55.8 parking meter=36.9 bench=15.8 bird=28.6 cat=44.3 dog=40.5 horse=44.3 sheep=38.5 cow=38.9 elephant=51.3 bear=56.1 zebra=57.9 giraffe=57.2 backpack=9.7 umbrella=29.9 handbag=10.1 tie=26.9 suitcase=19.7 frisbee=54.5 skis=17.9 snowboard=19.5 sports ball=37.1 kite=32.4 baseball bat=19.6 baseball glove=28.7 skateboard=37.5 surfboard=26.6 tennis racket=37.5 bottle=33.3 wine glass=26.2 cup=35.9 fork=21.0 knife=10.5 spoon=9.2 bowl=33.8 banana=19.1 apple=12.2 sandwich=21.0 orange=23.6 broccoli=18.4 carrot=14.8 hot dog=17.8 pizza=44.4 donut=30.6 cake=27.7 chair=19.9 couch=28.3 potted plant=17.5 bed=25.9 dining table=19.4 toilet=47.0 tv=44.1 laptop=47.4 mouse=49.9 remote=21.6 keyboard=41.5 cell phone=25.7 microwave=44.1 oven=22.0 toaster=22.6 sink=22.6 refrigerator=39.0 book=12.7 clock=47.8 vase=27.3 scissors=17.1 teddy bear=36.4 hair drier=4.0 toothbrush=14.8 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =31.2 [Epoch 5] mAP 31.2 higher than current best [29.7] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 5] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0005_31.2000.params [Epoch 6][Batch 99], Speed: 6.748 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.102,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.924 [Epoch 6][Batch 199], Speed: 7.199 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.103,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.924 [Epoch 6][Batch 299], Speed: 7.244 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.924 [Epoch 6][Batch 399], Speed: 7.224 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.924 [Epoch 6][Batch 499], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 599], Speed: 7.251 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 699], Speed: 7.241 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 799], Speed: 7.267 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 899], Speed: 7.206 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 999], Speed: 7.206 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.923 [Epoch 6][Batch 1099], Speed: 7.237 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1199], Speed: 7.194 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.307,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1299], Speed: 7.186 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1399], Speed: 7.219 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1499], Speed: 7.238 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1599], Speed: 7.229 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.922 [Epoch 6][Batch 1699], Speed: 7.184 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.921 [Epoch 6][Batch 1799], Speed: 7.211 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.921 [Epoch 6][Batch 1899], Speed: 7.256 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.919,RCNNL1Loss=0.921 [Epoch 6][Batch 1999], Speed: 7.211 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 6][Batch 2099], Speed: 7.237 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 6][Batch 2199], Speed: 7.261 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.921 [Epoch 6][Batch 2299], Speed: 7.206 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.920 [Epoch 6][Batch 2399], Speed: 7.230 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.920 [Epoch 6][Batch 2499], Speed: 7.229 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.920 [Epoch 6][Batch 2599], Speed: 7.214 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.920 [Epoch 6][Batch 2699], Speed: 7.289 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.920 [Epoch 6][Batch 2799], Speed: 7.252 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 2899], Speed: 7.199 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 2999], Speed: 7.288 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 3099], Speed: 7.243 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 3199], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 3299], Speed: 7.190 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.306,RCNNAcc=0.920,RCNNL1Loss=0.919 [Epoch 6][Batch 3399], Speed: 7.218 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3499], Speed: 7.176 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3599], Speed: 7.220 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3699], Speed: 7.180 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3799], Speed: 7.238 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3899], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.918 [Epoch 6][Batch 3999], Speed: 7.236 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4099], Speed: 7.171 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4199], Speed: 7.228 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4299], Speed: 7.253 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4399], Speed: 7.252 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4499], Speed: 7.168 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4599], Speed: 7.218 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.917 [Epoch 6][Batch 4699], Speed: 7.278 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 4799], Speed: 7.190 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 4899], Speed: 7.188 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 4999], Speed: 7.222 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 5099], Speed: 7.223 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 5199], Speed: 7.233 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 5299], Speed: 7.210 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.916 [Epoch 6][Batch 5399], Speed: 7.236 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5499], Speed: 7.223 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.305,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5599], Speed: 7.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5699], Speed: 7.213 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5799], Speed: 7.232 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5899], Speed: 7.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.915 [Epoch 6][Batch 5999], Speed: 7.170 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6099], Speed: 7.191 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6199], Speed: 7.241 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6299], Speed: 7.202 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6399], Speed: 7.239 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6499], Speed: 7.242 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6599], Speed: 7.235 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.914 [Epoch 6][Batch 6699], Speed: 7.161 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 6799], Speed: 7.241 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 6899], Speed: 7.253 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 6999], Speed: 7.175 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 7099], Speed: 7.191 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 7199], Speed: 7.211 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 7299], Speed: 7.193 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.913 [Epoch 6][Batch 7399], Speed: 7.247 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7499], Speed: 7.235 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7599], Speed: 7.036 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7699], Speed: 7.235 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7799], Speed: 7.193 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7899], Speed: 7.253 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.304,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 7999], Speed: 7.222 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 8099], Speed: 7.210 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.912 [Epoch 6][Batch 8199], Speed: 7.210 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8299], Speed: 7.254 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8399], Speed: 7.227 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8499], Speed: 7.247 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8599], Speed: 7.250 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8699], Speed: 7.235 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8799], Speed: 7.191 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8899], Speed: 7.166 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.911 [Epoch 6][Batch 8999], Speed: 7.186 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9099], Speed: 7.243 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9199], Speed: 7.240 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9299], Speed: 7.239 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9399], Speed: 7.283 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9499], Speed: 7.251 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9599], Speed: 7.256 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.910 [Epoch 6][Batch 9699], Speed: 7.243 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 9799], Speed: 7.213 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 9899], Speed: 7.242 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 9999], Speed: 7.204 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 10099], Speed: 7.189 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 10199], Speed: 7.219 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 10299], Speed: 7.280 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.303,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 10399], Speed: 7.241 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.909 [Epoch 6][Batch 10499], Speed: 7.192 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 10599], Speed: 7.235 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 10699], Speed: 7.186 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 10799], Speed: 7.264 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 10899], Speed: 7.196 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 10999], Speed: 7.186 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 11099], Speed: 7.212 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 11199], Speed: 7.238 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.908 [Epoch 6][Batch 11299], Speed: 7.173 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11399], Speed: 7.298 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11499], Speed: 7.268 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11599], Speed: 7.193 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11699], Speed: 7.289 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11799], Speed: 7.220 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11899], Speed: 7.286 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 11999], Speed: 7.256 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.907 [Epoch 6][Batch 12099], Speed: 7.286 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12199], Speed: 7.271 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12299], Speed: 7.201 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12399], Speed: 7.230 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12499], Speed: 7.168 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12599], Speed: 7.249 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12699], Speed: 7.253 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12799], Speed: 7.236 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.906 [Epoch 6][Batch 12899], Speed: 7.274 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.302,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 12999], Speed: 7.221 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13099], Speed: 7.169 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13199], Speed: 7.185 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13299], Speed: 7.166 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13399], Speed: 7.227 samples/sec, RPN_Conf=0.031,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13499], Speed: 7.258 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13599], Speed: 7.254 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.905 [Epoch 6][Batch 13699], Speed: 7.296 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 13799], Speed: 7.226 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 13899], Speed: 7.247 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 13999], Speed: 7.247 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.111,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14099], Speed: 7.206 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14199], Speed: 7.222 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14299], Speed: 7.287 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14399], Speed: 7.203 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14499], Speed: 7.254 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.904 [Epoch 6][Batch 14599], Speed: 7.172 samples/sec, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.903 [Epoch 6] Training cost: 16240.062, RPN_Conf=0.032,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.112 [Epoch 6] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0006_0.0000.params [Epoch 7][Batch 99], Speed: 6.786 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.920,RCNNL1Loss=0.903 [Epoch 7][Batch 199], Speed: 7.262 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 7][Batch 299], Speed: 7.207 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 7][Batch 399], Speed: 7.171 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 7][Batch 499], Speed: 7.237 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.903 [Epoch 7][Batch 599], Speed: 7.193 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 699], Speed: 7.193 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 799], Speed: 7.155 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.301,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 899], Speed: 7.204 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 999], Speed: 7.231 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 1099], Speed: 7.204 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 1199], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.902 [Epoch 7][Batch 1299], Speed: 7.231 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1399], Speed: 7.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1499], Speed: 7.249 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1599], Speed: 7.215 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1699], Speed: 7.201 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1799], Speed: 7.201 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1899], Speed: 7.182 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.901 [Epoch 7][Batch 1999], Speed: 7.176 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2099], Speed: 7.240 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2199], Speed: 7.157 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2299], Speed: 7.218 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2399], Speed: 7.212 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2499], Speed: 7.185 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2599], Speed: 7.249 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2699], Speed: 7.212 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.900 [Epoch 7][Batch 2799], Speed: 7.187 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 2899], Speed: 7.183 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 2999], Speed: 7.217 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 3099], Speed: 7.173 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.300,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 3199], Speed: 7.196 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 3299], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 3399], Speed: 7.223 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.899 [Epoch 7][Batch 3499], Speed: 7.263 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 3599], Speed: 7.235 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 3699], Speed: 7.158 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 3799], Speed: 7.220 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 3899], Speed: 7.220 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 3999], Speed: 7.208 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 4099], Speed: 7.224 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 4199], Speed: 7.195 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.898 [Epoch 7][Batch 4299], Speed: 7.193 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4399], Speed: 7.237 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4499], Speed: 7.167 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4599], Speed: 7.243 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4699], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4799], Speed: 7.230 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4899], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.897 [Epoch 7][Batch 4999], Speed: 7.237 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5099], Speed: 7.243 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5199], Speed: 7.256 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5299], Speed: 7.220 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5399], Speed: 7.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5499], Speed: 7.188 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5599], Speed: 7.213 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5699], Speed: 7.225 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.299,RCNNAcc=0.921,RCNNL1Loss=0.896 [Epoch 7][Batch 5799], Speed: 7.244 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 5899], Speed: 7.203 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 5999], Speed: 7.161 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6099], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6199], Speed: 7.203 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6299], Speed: 7.272 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6399], Speed: 7.190 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6499], Speed: 7.242 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.895 [Epoch 7][Batch 6599], Speed: 7.210 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 6699], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 6799], Speed: 7.208 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 6899], Speed: 7.238 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 6999], Speed: 7.225 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 7099], Speed: 7.219 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 7199], Speed: 7.219 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 7299], Speed: 7.228 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.894 [Epoch 7][Batch 7399], Speed: 7.207 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7499], Speed: 7.226 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7599], Speed: 7.261 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7699], Speed: 7.190 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7799], Speed: 7.233 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7899], Speed: 7.257 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 7999], Speed: 7.206 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 8099], Speed: 7.276 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 8199], Speed: 7.193 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.893 [Epoch 7][Batch 8299], Speed: 7.221 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.298,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8399], Speed: 7.186 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8499], Speed: 7.201 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8599], Speed: 7.228 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8699], Speed: 7.223 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8799], Speed: 7.250 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8899], Speed: 7.253 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 8999], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 9099], Speed: 7.231 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.892 [Epoch 7][Batch 9199], Speed: 7.234 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9299], Speed: 7.284 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9399], Speed: 7.200 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9499], Speed: 7.231 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9599], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9699], Speed: 7.232 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9799], Speed: 7.263 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9899], Speed: 7.252 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 9999], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.891 [Epoch 7][Batch 10099], Speed: 7.238 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10199], Speed: 7.228 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10299], Speed: 7.198 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10399], Speed: 7.248 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10499], Speed: 7.258 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10599], Speed: 7.319 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10699], Speed: 7.233 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10799], Speed: 7.234 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10899], Speed: 7.222 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.109,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 10999], Speed: 7.261 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.890 [Epoch 7][Batch 11099], Speed: 7.207 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11199], Speed: 7.228 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11299], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.297,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11399], Speed: 7.229 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11499], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11599], Speed: 7.193 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11699], Speed: 7.281 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11799], Speed: 7.123 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11899], Speed: 7.175 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.889 [Epoch 7][Batch 11999], Speed: 7.214 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12099], Speed: 7.220 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12199], Speed: 7.212 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12299], Speed: 7.215 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12399], Speed: 7.175 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12499], Speed: 7.221 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12599], Speed: 7.145 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.985,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12699], Speed: 7.196 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12799], Speed: 7.207 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12899], Speed: 7.193 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.888 [Epoch 7][Batch 12999], Speed: 7.181 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13099], Speed: 7.264 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13199], Speed: 7.257 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13299], Speed: 7.184 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13399], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13499], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13599], Speed: 7.223 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13699], Speed: 7.175 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13799], Speed: 7.190 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13899], Speed: 7.266 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.887 [Epoch 7][Batch 13999], Speed: 7.234 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.886 [Epoch 7][Batch 14099], Speed: 7.259 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.886 [Epoch 7][Batch 14199], Speed: 7.221 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.886 [Epoch 7][Batch 14299], Speed: 7.212 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.921,RCNNL1Loss=0.886 [Epoch 7][Batch 14399], Speed: 7.243 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 7][Batch 14499], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 7][Batch 14599], Speed: 7.188 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110,RPNAcc=0.986,RPNL1Loss=0.296,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 7] Training cost: 16251.507, RPN_Conf=0.030,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.110 [Epoch 7] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.205 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.368 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.624 person=49.0 bicycle=26.8 car=39.3 motorcycle=37.2 airplane=49.8 bus=55.3 train=52.7 truck=23.1 boat=21.1 traffic light=23.1 fire hydrant=61.1 stop sign=62.4 parking meter=46.8 bench=17.2 bird=29.5 cat=55.8 dog=50.0 horse=43.3 sheep=40.8 cow=43.4 elephant=47.8 bear=54.8 zebra=56.2 giraffe=60.2 backpack=13.1 umbrella=30.0 handbag=11.0 tie=27.0 suitcase=26.1 frisbee=55.3 skis=15.9 snowboard=23.2 sports ball=36.3 kite=33.0 baseball bat=23.7 baseball glove=32.0 skateboard=41.7 surfboard=25.7 tennis racket=39.9 bottle=34.1 wine glass=32.1 cup=36.8 fork=26.2 knife=12.9 spoon=11.6 bowl=33.9 banana=18.5 apple=14.5 sandwich=24.2 orange=27.7 broccoli=22.3 carrot=17.2 hot dog=21.5 pizza=45.0 donut=34.8 cake=28.9 chair=20.5 couch=26.3 potted plant=20.6 bed=30.3 dining table=22.5 toilet=48.1 tv=43.5 laptop=48.9 mouse=49.0 remote=24.2 keyboard=41.7 cell phone=26.4 microwave=46.5 oven=25.0 toaster=22.3 sink=26.3 refrigerator=42.8 book=12.0 clock=48.1 vase=33.5 scissors=13.9 teddy bear=35.9 hair drier=1.3 toothbrush=14.1 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =33.1 [Epoch 7] mAP 33.1 higher than current best [31.2] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 7] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0007_33.1000.params [Epoch 8][Batch 99], Speed: 6.777 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.031,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 8][Batch 199], Speed: 7.147 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.886 [Epoch 8][Batch 299], Speed: 7.201 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 399], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 499], Speed: 7.255 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 599], Speed: 7.237 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 699], Speed: 7.253 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 799], Speed: 7.247 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 899], Speed: 7.235 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 999], Speed: 7.252 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 1099], Speed: 7.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.885 [Epoch 8][Batch 1199], Speed: 7.189 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1299], Speed: 7.222 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1399], Speed: 7.194 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1499], Speed: 7.163 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1599], Speed: 7.250 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1699], Speed: 7.211 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1799], Speed: 7.273 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1899], Speed: 7.193 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.884 [Epoch 8][Batch 1999], Speed: 7.254 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2099], Speed: 7.218 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2199], Speed: 7.239 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2299], Speed: 7.260 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2399], Speed: 7.205 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2499], Speed: 7.256 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2599], Speed: 7.180 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2699], Speed: 7.269 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.295,RCNNAcc=0.922,RCNNL1Loss=0.883 [Epoch 8][Batch 2799], Speed: 7.266 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 2899], Speed: 7.218 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 2999], Speed: 7.185 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3099], Speed: 7.212 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3199], Speed: 7.212 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3299], Speed: 7.211 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3399], Speed: 7.234 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3499], Speed: 7.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3599], Speed: 7.285 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.882 [Epoch 8][Batch 3699], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 3799], Speed: 7.241 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 3899], Speed: 7.206 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 3999], Speed: 7.274 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4099], Speed: 7.250 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4199], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4299], Speed: 7.292 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4399], Speed: 7.232 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4499], Speed: 7.221 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.881 [Epoch 8][Batch 4599], Speed: 7.251 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 4699], Speed: 7.257 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 4799], Speed: 7.245 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 4899], Speed: 7.233 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 4999], Speed: 7.246 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 5099], Speed: 7.250 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 5199], Speed: 7.198 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 5299], Speed: 7.205 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 5399], Speed: 7.207 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.880 [Epoch 8][Batch 5499], Speed: 7.254 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 5599], Speed: 7.162 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 5699], Speed: 7.275 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.294,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 5799], Speed: 7.205 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 5899], Speed: 7.236 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 5999], Speed: 7.243 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6099], Speed: 7.249 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6199], Speed: 7.209 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6299], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6399], Speed: 7.252 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6499], Speed: 7.268 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.879 [Epoch 8][Batch 6599], Speed: 7.209 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 6699], Speed: 7.263 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 6799], Speed: 7.212 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 6899], Speed: 7.203 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 6999], Speed: 7.243 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7099], Speed: 7.285 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7199], Speed: 7.194 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7299], Speed: 7.248 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7399], Speed: 7.249 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7499], Speed: 7.251 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.878 [Epoch 8][Batch 7599], Speed: 7.209 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 7699], Speed: 7.256 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 7799], Speed: 7.242 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 7899], Speed: 7.237 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 7999], Speed: 7.245 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8099], Speed: 7.216 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8199], Speed: 7.255 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8299], Speed: 7.252 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8399], Speed: 7.224 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8499], Speed: 7.268 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8599], Speed: 7.238 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.877 [Epoch 8][Batch 8699], Speed: 7.248 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 8799], Speed: 7.182 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 8899], Speed: 7.252 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.293,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 8999], Speed: 7.294 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9099], Speed: 7.156 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9199], Speed: 7.276 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9299], Speed: 7.283 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9399], Speed: 7.274 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9499], Speed: 7.267 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9599], Speed: 7.271 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.876 [Epoch 8][Batch 9699], Speed: 7.269 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 9799], Speed: 7.268 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 9899], Speed: 7.221 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 9999], Speed: 7.194 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10099], Speed: 7.222 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10199], Speed: 7.315 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10299], Speed: 7.261 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10399], Speed: 7.202 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10499], Speed: 7.232 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10599], Speed: 7.297 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10699], Speed: 7.224 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10799], Speed: 7.241 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.875 [Epoch 8][Batch 10899], Speed: 7.243 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 10999], Speed: 7.245 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11099], Speed: 7.261 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11199], Speed: 7.204 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11299], Speed: 7.221 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11399], Speed: 7.211 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11499], Speed: 7.270 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11599], Speed: 7.247 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11699], Speed: 7.234 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11799], Speed: 7.240 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11899], Speed: 7.285 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.874 [Epoch 8][Batch 11999], Speed: 7.207 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12099], Speed: 7.213 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12199], Speed: 7.200 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12299], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12399], Speed: 7.205 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12499], Speed: 7.222 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.292,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12599], Speed: 7.236 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12699], Speed: 7.262 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12799], Speed: 7.243 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12899], Speed: 7.251 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 12999], Speed: 7.250 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 13099], Speed: 7.242 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.873 [Epoch 8][Batch 13199], Speed: 7.275 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13299], Speed: 7.232 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13399], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13499], Speed: 7.253 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13599], Speed: 7.277 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13699], Speed: 7.290 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13799], Speed: 7.226 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13899], Speed: 7.238 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 13999], Speed: 7.251 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 14099], Speed: 7.264 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 14199], Speed: 7.240 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.872 [Epoch 8][Batch 14299], Speed: 7.235 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 8][Batch 14399], Speed: 7.261 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 8][Batch 14499], Speed: 7.224 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 8][Batch 14599], Speed: 7.219 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 8] Training cost: 16210.742, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.108 [Epoch 8] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0008_0.0000.params [Epoch 9][Batch 99], Speed: 6.607 samples/sec, RPN_Conf=0.030,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 199], Speed: 7.261 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 299], Speed: 7.219 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 399], Speed: 7.246 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 499], Speed: 7.188 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 599], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.871 [Epoch 9][Batch 699], Speed: 7.201 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 799], Speed: 7.153 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 899], Speed: 7.255 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 999], Speed: 7.063 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 1099], Speed: 7.276 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 1199], Speed: 7.249 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 1299], Speed: 7.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.291,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 1399], Speed: 7.161 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.922,RCNNL1Loss=0.870 [Epoch 9][Batch 1499], Speed: 7.299 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.870 [Epoch 9][Batch 1599], Speed: 7.235 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 1699], Speed: 7.257 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 1799], Speed: 7.250 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 1899], Speed: 7.288 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 1999], Speed: 7.291 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2099], Speed: 7.213 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2199], Speed: 7.174 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2299], Speed: 7.148 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2399], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2499], Speed: 7.229 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2599], Speed: 7.197 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.869 [Epoch 9][Batch 2699], Speed: 7.237 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 2799], Speed: 7.236 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 2899], Speed: 7.242 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 2999], Speed: 7.261 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3099], Speed: 7.242 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3199], Speed: 7.221 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3299], Speed: 7.230 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3399], Speed: 7.210 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3499], Speed: 7.174 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3599], Speed: 7.280 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.868 [Epoch 9][Batch 3699], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 3799], Speed: 7.298 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 3899], Speed: 7.283 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 3999], Speed: 7.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4099], Speed: 7.225 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4199], Speed: 7.275 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4299], Speed: 7.195 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4399], Speed: 7.264 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4499], Speed: 7.314 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4599], Speed: 7.221 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.290,RCNNAcc=0.923,RCNNL1Loss=0.867 [Epoch 9][Batch 4699], Speed: 7.241 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 4799], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 4899], Speed: 7.231 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 4999], Speed: 7.283 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5099], Speed: 7.217 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5199], Speed: 7.230 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5299], Speed: 7.174 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5399], Speed: 7.208 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5499], Speed: 7.213 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5599], Speed: 7.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5699], Speed: 7.257 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.866 [Epoch 9][Batch 5799], Speed: 7.230 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 5899], Speed: 7.225 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 5999], Speed: 7.234 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6099], Speed: 7.267 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6199], Speed: 7.272 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6299], Speed: 7.290 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6399], Speed: 7.236 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6499], Speed: 7.284 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6599], Speed: 7.217 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6699], Speed: 7.216 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6799], Speed: 7.288 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6899], Speed: 7.287 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.865 [Epoch 9][Batch 6999], Speed: 7.240 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7099], Speed: 6.942 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7199], Speed: 7.227 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7299], Speed: 7.210 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7399], Speed: 7.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7499], Speed: 7.298 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7599], Speed: 7.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7699], Speed: 7.215 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7799], Speed: 7.224 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7899], Speed: 7.265 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 7999], Speed: 7.253 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.864 [Epoch 9][Batch 8099], Speed: 7.199 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8199], Speed: 7.226 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8299], Speed: 7.170 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8399], Speed: 7.276 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.289,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8499], Speed: 7.189 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8599], Speed: 7.216 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8699], Speed: 7.258 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8799], Speed: 7.253 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8899], Speed: 7.258 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 8999], Speed: 7.257 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 9099], Speed: 7.286 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 9199], Speed: 7.248 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.863 [Epoch 9][Batch 9299], Speed: 7.281 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9399], Speed: 7.246 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9499], Speed: 7.203 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9599], Speed: 7.250 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9699], Speed: 7.222 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9799], Speed: 7.276 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9899], Speed: 7.240 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 9999], Speed: 7.237 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10099], Speed: 7.250 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10199], Speed: 7.198 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10299], Speed: 7.187 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10399], Speed: 7.228 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10499], Speed: 7.227 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.862 [Epoch 9][Batch 10599], Speed: 7.204 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 10699], Speed: 7.232 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 10799], Speed: 7.244 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 10899], Speed: 7.285 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 10999], Speed: 7.242 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11099], Speed: 7.243 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11199], Speed: 7.187 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11299], Speed: 7.228 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11399], Speed: 7.261 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11499], Speed: 7.274 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11599], Speed: 7.288 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11699], Speed: 7.198 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11799], Speed: 7.198 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11899], Speed: 7.224 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.861 [Epoch 9][Batch 11999], Speed: 7.238 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12099], Speed: 7.234 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12199], Speed: 7.198 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12299], Speed: 7.204 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12399], Speed: 7.253 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12499], Speed: 7.256 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.288,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12599], Speed: 7.215 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12699], Speed: 7.246 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12799], Speed: 7.264 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12899], Speed: 7.273 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 12999], Speed: 7.222 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 13099], Speed: 7.254 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.860 [Epoch 9][Batch 13199], Speed: 7.255 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13299], Speed: 7.261 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13399], Speed: 7.282 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13499], Speed: 7.290 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13599], Speed: 7.279 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13699], Speed: 7.239 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13799], Speed: 7.172 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13899], Speed: 7.226 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 13999], Speed: 7.224 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14099], Speed: 7.280 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14199], Speed: 7.210 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14299], Speed: 7.240 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14399], Speed: 7.206 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14499], Speed: 7.285 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.859 [Epoch 9][Batch 14599], Speed: 7.204 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 9] Training cost: 16219.625, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.107 [Epoch 9] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.203 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.373 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.416 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.493 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.316 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 ] = 0.600 person=49.8 bicycle=27.0 car=39.9 motorcycle=35.6 airplane=55.4 bus=56.3 train=49.4 truck=26.8 boat=19.8 traffic light=24.6 fire hydrant=57.6 stop sign=58.2 parking meter=37.7 bench=18.6 bird=29.2 cat=57.8 dog=48.1 horse=46.3 sheep=40.3 cow=44.5 elephant=48.9 bear=55.2 zebra=55.9 giraffe=59.5 backpack=12.2 umbrella=32.1 handbag=12.0 tie=27.6 suitcase=24.2 frisbee=59.4 skis=15.8 snowboard=23.1 sports ball=35.9 kite=32.8 baseball bat=19.9 baseball glove=30.9 skateboard=44.6 surfboard=27.0 tennis racket=35.0 bottle=33.2 wine glass=29.6 cup=38.8 fork=26.4 knife=12.0 spoon=10.7 bowl=36.0 banana=17.4 apple=12.6 sandwich=24.1 orange=25.0 broccoli=19.8 carrot=18.0 hot dog=22.6 pizza=47.5 donut=33.4 cake=31.1 chair=22.1 couch=30.0 potted plant=21.6 bed=29.7 dining table=21.2 toilet=49.8 tv=45.7 laptop=49.8 mouse=47.8 remote=22.0 keyboard=41.1 cell phone=28.2 microwave=51.3 oven=24.0 toaster=44.4 sink=29.1 refrigerator=42.4 book=10.1 clock=45.4 vase=31.7 scissors=16.8 teddy bear=36.1 hair drier=0.6 toothbrush=15.4 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =33.4 [Epoch 9] mAP 33.4 higher than current best [33.1] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 9] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0009_33.4000.params [Epoch 10][Batch 99], Speed: 6.829 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 199], Speed: 7.262 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.108,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 299], Speed: 7.246 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 399], Speed: 7.208 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.107,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 499], Speed: 7.257 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 599], Speed: 7.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 699], Speed: 7.251 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 799], Speed: 7.251 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 899], Speed: 7.260 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.858 [Epoch 10][Batch 999], Speed: 7.287 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1099], Speed: 7.211 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1199], Speed: 7.289 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1299], Speed: 7.257 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1399], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1499], Speed: 7.207 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1599], Speed: 7.242 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1699], Speed: 7.231 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.287,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1799], Speed: 7.276 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1899], Speed: 7.217 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 1999], Speed: 7.196 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.857 [Epoch 10][Batch 2099], Speed: 7.166 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2199], Speed: 7.230 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2299], Speed: 7.245 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2399], Speed: 7.298 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2499], Speed: 7.240 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2599], Speed: 7.226 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2699], Speed: 7.234 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2799], Speed: 7.189 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2899], Speed: 7.226 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 2999], Speed: 7.258 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 3099], Speed: 7.220 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.856 [Epoch 10][Batch 3199], Speed: 7.209 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3299], Speed: 7.233 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3399], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3499], Speed: 7.265 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3599], Speed: 7.252 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3699], Speed: 7.231 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3799], Speed: 7.253 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3899], Speed: 7.292 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 3999], Speed: 7.270 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 4099], Speed: 7.321 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 4199], Speed: 7.246 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 4299], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.855 [Epoch 10][Batch 4399], Speed: 7.195 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4499], Speed: 7.285 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4599], Speed: 7.252 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4699], Speed: 7.251 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4799], Speed: 7.249 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4899], Speed: 7.186 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 4999], Speed: 7.202 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5099], Speed: 7.206 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5199], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5299], Speed: 7.263 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5399], Speed: 7.235 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5499], Speed: 7.215 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.286,RCNNAcc=0.923,RCNNL1Loss=0.854 [Epoch 10][Batch 5599], Speed: 7.276 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.923,RCNNL1Loss=0.853 [Epoch 10][Batch 5699], Speed: 7.240 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 5799], Speed: 7.281 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 5899], Speed: 7.231 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 5999], Speed: 7.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6099], Speed: 7.248 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6199], Speed: 7.260 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6299], Speed: 7.207 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6399], Speed: 7.263 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6499], Speed: 7.061 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6599], Speed: 7.210 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6699], Speed: 7.267 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6799], Speed: 7.246 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.853 [Epoch 10][Batch 6899], Speed: 7.265 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 6999], Speed: 7.239 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7099], Speed: 7.217 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7199], Speed: 7.275 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7299], Speed: 7.270 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7399], Speed: 7.225 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7499], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7599], Speed: 7.236 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7699], Speed: 7.225 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7799], Speed: 7.211 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7899], Speed: 7.218 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 7999], Speed: 7.265 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 8099], Speed: 7.219 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 8199], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.852 [Epoch 10][Batch 8299], Speed: 7.244 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8399], Speed: 7.234 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8499], Speed: 7.166 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8599], Speed: 7.301 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8699], Speed: 7.232 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8799], Speed: 7.254 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8899], Speed: 7.260 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 8999], Speed: 7.211 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9099], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9199], Speed: 7.256 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9299], Speed: 7.259 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9399], Speed: 7.260 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9499], Speed: 7.269 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9599], Speed: 7.215 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.851 [Epoch 10][Batch 9699], Speed: 7.183 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 9799], Speed: 7.219 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 9899], Speed: 7.185 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 9999], Speed: 7.299 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.285,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10099], Speed: 7.204 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10199], Speed: 7.275 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10299], Speed: 7.218 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10399], Speed: 7.223 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10499], Speed: 7.239 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10599], Speed: 7.204 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10699], Speed: 7.293 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10799], Speed: 7.287 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10899], Speed: 7.304 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.204,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 10999], Speed: 7.266 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.850 [Epoch 10][Batch 11099], Speed: 7.239 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11199], Speed: 7.293 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11299], Speed: 7.207 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11399], Speed: 7.220 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11499], Speed: 7.275 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11599], Speed: 7.312 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11699], Speed: 7.268 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11799], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11899], Speed: 7.240 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 11999], Speed: 7.276 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12099], Speed: 7.214 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12199], Speed: 7.260 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12299], Speed: 7.268 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12399], Speed: 7.221 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12499], Speed: 7.281 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.849 [Epoch 10][Batch 12599], Speed: 7.280 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 12699], Speed: 7.300 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 12799], Speed: 7.229 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.105,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 12899], Speed: 7.180 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 12999], Speed: 7.194 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13099], Speed: 7.261 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13199], Speed: 7.231 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13299], Speed: 7.252 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13399], Speed: 7.286 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13499], Speed: 7.263 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13599], Speed: 7.283 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13699], Speed: 7.205 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13799], Speed: 7.237 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.205,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13899], Speed: 7.269 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 13999], Speed: 7.299 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.848 [Epoch 10][Batch 14099], Speed: 7.272 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10][Batch 14199], Speed: 7.268 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.986,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10][Batch 14299], Speed: 7.242 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10][Batch 14399], Speed: 7.266 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10][Batch 14499], Speed: 7.260 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10][Batch 14599], Speed: 7.234 samples/sec, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106,RPNAcc=0.987,RPNL1Loss=0.284,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 10] Training cost: 16198.158, RPN_Conf=0.029,RPN_SmoothL1=0.030,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.106 [Epoch 10] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0010_0.0000.params [Epoch 11][Batch 99], Speed: 6.687 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.109,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 199], Speed: 7.209 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 299], Speed: 7.267 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 399], Speed: 7.252 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 499], Speed: 7.219 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 599], Speed: 7.243 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 699], Speed: 7.273 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.847 [Epoch 11][Batch 799], Speed: 7.271 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 899], Speed: 7.245 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 999], Speed: 7.260 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1099], Speed: 7.242 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1199], Speed: 7.226 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1299], Speed: 7.284 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1399], Speed: 7.300 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1499], Speed: 7.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1599], Speed: 7.246 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1699], Speed: 7.312 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1799], Speed: 7.213 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1899], Speed: 7.226 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.846 [Epoch 11][Batch 1999], Speed: 7.260 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2099], Speed: 7.238 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2199], Speed: 7.223 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2299], Speed: 7.272 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2399], Speed: 7.271 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2499], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2599], Speed: 7.280 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2699], Speed: 7.217 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2799], Speed: 7.232 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2899], Speed: 7.294 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 2999], Speed: 7.289 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 3099], Speed: 7.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 3199], Speed: 7.241 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.845 [Epoch 11][Batch 3299], Speed: 7.206 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3399], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3499], Speed: 7.248 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3599], Speed: 7.240 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3699], Speed: 7.260 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3799], Speed: 7.291 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3899], Speed: 7.274 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 3999], Speed: 7.247 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 4099], Speed: 7.256 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.283,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 4199], Speed: 7.272 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 4299], Speed: 7.282 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 4399], Speed: 7.251 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.844 [Epoch 11][Batch 4499], Speed: 7.302 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 4599], Speed: 7.243 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 4699], Speed: 7.265 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 4799], Speed: 7.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 4899], Speed: 7.276 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 4999], Speed: 7.305 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5099], Speed: 7.212 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5199], Speed: 7.231 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5299], Speed: 7.252 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5399], Speed: 7.246 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5499], Speed: 7.285 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5599], Speed: 7.261 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5699], Speed: 7.242 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5799], Speed: 7.270 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5899], Speed: 7.211 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.843 [Epoch 11][Batch 5999], Speed: 7.256 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6099], Speed: 7.216 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6199], Speed: 7.251 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6299], Speed: 7.241 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6399], Speed: 7.184 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6499], Speed: 7.238 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6599], Speed: 7.272 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6699], Speed: 7.274 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6799], Speed: 7.274 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6899], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 6999], Speed: 7.249 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 7099], Speed: 7.288 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 7199], Speed: 7.201 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 7299], Speed: 7.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.842 [Epoch 11][Batch 7399], Speed: 7.254 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7499], Speed: 7.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7599], Speed: 7.272 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7699], Speed: 7.218 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7799], Speed: 7.215 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7899], Speed: 7.260 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 7999], Speed: 7.321 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8099], Speed: 7.285 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8199], Speed: 7.263 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8299], Speed: 7.280 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8399], Speed: 7.285 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8499], Speed: 6.996 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8599], Speed: 7.284 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8699], Speed: 7.242 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8799], Speed: 7.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.282,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8899], Speed: 7.234 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 8999], Speed: 7.251 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.841 [Epoch 11][Batch 9099], Speed: 7.225 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9199], Speed: 7.238 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9299], Speed: 7.258 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9399], Speed: 7.270 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9499], Speed: 7.286 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9599], Speed: 7.213 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9699], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9799], Speed: 7.202 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9899], Speed: 7.259 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 9999], Speed: 7.259 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10099], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10199], Speed: 7.216 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10299], Speed: 7.245 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10399], Speed: 7.256 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10499], Speed: 7.262 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.840 [Epoch 11][Batch 10599], Speed: 7.262 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 10699], Speed: 7.289 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.202,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 10799], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 10899], Speed: 7.208 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 10999], Speed: 7.194 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11099], Speed: 7.232 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11199], Speed: 7.254 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11299], Speed: 7.226 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11399], Speed: 7.224 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11499], Speed: 7.203 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11599], Speed: 7.226 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11699], Speed: 7.276 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11799], Speed: 7.274 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11899], Speed: 7.277 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 11999], Speed: 7.238 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 12099], Speed: 7.276 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 12199], Speed: 7.159 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.839 [Epoch 11][Batch 12299], Speed: 7.218 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12399], Speed: 7.243 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12499], Speed: 7.227 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12599], Speed: 7.241 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12699], Speed: 7.273 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12799], Speed: 7.228 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12899], Speed: 7.229 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 12999], Speed: 7.230 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13099], Speed: 7.292 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13199], Speed: 7.263 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13299], Speed: 7.268 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13399], Speed: 7.223 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13499], Speed: 7.257 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13599], Speed: 7.247 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13699], Speed: 7.210 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13799], Speed: 7.286 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13899], Speed: 7.309 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 13999], Speed: 7.254 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.281,RCNNAcc=0.924,RCNNL1Loss=0.838 [Epoch 11][Batch 14099], Speed: 7.253 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11][Batch 14199], Speed: 7.220 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11][Batch 14299], Speed: 7.191 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11][Batch 14399], Speed: 7.233 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11][Batch 14499], Speed: 7.282 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11][Batch 14599], Speed: 7.182 samples/sec, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 11] Training cost: 16195.217, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.203,RCNN_SmoothL1=0.105 [Epoch 11] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.205 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.374 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.292 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.466 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 ] = 0.323 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.605 person=50.2 bicycle=27.4 car=40.4 motorcycle=36.7 airplane=54.9 bus=57.0 train=53.1 truck=25.3 boat=19.8 traffic light=23.8 fire hydrant=58.5 stop sign=60.7 parking meter=37.1 bench=17.8 bird=28.2 cat=55.2 dog=45.5 horse=47.1 sheep=36.6 cow=41.2 elephant=48.7 bear=54.6 zebra=56.2 giraffe=59.4 backpack=11.9 umbrella=31.2 handbag=11.1 tie=29.5 suitcase=32.9 frisbee=56.5 skis=17.3 snowboard=29.9 sports ball=35.2 kite=34.5 baseball bat=25.0 baseball glove=31.1 skateboard=45.8 surfboard=30.3 tennis racket=40.8 bottle=32.4 wine glass=28.2 cup=35.8 fork=27.3 knife=13.6 spoon=13.6 bowl=37.4 banana=19.7 apple=12.6 sandwich=26.4 orange=22.4 broccoli=20.5 carrot=15.3 hot dog=21.8 pizza=41.1 donut=34.7 cake=26.7 chair=21.4 couch=31.1 potted plant=20.0 bed=34.3 dining table=21.9 toilet=49.7 tv=50.0 laptop=51.4 mouse=51.6 remote=23.0 keyboard=40.4 cell phone=29.0 microwave=48.3 oven=22.7 toaster=40.0 sink=25.9 refrigerator=40.6 book=10.7 clock=48.8 vase=24.8 scissors=12.5 teddy bear=38.1 hair drier=1.0 toothbrush=16.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =33.5 [Epoch 11] mAP 33.5 higher than current best [33.4] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 11] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0011_33.5000.params [Epoch 12][Batch 99], Speed: 6.894 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 12][Batch 199], Speed: 7.261 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 12][Batch 299], Speed: 7.181 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.924,RCNNL1Loss=0.837 [Epoch 12][Batch 399], Speed: 7.217 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.837 [Epoch 12][Batch 499], Speed: 7.228 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.837 [Epoch 12][Batch 599], Speed: 7.233 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.837 [Epoch 12][Batch 699], Speed: 7.219 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.837 [Epoch 12][Batch 799], Speed: 7.255 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 899], Speed: 7.212 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 999], Speed: 7.214 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1099], Speed: 7.202 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1199], Speed: 7.330 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1299], Speed: 7.221 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1399], Speed: 7.206 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1499], Speed: 7.205 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1599], Speed: 7.217 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1699], Speed: 7.241 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1799], Speed: 7.235 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1899], Speed: 7.188 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 1999], Speed: 7.206 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 2099], Speed: 7.232 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.836 [Epoch 12][Batch 2199], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2299], Speed: 7.188 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2399], Speed: 7.254 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2499], Speed: 7.229 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2599], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2699], Speed: 7.255 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2799], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2899], Speed: 7.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 2999], Speed: 7.183 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3099], Speed: 7.233 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3199], Speed: 7.229 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3299], Speed: 7.224 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3399], Speed: 7.197 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3499], Speed: 7.248 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3599], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.835 [Epoch 12][Batch 3699], Speed: 7.247 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 3799], Speed: 7.162 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 3899], Speed: 7.232 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 3999], Speed: 7.212 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4099], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4199], Speed: 7.173 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.280,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4299], Speed: 7.269 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4399], Speed: 7.198 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4499], Speed: 7.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4599], Speed: 7.262 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4699], Speed: 7.215 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4799], Speed: 7.197 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4899], Speed: 7.234 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 4999], Speed: 7.216 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 5099], Speed: 7.258 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 5199], Speed: 7.185 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.834 [Epoch 12][Batch 5299], Speed: 7.284 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5399], Speed: 7.224 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5499], Speed: 7.184 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5599], Speed: 7.223 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5699], Speed: 7.250 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5799], Speed: 7.265 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5899], Speed: 7.245 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 5999], Speed: 7.227 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6099], Speed: 7.234 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6199], Speed: 7.223 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6299], Speed: 7.170 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6399], Speed: 7.211 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6499], Speed: 7.180 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6599], Speed: 7.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6699], Speed: 7.231 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6799], Speed: 7.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6899], Speed: 7.274 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.833 [Epoch 12][Batch 6999], Speed: 7.198 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7099], Speed: 7.207 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7199], Speed: 7.287 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7299], Speed: 7.222 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7399], Speed: 7.228 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7499], Speed: 7.194 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7599], Speed: 7.218 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7699], Speed: 7.184 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7799], Speed: 7.172 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7899], Speed: 7.201 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 7999], Speed: 7.247 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8099], Speed: 7.187 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8199], Speed: 7.234 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8299], Speed: 7.187 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8399], Speed: 7.232 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8499], Speed: 7.233 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8599], Speed: 7.166 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.832 [Epoch 12][Batch 8699], Speed: 7.241 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 8799], Speed: 7.220 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 8899], Speed: 7.209 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 8999], Speed: 7.194 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9099], Speed: 7.135 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9199], Speed: 7.266 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9299], Speed: 7.194 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9399], Speed: 7.264 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.279,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9499], Speed: 7.252 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9599], Speed: 7.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9699], Speed: 7.190 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9799], Speed: 7.254 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9899], Speed: 7.215 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 9999], Speed: 7.201 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 10099], Speed: 7.233 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 10199], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 10299], Speed: 7.201 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 10399], Speed: 7.259 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.831 [Epoch 12][Batch 10499], Speed: 7.256 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 10599], Speed: 7.170 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 10699], Speed: 7.258 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 10799], Speed: 7.255 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 10899], Speed: 7.175 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 10999], Speed: 7.282 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11099], Speed: 7.229 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11199], Speed: 7.162 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11299], Speed: 7.183 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11399], Speed: 7.126 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11499], Speed: 7.182 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11599], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11699], Speed: 7.217 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11799], Speed: 7.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11899], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 11999], Speed: 7.186 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 12099], Speed: 7.169 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 12199], Speed: 7.172 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.830 [Epoch 12][Batch 12299], Speed: 7.190 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12399], Speed: 7.136 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12499], Speed: 7.109 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12599], Speed: 7.178 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12699], Speed: 7.204 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12799], Speed: 7.108 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12899], Speed: 7.204 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 12999], Speed: 7.138 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13099], Speed: 7.191 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13199], Speed: 7.180 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13299], Speed: 7.216 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13399], Speed: 7.202 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13499], Speed: 7.110 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13599], Speed: 7.171 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13699], Speed: 7.188 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13799], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13899], Speed: 7.224 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.200,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 13999], Speed: 7.203 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 14099], Speed: 7.130 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.829 [Epoch 12][Batch 14199], Speed: 7.205 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 12][Batch 14299], Speed: 7.166 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 12][Batch 14399], Speed: 7.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 12][Batch 14499], Speed: 7.176 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 12][Batch 14599], Speed: 7.168 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 12] Training cost: 16268.081, RPN_Conf=0.028,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.201,RCNN_SmoothL1=0.104 [Epoch 12] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0012_0.0000.params [Epoch 13][Batch 99], Speed: 6.745 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 199], Speed: 7.205 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 299], Speed: 7.208 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.098,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 399], Speed: 7.177 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.098,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 499], Speed: 7.209 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.278,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 599], Speed: 7.224 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 699], Speed: 7.228 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 799], Speed: 7.143 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 899], Speed: 7.183 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 999], Speed: 7.170 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 1099], Speed: 7.144 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.828 [Epoch 13][Batch 1199], Speed: 7.190 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1299], Speed: 7.192 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1399], Speed: 7.187 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1499], Speed: 7.208 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1599], Speed: 7.170 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1699], Speed: 7.099 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1799], Speed: 7.201 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1899], Speed: 7.111 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 1999], Speed: 6.998 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2099], Speed: 7.223 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2199], Speed: 7.233 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2299], Speed: 7.183 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2399], Speed: 7.164 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2499], Speed: 7.196 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2599], Speed: 7.171 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.827 [Epoch 13][Batch 2699], Speed: 7.181 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 2799], Speed: 7.189 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 2899], Speed: 7.108 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 2999], Speed: 7.202 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3099], Speed: 7.207 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3199], Speed: 7.171 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3299], Speed: 7.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3399], Speed: 7.221 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3499], Speed: 7.203 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3599], Speed: 7.223 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3699], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3799], Speed: 7.132 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3899], Speed: 7.238 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 3999], Speed: 7.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 4099], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 4199], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 4299], Speed: 7.088 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.826 [Epoch 13][Batch 4399], Speed: 7.211 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4499], Speed: 7.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4599], Speed: 7.238 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4699], Speed: 7.131 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4799], Speed: 7.198 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4899], Speed: 7.232 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 4999], Speed: 7.193 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5099], Speed: 7.151 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5199], Speed: 7.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5299], Speed: 7.152 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5399], Speed: 7.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5499], Speed: 7.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5599], Speed: 7.104 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5699], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5799], Speed: 7.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.277,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5899], Speed: 7.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.825 [Epoch 13][Batch 5999], Speed: 7.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6099], Speed: 7.197 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6199], Speed: 7.212 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6299], Speed: 7.162 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6399], Speed: 7.173 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6499], Speed: 7.248 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6599], Speed: 7.243 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6699], Speed: 7.230 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6799], Speed: 7.163 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6899], Speed: 7.119 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 6999], Speed: 7.245 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7099], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7199], Speed: 7.170 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7299], Speed: 7.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7399], Speed: 7.121 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7499], Speed: 7.186 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7599], Speed: 7.165 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7699], Speed: 7.174 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7799], Speed: 7.219 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.824 [Epoch 13][Batch 7899], Speed: 7.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 7999], Speed: 7.142 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8099], Speed: 7.199 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8199], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8299], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8399], Speed: 7.221 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8499], Speed: 7.166 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8599], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8699], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8799], Speed: 7.152 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8899], Speed: 7.214 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 8999], Speed: 7.203 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9099], Speed: 7.232 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9199], Speed: 7.184 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9299], Speed: 7.279 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9399], Speed: 7.183 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9499], Speed: 7.190 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9599], Speed: 7.211 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9699], Speed: 7.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9799], Speed: 7.186 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9899], Speed: 7.276 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.823 [Epoch 13][Batch 9999], Speed: 7.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10099], Speed: 7.169 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10199], Speed: 7.226 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10299], Speed: 7.205 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10399], Speed: 7.235 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10499], Speed: 7.191 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10599], Speed: 7.263 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10699], Speed: 7.266 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10799], Speed: 7.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10899], Speed: 7.208 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 10999], Speed: 7.207 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11099], Speed: 7.203 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11199], Speed: 7.229 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11299], Speed: 7.204 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11399], Speed: 7.166 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11499], Speed: 7.176 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11599], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11699], Speed: 7.165 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11799], Speed: 7.181 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.822 [Epoch 13][Batch 11899], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.276,RCNNAcc=0.925,RCNNL1Loss=0.821 [Epoch 13][Batch 11999], Speed: 7.194 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12099], Speed: 7.223 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12199], Speed: 7.216 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12299], Speed: 7.183 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12399], Speed: 7.228 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12499], Speed: 7.192 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12599], Speed: 7.169 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12699], Speed: 7.186 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12799], Speed: 7.139 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12899], Speed: 7.161 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 12999], Speed: 7.153 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13099], Speed: 7.193 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13199], Speed: 7.193 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13299], Speed: 7.204 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13399], Speed: 7.233 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13499], Speed: 7.156 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13599], Speed: 7.151 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13699], Speed: 7.147 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13799], Speed: 7.220 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.198,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13899], Speed: 7.199 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 13999], Speed: 7.221 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 14099], Speed: 7.168 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.821 [Epoch 13][Batch 14199], Speed: 7.264 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 13][Batch 14299], Speed: 7.172 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 13][Batch 14399], Speed: 7.121 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 13][Batch 14499], Speed: 7.222 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 13][Batch 14599], Speed: 7.188 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 13] Training cost: 16324.535, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.103 [Epoch 13] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.376 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.206 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.300 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.476 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.324 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.626 person=49.5 bicycle=27.8 car=40.8 motorcycle=37.3 airplane=55.4 bus=55.8 train=54.2 truck=29.0 boat=20.7 traffic light=23.3 fire hydrant=62.5 stop sign=60.7 parking meter=40.9 bench=19.9 bird=30.8 cat=52.0 dog=47.5 horse=47.2 sheep=39.8 cow=44.8 elephant=54.4 bear=52.7 zebra=56.6 giraffe=58.2 backpack=13.5 umbrella=33.2 handbag=11.3 tie=27.1 suitcase=28.2 frisbee=56.6 skis=18.6 snowboard=25.8 sports ball=37.0 kite=34.1 baseball bat=25.9 baseball glove=31.2 skateboard=43.0 surfboard=29.7 tennis racket=40.4 bottle=34.8 wine glass=30.7 cup=39.4 fork=31.0 knife=13.9 spoon=13.1 bowl=36.5 banana=17.7 apple=15.7 sandwich=25.4 orange=25.5 broccoli=16.7 carrot=15.5 hot dog=19.3 pizza=44.4 donut=36.0 cake=30.0 chair=23.0 couch=33.2 potted plant=21.1 bed=37.1 dining table=23.5 toilet=51.3 tv=51.6 laptop=55.2 mouse=54.1 remote=24.8 keyboard=40.5 cell phone=30.1 microwave=51.0 oven=24.4 toaster=40.9 sink=30.4 refrigerator=45.1 book=12.8 clock=47.3 vase=31.6 scissors=21.4 teddy bear=34.1 hair drier=0.3 toothbrush=18.4 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =34.6 [Epoch 13] mAP 34.6 higher than current best [33.5] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 13] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0013_34.6000.params [Epoch 14][Batch 99], Speed: 6.658 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 199], Speed: 7.125 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 299], Speed: 7.136 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 399], Speed: 7.110 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 499], Speed: 7.130 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 599], Speed: 7.125 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 699], Speed: 7.132 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 799], Speed: 7.117 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 899], Speed: 7.094 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 999], Speed: 6.984 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 1099], Speed: 7.178 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 1199], Speed: 7.173 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.820 [Epoch 14][Batch 1299], Speed: 7.111 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1399], Speed: 7.164 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1499], Speed: 7.137 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1599], Speed: 7.188 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1699], Speed: 7.199 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1799], Speed: 7.148 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1899], Speed: 7.199 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 1999], Speed: 7.196 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2099], Speed: 7.155 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2199], Speed: 7.071 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2299], Speed: 7.191 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2399], Speed: 7.186 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2499], Speed: 7.146 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2599], Speed: 7.133 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2699], Speed: 7.193 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2799], Speed: 7.113 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2899], Speed: 7.131 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.819 [Epoch 14][Batch 2999], Speed: 7.125 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3099], Speed: 7.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3199], Speed: 7.155 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3299], Speed: 7.184 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.275,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3399], Speed: 7.179 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3499], Speed: 7.163 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3599], Speed: 7.115 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3699], Speed: 7.162 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3799], Speed: 7.075 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3899], Speed: 7.192 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 3999], Speed: 7.258 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4099], Speed: 7.166 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4199], Speed: 7.183 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4299], Speed: 7.157 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4399], Speed: 7.093 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4499], Speed: 7.185 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4599], Speed: 7.149 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4699], Speed: 7.173 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.818 [Epoch 14][Batch 4799], Speed: 7.144 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 4899], Speed: 7.186 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 4999], Speed: 7.175 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5099], Speed: 7.229 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5199], Speed: 7.149 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5299], Speed: 7.166 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5399], Speed: 7.138 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5499], Speed: 7.159 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5599], Speed: 7.150 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5699], Speed: 7.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5799], Speed: 7.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5899], Speed: 7.159 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 5999], Speed: 7.179 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6099], Speed: 7.143 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6199], Speed: 7.136 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6299], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6399], Speed: 7.171 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6499], Speed: 7.167 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6599], Speed: 7.145 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6699], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.817 [Epoch 14][Batch 6799], Speed: 7.145 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 6899], Speed: 7.169 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 6999], Speed: 7.184 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7099], Speed: 7.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7199], Speed: 7.166 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7299], Speed: 7.197 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7399], Speed: 7.145 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7499], Speed: 7.204 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7599], Speed: 7.184 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7699], Speed: 7.155 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7799], Speed: 7.134 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7899], Speed: 7.193 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 7999], Speed: 7.103 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8099], Speed: 7.148 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8199], Speed: 7.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8299], Speed: 7.248 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8399], Speed: 7.139 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8499], Speed: 7.151 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8599], Speed: 7.195 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8699], Speed: 7.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8799], Speed: 7.190 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.816 [Epoch 14][Batch 8899], Speed: 7.128 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 8999], Speed: 7.147 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9099], Speed: 7.168 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9199], Speed: 7.123 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9299], Speed: 7.116 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9399], Speed: 7.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9499], Speed: 7.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9599], Speed: 7.209 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9699], Speed: 7.125 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.274,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9799], Speed: 7.136 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9899], Speed: 7.113 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 9999], Speed: 7.186 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10099], Speed: 7.202 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10199], Speed: 7.127 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10299], Speed: 7.142 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10399], Speed: 7.170 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10499], Speed: 7.095 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10599], Speed: 7.166 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10699], Speed: 7.148 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10799], Speed: 7.171 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10899], Speed: 7.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.815 [Epoch 14][Batch 10999], Speed: 7.217 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11099], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11199], Speed: 7.138 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11299], Speed: 7.105 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11399], Speed: 7.188 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11499], Speed: 7.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11599], Speed: 7.196 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11699], Speed: 7.093 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11799], Speed: 7.155 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11899], Speed: 7.186 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 11999], Speed: 7.087 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12099], Speed: 7.205 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12199], Speed: 7.147 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12299], Speed: 7.139 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12399], Speed: 7.123 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12499], Speed: 7.154 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12599], Speed: 7.183 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12699], Speed: 7.127 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12799], Speed: 7.201 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12899], Speed: 7.196 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.196,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 12999], Speed: 7.123 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 13099], Speed: 7.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 13199], Speed: 7.245 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.814 [Epoch 14][Batch 13299], Speed: 7.162 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13399], Speed: 7.185 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13499], Speed: 7.213 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13599], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13699], Speed: 7.123 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13799], Speed: 7.194 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13899], Speed: 7.185 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 13999], Speed: 7.148 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14099], Speed: 7.142 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14199], Speed: 7.169 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14299], Speed: 7.138 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14399], Speed: 7.197 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14499], Speed: 7.171 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14][Batch 14599], Speed: 7.148 samples/sec, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 14] Training cost: 16391.661, RPN_Conf=0.027,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.197,RCNN_SmoothL1=0.102 [Epoch 14] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0014_0.0000.params [Epoch 15][Batch 99], Speed: 6.612 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 199], Speed: 7.111 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 299], Speed: 7.198 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.099,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 399], Speed: 7.247 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.098,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 499], Speed: 7.215 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 599], Speed: 7.213 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 699], Speed: 7.180 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.813 [Epoch 15][Batch 799], Speed: 7.095 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 899], Speed: 7.099 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 999], Speed: 7.211 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1099], Speed: 7.153 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1199], Speed: 7.112 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1299], Speed: 7.189 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1399], Speed: 7.141 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1499], Speed: 7.171 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1599], Speed: 7.132 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1699], Speed: 7.169 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1799], Speed: 7.129 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.273,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1899], Speed: 7.161 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 1999], Speed: 7.193 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2099], Speed: 7.098 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2199], Speed: 7.145 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2299], Speed: 7.076 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2399], Speed: 7.219 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2499], Speed: 7.136 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2599], Speed: 7.152 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.812 [Epoch 15][Batch 2699], Speed: 7.138 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 2799], Speed: 7.121 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 2899], Speed: 7.153 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 2999], Speed: 7.150 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3099], Speed: 7.103 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3199], Speed: 7.113 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3299], Speed: 7.133 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3399], Speed: 7.117 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3499], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3599], Speed: 7.142 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3699], Speed: 7.122 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3799], Speed: 7.197 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3899], Speed: 7.198 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 3999], Speed: 7.187 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4099], Speed: 7.154 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4199], Speed: 7.140 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4299], Speed: 7.166 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4399], Speed: 7.147 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4499], Speed: 7.218 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.811 [Epoch 15][Batch 4599], Speed: 7.131 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 4699], Speed: 7.154 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 4799], Speed: 7.136 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 4899], Speed: 7.120 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 4999], Speed: 7.143 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5099], Speed: 7.086 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5199], Speed: 7.154 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5299], Speed: 7.226 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5399], Speed: 7.129 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5499], Speed: 7.147 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5599], Speed: 7.190 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5699], Speed: 7.176 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5799], Speed: 7.190 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5899], Speed: 7.160 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 5999], Speed: 7.125 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6099], Speed: 7.151 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6199], Speed: 7.205 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6299], Speed: 7.079 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6399], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6499], Speed: 7.143 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6599], Speed: 7.164 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.810 [Epoch 15][Batch 6699], Speed: 7.120 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 6799], Speed: 7.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 6899], Speed: 7.207 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 6999], Speed: 7.088 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7099], Speed: 7.145 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7199], Speed: 7.102 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7299], Speed: 7.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7399], Speed: 7.195 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7499], Speed: 7.144 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7599], Speed: 7.106 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7699], Speed: 7.138 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.987,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7799], Speed: 7.140 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7899], Speed: 7.147 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 7999], Speed: 7.123 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8099], Speed: 7.190 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8199], Speed: 7.132 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8299], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8399], Speed: 7.144 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8499], Speed: 7.120 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8599], Speed: 7.175 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.272,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8699], Speed: 7.157 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8799], Speed: 7.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8899], Speed: 7.165 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.809 [Epoch 15][Batch 8999], Speed: 7.201 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9099], Speed: 7.167 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9199], Speed: 7.130 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9299], Speed: 7.137 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9399], Speed: 7.207 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9499], Speed: 7.167 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9599], Speed: 7.128 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9699], Speed: 7.120 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9799], Speed: 7.220 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9899], Speed: 7.138 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 9999], Speed: 7.145 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10099], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10199], Speed: 7.137 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10299], Speed: 7.108 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10399], Speed: 7.163 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10499], Speed: 7.190 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10599], Speed: 7.200 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10699], Speed: 7.146 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10799], Speed: 7.151 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10899], Speed: 7.136 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 10999], Speed: 7.090 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 11099], Speed: 7.179 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 11199], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 11299], Speed: 7.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.808 [Epoch 15][Batch 11399], Speed: 7.113 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11499], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11599], Speed: 7.101 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11699], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11799], Speed: 7.131 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11899], Speed: 7.161 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 11999], Speed: 7.147 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12099], Speed: 7.143 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12199], Speed: 7.143 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12299], Speed: 7.187 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12399], Speed: 7.085 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12499], Speed: 7.124 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12599], Speed: 6.995 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12699], Speed: 7.084 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12799], Speed: 7.156 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12899], Speed: 7.142 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 12999], Speed: 7.125 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13099], Speed: 7.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13199], Speed: 7.163 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13299], Speed: 7.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13399], Speed: 7.079 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13499], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13599], Speed: 7.117 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13699], Speed: 7.139 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13799], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.807 [Epoch 15][Batch 13899], Speed: 7.150 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 13999], Speed: 7.133 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14099], Speed: 7.171 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14199], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14299], Speed: 7.136 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14399], Speed: 7.193 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14499], Speed: 7.162 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15][Batch 14599], Speed: 7.131 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 15] Training cost: 16409.714, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.102 [Epoch 15] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.205 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.380 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.298 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.634 person=50.3 bicycle=27.0 car=38.1 motorcycle=39.6 airplane=51.5 bus=55.8 train=53.5 truck=31.0 boat=19.6 traffic light=23.8 fire hydrant=59.9 stop sign=61.6 parking meter=38.3 bench=18.6 bird=29.8 cat=55.6 dog=46.8 horse=47.0 sheep=42.8 cow=44.5 elephant=54.5 bear=57.1 zebra=57.0 giraffe=60.8 backpack=12.1 umbrella=32.9 handbag=13.4 tie=27.4 suitcase=27.7 frisbee=56.4 skis=15.5 snowboard=22.4 sports ball=36.3 kite=33.3 baseball bat=16.7 baseball glove=28.9 skateboard=43.5 surfboard=28.5 tennis racket=41.7 bottle=34.8 wine glass=29.8 cup=38.2 fork=29.9 knife=13.9 spoon=13.2 bowl=37.5 banana=19.8 apple=15.8 sandwich=24.0 orange=27.6 broccoli=19.9 carrot=15.3 hot dog=21.9 pizza=42.8 donut=35.2 cake=28.0 chair=23.0 couch=30.3 potted plant=22.9 bed=32.7 dining table=22.8 toilet=44.2 tv=48.2 laptop=50.8 mouse=54.8 remote=25.0 keyboard=43.2 cell phone=31.5 microwave=48.3 oven=25.8 toaster=16.9 sink=30.5 refrigerator=42.3 book=11.6 clock=48.8 vase=30.0 scissors=17.0 teddy bear=37.2 hair drier=5.0 toothbrush=16.2 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =33.8 [Epoch 15] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0015_33.8000.params [Epoch 16][Batch 99], Speed: 6.802 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.187,RCNN_SmoothL1=0.103,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.926,RCNNL1Loss=0.806 [Epoch 16][Batch 199], Speed: 7.207 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.185,RCNN_SmoothL1=0.099,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 299], Speed: 7.117 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 399], Speed: 7.113 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 499], Speed: 7.199 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 599], Speed: 7.109 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 699], Speed: 7.177 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.029,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 799], Speed: 7.181 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 899], Speed: 7.190 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 999], Speed: 7.130 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 1099], Speed: 7.223 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 1199], Speed: 7.167 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 1299], Speed: 7.181 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.271,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 1399], Speed: 7.179 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.806 [Epoch 16][Batch 1499], Speed: 7.161 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 1599], Speed: 7.155 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 1699], Speed: 7.134 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 1799], Speed: 7.113 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 1899], Speed: 7.133 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 1999], Speed: 7.149 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2099], Speed: 7.173 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2199], Speed: 7.135 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2299], Speed: 7.240 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2399], Speed: 7.161 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2499], Speed: 7.170 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2599], Speed: 7.164 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2699], Speed: 7.197 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2799], Speed: 7.192 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2899], Speed: 7.169 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.188,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 2999], Speed: 7.179 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3099], Speed: 7.172 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3199], Speed: 7.184 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3299], Speed: 7.137 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3399], Speed: 7.213 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.189,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3499], Speed: 7.196 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.805 [Epoch 16][Batch 3599], Speed: 7.130 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 3699], Speed: 7.239 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 3799], Speed: 7.199 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 3899], Speed: 7.190 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 3999], Speed: 7.075 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4099], Speed: 7.159 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4199], Speed: 7.166 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4299], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4399], Speed: 7.210 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4499], Speed: 7.132 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4599], Speed: 7.132 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4699], Speed: 7.197 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4799], Speed: 7.172 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4899], Speed: 7.185 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 4999], Speed: 7.168 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5099], Speed: 7.229 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5199], Speed: 7.217 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5299], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5399], Speed: 7.206 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5499], Speed: 7.142 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5599], Speed: 7.179 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.804 [Epoch 16][Batch 5699], Speed: 7.156 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 5799], Speed: 7.166 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 5899], Speed: 7.130 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 5999], Speed: 7.180 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6099], Speed: 7.234 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6199], Speed: 7.173 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6299], Speed: 7.175 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6399], Speed: 7.150 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6499], Speed: 7.207 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6599], Speed: 7.103 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.190,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6699], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6799], Speed: 7.177 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6899], Speed: 7.153 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 6999], Speed: 7.224 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7099], Speed: 7.221 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7199], Speed: 7.192 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7299], Speed: 7.176 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7399], Speed: 7.168 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7499], Speed: 7.209 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7599], Speed: 7.141 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7699], Speed: 7.155 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7799], Speed: 7.132 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7899], Speed: 7.180 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.803 [Epoch 16][Batch 7999], Speed: 7.189 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8099], Speed: 7.160 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8199], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8299], Speed: 7.187 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8399], Speed: 7.152 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.191,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8499], Speed: 7.209 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.270,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8599], Speed: 7.240 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8699], Speed: 7.102 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8799], Speed: 7.096 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8899], Speed: 7.135 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 8999], Speed: 7.122 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9099], Speed: 7.174 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9199], Speed: 7.188 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9299], Speed: 7.214 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9399], Speed: 7.189 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9499], Speed: 7.139 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9599], Speed: 7.162 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9699], Speed: 7.194 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9799], Speed: 7.152 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9899], Speed: 7.185 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 9999], Speed: 7.155 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10099], Speed: 7.140 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10199], Speed: 7.171 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10299], Speed: 7.116 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.100,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10399], Speed: 7.209 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10499], Speed: 7.113 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.802 [Epoch 16][Batch 10599], Speed: 7.122 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 10699], Speed: 7.186 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 10799], Speed: 7.161 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 10899], Speed: 7.191 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 10999], Speed: 7.141 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11099], Speed: 7.178 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11199], Speed: 7.184 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11299], Speed: 7.210 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11399], Speed: 7.156 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11499], Speed: 7.120 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11599], Speed: 7.193 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11699], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11799], Speed: 7.153 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11899], Speed: 7.160 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 11999], Speed: 7.170 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12099], Speed: 7.175 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12199], Speed: 7.190 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12299], Speed: 7.176 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12399], Speed: 7.113 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12499], Speed: 7.143 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12599], Speed: 7.172 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12699], Speed: 7.170 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12799], Speed: 7.181 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12899], Speed: 7.228 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 12999], Speed: 7.145 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 13099], Speed: 7.129 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 13199], Speed: 7.177 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 13299], Speed: 7.142 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 13399], Speed: 7.183 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.801 [Epoch 16][Batch 13499], Speed: 7.196 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 13599], Speed: 7.157 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 13699], Speed: 7.192 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 13799], Speed: 7.178 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 13899], Speed: 7.175 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.194,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 13999], Speed: 7.179 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14099], Speed: 7.218 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14199], Speed: 7.137 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14299], Speed: 7.158 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14399], Speed: 7.148 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14499], Speed: 7.164 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16][Batch 14599], Speed: 7.209 samples/sec, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 16] Training cost: 16362.649, RPN_Conf=0.026,RPN_SmoothL1=0.028,RCNN_CrossEntropy=0.195,RCNN_SmoothL1=0.101 [Epoch 16] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0016_0.0000.params [Epoch 17] Set learning rate to 0.001 [Epoch 17][Batch 99], Speed: 6.811 samples/sec, RPN_Conf=0.025,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.096,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 199], Speed: 7.156 samples/sec, RPN_Conf=0.024,RPN_SmoothL1=0.027,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.095,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 299], Speed: 7.220 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.174,RCNN_SmoothL1=0.094,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 399], Speed: 7.207 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.173,RCNN_SmoothL1=0.095,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 499], Speed: 7.121 samples/sec, RPN_Conf=0.023,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.093,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 599], Speed: 7.133 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.026,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.093,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 699], Speed: 7.134 samples/sec, RPN_Conf=0.022,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.093,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 799], Speed: 7.166 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.092,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.800 [Epoch 17][Batch 899], Speed: 7.159 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 999], Speed: 7.250 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1099], Speed: 7.141 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1199], Speed: 7.194 samples/sec, RPN_Conf=0.021,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.269,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1299], Speed: 7.167 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1399], Speed: 7.149 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1499], Speed: 7.154 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1599], Speed: 7.126 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1699], Speed: 7.112 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1799], Speed: 7.161 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1899], Speed: 7.217 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 1999], Speed: 7.111 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.162,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 2099], Speed: 7.188 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.799 [Epoch 17][Batch 2199], Speed: 7.179 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2299], Speed: 7.142 samples/sec, RPN_Conf=0.020,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.161,RCNN_SmoothL1=0.091,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2399], Speed: 7.129 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2499], Speed: 7.146 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2599], Speed: 7.193 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.160,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2699], Speed: 7.178 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.025,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2799], Speed: 7.169 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2899], Speed: 7.181 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 2999], Speed: 7.200 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 3099], Speed: 7.154 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 3199], Speed: 7.181 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 3299], Speed: 7.160 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.798 [Epoch 17][Batch 3399], Speed: 7.173 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3499], Speed: 7.156 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3599], Speed: 7.166 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3699], Speed: 7.124 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3799], Speed: 7.147 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3899], Speed: 7.107 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 3999], Speed: 7.158 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4099], Speed: 7.185 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4199], Speed: 7.154 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4299], Speed: 7.186 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4399], Speed: 7.214 samples/sec, RPN_Conf=0.019,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4499], Speed: 7.132 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.797 [Epoch 17][Batch 4599], Speed: 7.172 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 4699], Speed: 7.177 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 4799], Speed: 7.147 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 4899], Speed: 7.143 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.268,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 4999], Speed: 7.185 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5099], Speed: 7.161 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5199], Speed: 7.137 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5299], Speed: 7.198 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5399], Speed: 7.210 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5499], Speed: 7.108 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5599], Speed: 7.182 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.796 [Epoch 17][Batch 5699], Speed: 7.200 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 5799], Speed: 7.130 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 5899], Speed: 7.167 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 5999], Speed: 7.156 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6099], Speed: 7.180 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6199], Speed: 7.214 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6299], Speed: 7.174 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6399], Speed: 7.142 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6499], Speed: 7.199 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6599], Speed: 7.124 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6699], Speed: 7.185 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6799], Speed: 7.128 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.795 [Epoch 17][Batch 6899], Speed: 7.133 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 6999], Speed: 7.175 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7099], Speed: 7.246 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7199], Speed: 7.181 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7299], Speed: 7.114 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7399], Speed: 7.171 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7499], Speed: 7.200 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7599], Speed: 7.155 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7699], Speed: 7.211 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7799], Speed: 7.204 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7899], Speed: 7.198 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.794 [Epoch 17][Batch 7999], Speed: 7.216 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8099], Speed: 7.213 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8199], Speed: 7.210 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8299], Speed: 7.094 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8399], Speed: 7.128 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8499], Speed: 7.201 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.267,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8599], Speed: 7.196 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8699], Speed: 7.198 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8799], Speed: 7.163 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8899], Speed: 7.144 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.927,RCNNL1Loss=0.793 [Epoch 17][Batch 8999], Speed: 7.162 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.793 [Epoch 17][Batch 9099], Speed: 7.178 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9199], Speed: 7.213 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9299], Speed: 7.130 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9399], Speed: 7.173 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9499], Speed: 7.124 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9599], Speed: 7.113 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9699], Speed: 7.192 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9799], Speed: 7.200 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9899], Speed: 7.275 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 9999], Speed: 7.141 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 10099], Speed: 7.141 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 10199], Speed: 7.218 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.792 [Epoch 17][Batch 10299], Speed: 7.149 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10399], Speed: 7.174 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10499], Speed: 7.165 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10599], Speed: 7.108 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10699], Speed: 7.169 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10799], Speed: 7.161 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10899], Speed: 7.179 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 10999], Speed: 7.117 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 11099], Speed: 7.131 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 11199], Speed: 7.202 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 11299], Speed: 7.142 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.791 [Epoch 17][Batch 11399], Speed: 7.157 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11499], Speed: 7.142 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11599], Speed: 7.129 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11699], Speed: 7.203 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11799], Speed: 7.145 samples/sec, RPN_Conf=0.018,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11899], Speed: 7.163 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 11999], Speed: 7.227 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12099], Speed: 7.190 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.266,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12199], Speed: 7.198 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12299], Speed: 7.211 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12399], Speed: 7.176 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12499], Speed: 7.132 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.790 [Epoch 17][Batch 12599], Speed: 7.157 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 12699], Speed: 7.168 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 12799], Speed: 7.179 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 12899], Speed: 7.140 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 12999], Speed: 7.107 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13099], Speed: 7.149 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13199], Speed: 7.173 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13299], Speed: 7.257 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13399], Speed: 7.187 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13499], Speed: 7.216 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13599], Speed: 7.180 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.789 [Epoch 17][Batch 13699], Speed: 7.154 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 13799], Speed: 7.094 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 13899], Speed: 7.134 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 13999], Speed: 7.203 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14099], Speed: 7.191 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14199], Speed: 7.155 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.024,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14299], Speed: 7.131 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14399], Speed: 7.172 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14499], Speed: 7.223 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17][Batch 14599], Speed: 7.150 samples/sec, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 17] Training cost: 16367.103, RPN_Conf=0.017,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086 [Epoch 17] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.408 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.623 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.252 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.331 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 person=54.2 bicycle=32.8 car=44.5 motorcycle=43.6 airplane=64.6 bus=65.5 train=62.2 truck=34.1 boat=26.2 traffic light=28.0 fire hydrant=67.6 stop sign=63.8 parking meter=44.5 bench=23.8 bird=35.5 cat=65.4 dog=59.1 horse=55.8 sheep=50.9 cow=53.1 elephant=60.7 bear=64.0 zebra=65.0 giraffe=66.3 backpack=18.1 umbrella=38.5 handbag=16.4 tie=34.0 suitcase=38.8 frisbee=63.3 skis=24.5 snowboard=35.1 sports ball=41.9 kite=39.5 baseball bat=28.1 baseball glove=35.6 skateboard=51.6 surfboard=36.5 tennis racket=45.8 bottle=40.5 wine glass=36.0 cup=44.5 fork=36.7 knife=21.2 spoon=19.1 bowl=42.5 banana=23.8 apple=21.4 sandwich=33.3 orange=30.5 broccoli=22.8 carrot=20.9 hot dog=30.9 pizza=50.4 donut=44.9 cake=37.9 chair=27.4 couch=40.0 potted plant=26.7 bed=37.7 dining table=27.4 toilet=57.5 tv=55.2 laptop=59.0 mouse=58.9 remote=32.5 keyboard=48.9 cell phone=34.8 microwave=55.7 oven=30.3 toaster=40.9 sink=35.1 refrigerator=51.7 book=15.7 clock=51.5 vase=37.0 scissors=27.1 teddy bear=45.6 hair drier=6.5 toothbrush=24.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =40.8 [Epoch 17] mAP 40.8 higher than current best [34.6] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 17] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0017_40.8000.params [Epoch 18][Batch 99], Speed: 6.706 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.146,RCNN_SmoothL1=0.085,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.788 [Epoch 18][Batch 199], Speed: 7.122 samples/sec, RPN_Conf=0.016,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.142,RCNN_SmoothL1=0.083,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 299], Speed: 7.144 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 399], Speed: 7.186 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 499], Speed: 7.192 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 599], Speed: 7.177 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 699], Speed: 7.144 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 799], Speed: 7.188 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 899], Speed: 7.104 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 999], Speed: 7.110 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.141,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.265,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 1099], Speed: 7.214 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 1199], Speed: 7.145 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.787 [Epoch 18][Batch 1299], Speed: 7.213 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1399], Speed: 7.177 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1499], Speed: 7.202 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1599], Speed: 7.150 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1699], Speed: 7.126 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1799], Speed: 7.114 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1899], Speed: 7.171 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 1999], Speed: 7.153 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.082,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 2099], Speed: 7.139 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 2199], Speed: 7.170 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.786 [Epoch 18][Batch 2299], Speed: 7.105 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2399], Speed: 7.200 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2499], Speed: 7.152 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2599], Speed: 7.180 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2699], Speed: 7.135 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2799], Speed: 7.190 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2899], Speed: 7.093 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 2999], Speed: 7.159 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 3099], Speed: 7.226 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 3199], Speed: 7.124 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 3299], Speed: 7.097 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.785 [Epoch 18][Batch 3399], Speed: 7.214 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3499], Speed: 7.179 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3599], Speed: 7.198 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3699], Speed: 7.146 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3799], Speed: 7.177 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3899], Speed: 7.144 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 3999], Speed: 7.122 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 4099], Speed: 7.193 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 4199], Speed: 7.165 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 4299], Speed: 7.252 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 4399], Speed: 7.191 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.784 [Epoch 18][Batch 4499], Speed: 7.127 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.264,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 4599], Speed: 7.218 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 4699], Speed: 7.122 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 4799], Speed: 7.161 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 4899], Speed: 7.146 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 4999], Speed: 7.194 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5099], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5199], Speed: 7.175 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5299], Speed: 7.156 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5399], Speed: 7.248 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5499], Speed: 7.155 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.783 [Epoch 18][Batch 5599], Speed: 7.165 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 5699], Speed: 7.201 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 5799], Speed: 7.179 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 5899], Speed: 7.185 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 5999], Speed: 7.176 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6099], Speed: 7.156 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6199], Speed: 7.197 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6299], Speed: 7.157 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6399], Speed: 7.150 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6499], Speed: 7.153 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6599], Speed: 7.174 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.782 [Epoch 18][Batch 6699], Speed: 7.179 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 6799], Speed: 7.056 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 6899], Speed: 7.192 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 6999], Speed: 7.231 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7099], Speed: 7.145 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7199], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7299], Speed: 7.199 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7399], Speed: 7.137 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7499], Speed: 7.167 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7599], Speed: 7.194 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7699], Speed: 7.171 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.781 [Epoch 18][Batch 7799], Speed: 7.155 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.928,RCNNL1Loss=0.780 [Epoch 18][Batch 7899], Speed: 7.181 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 7999], Speed: 7.164 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.263,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8099], Speed: 7.139 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8199], Speed: 7.180 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8299], Speed: 7.181 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8399], Speed: 7.173 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8499], Speed: 7.109 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8599], Speed: 7.144 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8699], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8799], Speed: 7.157 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8899], Speed: 7.229 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.780 [Epoch 18][Batch 8999], Speed: 7.155 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9099], Speed: 7.123 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9199], Speed: 7.195 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9299], Speed: 7.154 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9399], Speed: 7.189 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9499], Speed: 7.178 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9599], Speed: 7.182 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9699], Speed: 7.156 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9799], Speed: 7.150 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9899], Speed: 7.234 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 9999], Speed: 7.136 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.779 [Epoch 18][Batch 10099], Speed: 7.154 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10199], Speed: 7.208 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10299], Speed: 7.168 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10399], Speed: 7.185 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.139,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10499], Speed: 7.145 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10599], Speed: 7.124 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10699], Speed: 7.095 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10799], Speed: 7.149 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10899], Speed: 7.172 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 10999], Speed: 7.214 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 11099], Speed: 7.176 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 11199], Speed: 7.152 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.778 [Epoch 18][Batch 11299], Speed: 7.113 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11399], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11499], Speed: 7.133 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11599], Speed: 7.138 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11699], Speed: 7.146 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.262,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11799], Speed: 7.132 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11899], Speed: 7.161 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 11999], Speed: 7.111 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 12099], Speed: 7.127 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 12199], Speed: 7.170 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 12299], Speed: 7.178 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 12399], Speed: 7.146 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.777 [Epoch 18][Batch 12499], Speed: 7.186 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 12599], Speed: 7.141 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 12699], Speed: 7.128 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 12799], Speed: 7.143 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 12899], Speed: 7.173 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 12999], Speed: 7.170 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13099], Speed: 7.141 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13199], Speed: 7.169 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13299], Speed: 7.228 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13399], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13499], Speed: 7.186 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13599], Speed: 7.170 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.776 [Epoch 18][Batch 13699], Speed: 7.135 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 13799], Speed: 7.126 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 13899], Speed: 7.166 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 13999], Speed: 7.182 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14099], Speed: 7.158 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14199], Speed: 7.154 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14299], Speed: 7.160 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14399], Speed: 7.158 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14499], Speed: 7.223 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18][Batch 14599], Speed: 7.108 samples/sec, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 18] Training cost: 16380.078, RPN_Conf=0.015,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.140,RCNN_SmoothL1=0.081 [Epoch 18] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0018_0.0000.params [Epoch 19][Batch 99], Speed: 6.746 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.136,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.775 [Epoch 19][Batch 199], Speed: 7.176 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 299], Speed: 7.178 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.131,RCNN_SmoothL1=0.077,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 399], Speed: 7.159 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 499], Speed: 7.112 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 599], Speed: 7.219 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 699], Speed: 7.169 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 799], Speed: 7.184 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.261,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 899], Speed: 7.189 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 999], Speed: 7.114 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 1099], Speed: 7.108 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 1199], Speed: 7.120 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.774 [Epoch 19][Batch 1299], Speed: 7.191 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1399], Speed: 7.072 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1499], Speed: 7.120 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1599], Speed: 7.192 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1699], Speed: 7.120 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.079,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1799], Speed: 7.095 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1899], Speed: 7.164 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 1999], Speed: 7.165 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 2099], Speed: 7.136 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 2199], Speed: 7.150 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 2299], Speed: 7.128 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.773 [Epoch 19][Batch 2399], Speed: 7.159 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2499], Speed: 7.157 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2599], Speed: 7.166 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2699], Speed: 7.174 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2799], Speed: 7.171 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2899], Speed: 7.109 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 2999], Speed: 7.129 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 3099], Speed: 7.110 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 3199], Speed: 7.103 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 3299], Speed: 7.193 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 3399], Speed: 7.219 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.772 [Epoch 19][Batch 3499], Speed: 7.201 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.132,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 3599], Speed: 7.210 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 3699], Speed: 7.269 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 3799], Speed: 7.208 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 3899], Speed: 7.129 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 3999], Speed: 7.138 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4099], Speed: 7.160 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.988,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4199], Speed: 7.186 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4299], Speed: 7.160 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4399], Speed: 7.066 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.260,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4499], Speed: 7.152 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.771 [Epoch 19][Batch 4599], Speed: 7.108 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 4699], Speed: 7.120 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 4799], Speed: 7.178 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 4899], Speed: 7.155 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 4999], Speed: 7.129 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5099], Speed: 7.119 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5199], Speed: 7.169 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5299], Speed: 7.229 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5399], Speed: 7.114 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5499], Speed: 7.189 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5599], Speed: 7.158 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5699], Speed: 7.205 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.770 [Epoch 19][Batch 5799], Speed: 7.156 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 5899], Speed: 7.166 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 5999], Speed: 7.183 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6099], Speed: 7.170 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6199], Speed: 7.096 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6299], Speed: 7.175 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6399], Speed: 7.168 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6499], Speed: 7.140 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6599], Speed: 7.149 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6699], Speed: 7.137 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6799], Speed: 7.097 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.133,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.929,RCNNL1Loss=0.769 [Epoch 19][Batch 6899], Speed: 7.144 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 6999], Speed: 7.136 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7099], Speed: 7.179 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7199], Speed: 7.119 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7299], Speed: 7.164 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7399], Speed: 7.164 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7499], Speed: 7.185 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7599], Speed: 7.196 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7699], Speed: 7.195 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7799], Speed: 7.175 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7899], Speed: 7.130 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 7999], Speed: 7.153 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.768 [Epoch 19][Batch 8099], Speed: 7.115 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.259,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8199], Speed: 7.106 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8299], Speed: 7.235 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8399], Speed: 7.163 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8499], Speed: 7.185 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8599], Speed: 7.202 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8699], Speed: 7.110 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8799], Speed: 7.173 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8899], Speed: 7.218 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 8999], Speed: 7.199 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 9099], Speed: 7.135 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 9199], Speed: 7.184 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.767 [Epoch 19][Batch 9299], Speed: 7.117 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9399], Speed: 7.155 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9499], Speed: 7.125 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9599], Speed: 7.094 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9699], Speed: 7.180 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9799], Speed: 7.196 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9899], Speed: 7.148 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 9999], Speed: 7.121 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 10099], Speed: 7.123 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 10199], Speed: 7.191 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 10299], Speed: 7.100 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 10399], Speed: 7.131 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.766 [Epoch 19][Batch 10499], Speed: 7.141 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 10599], Speed: 7.204 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 10699], Speed: 7.149 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 10799], Speed: 6.932 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 10899], Speed: 7.178 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 10999], Speed: 7.143 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11099], Speed: 7.165 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11199], Speed: 7.171 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11299], Speed: 7.254 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11399], Speed: 7.193 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11499], Speed: 7.090 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11599], Speed: 7.201 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.765 [Epoch 19][Batch 11699], Speed: 7.216 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 11799], Speed: 7.128 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 11899], Speed: 7.205 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 11999], Speed: 7.190 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12099], Speed: 7.147 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.258,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12199], Speed: 7.125 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12299], Speed: 7.214 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12399], Speed: 7.135 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12499], Speed: 7.176 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12599], Speed: 7.199 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12699], Speed: 7.144 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12799], Speed: 7.185 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.764 [Epoch 19][Batch 12899], Speed: 7.141 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 12999], Speed: 7.135 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13099], Speed: 7.223 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13199], Speed: 7.137 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13299], Speed: 7.120 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13399], Speed: 7.217 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13499], Speed: 7.154 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13599], Speed: 7.128 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13699], Speed: 7.175 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13799], Speed: 7.196 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13899], Speed: 7.130 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 13999], Speed: 7.138 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.763 [Epoch 19][Batch 14099], Speed: 7.143 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19][Batch 14199], Speed: 7.205 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19][Batch 14299], Speed: 7.106 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19][Batch 14399], Speed: 7.146 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19][Batch 14499], Speed: 7.135 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19][Batch 14599], Speed: 7.162 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 19] Training cost: 16394.221, RPN_Conf=0.014,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.134,RCNN_SmoothL1=0.078 [Epoch 19] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.627 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.451 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.331 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.591 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.688 person=54.1 bicycle=33.2 car=44.6 motorcycle=44.1 airplane=62.5 bus=64.9 train=61.2 truck=35.3 boat=27.0 traffic light=28.1 fire hydrant=67.0 stop sign=65.9 parking meter=42.9 bench=23.5 bird=35.9 cat=66.3 dog=60.2 horse=56.0 sheep=51.9 cow=54.4 elephant=60.7 bear=64.8 zebra=65.4 giraffe=66.4 backpack=17.9 umbrella=38.5 handbag=16.4 tie=34.8 suitcase=40.9 frisbee=63.4 skis=23.7 snowboard=36.4 sports ball=42.5 kite=40.1 baseball bat=29.0 baseball glove=36.5 skateboard=52.7 surfboard=37.3 tennis racket=47.4 bottle=40.4 wine glass=38.1 cup=44.6 fork=37.3 knife=22.8 spoon=20.2 bowl=42.3 banana=24.9 apple=22.2 sandwich=32.2 orange=31.0 broccoli=23.1 carrot=21.3 hot dog=29.6 pizza=51.5 donut=45.4 cake=38.0 chair=27.9 couch=39.5 potted plant=27.5 bed=39.0 dining table=27.6 toilet=57.6 tv=56.4 laptop=60.4 mouse=60.5 remote=32.0 keyboard=48.0 cell phone=34.4 microwave=57.3 oven=32.4 toaster=39.7 sink=36.2 refrigerator=53.5 book=15.6 clock=51.3 vase=37.6 scissors=26.9 teddy bear=46.5 hair drier=6.3 toothbrush=22.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =41.2 [Epoch 19] mAP 41.2 higher than current best [40.8] saving to faster_rcnn_fpn_resnet101_v1d_coco_best.params [Epoch 19] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0019_41.2000.params [Epoch 20][Batch 99], Speed: 6.812 samples/sec, RPN_Conf=0.014,RPN_SmoothL1=0.023,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.077,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 20][Batch 199], Speed: 7.173 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 20][Batch 299], Speed: 7.200 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.077,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 20][Batch 399], Speed: 7.111 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 20][Batch 499], Speed: 7.133 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.127,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.762 [Epoch 20][Batch 599], Speed: 7.190 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 699], Speed: 7.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 799], Speed: 7.187 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 899], Speed: 7.115 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 999], Speed: 7.173 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1099], Speed: 7.172 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1199], Speed: 7.123 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1299], Speed: 7.160 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.257,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1399], Speed: 7.151 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1499], Speed: 7.141 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1599], Speed: 7.199 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1699], Speed: 7.176 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.761 [Epoch 20][Batch 1799], Speed: 7.154 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 1899], Speed: 7.164 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 1999], Speed: 7.216 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2099], Speed: 7.143 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.022,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2199], Speed: 7.205 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2299], Speed: 7.220 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2399], Speed: 7.194 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2499], Speed: 7.142 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2599], Speed: 7.140 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2699], Speed: 7.184 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2799], Speed: 7.234 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.760 [Epoch 20][Batch 2899], Speed: 7.169 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 2999], Speed: 7.166 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3099], Speed: 7.186 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3199], Speed: 7.145 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3299], Speed: 7.156 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.128,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3399], Speed: 7.183 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3499], Speed: 7.221 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3599], Speed: 7.166 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3699], Speed: 7.235 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3799], Speed: 7.219 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3899], Speed: 7.180 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 3999], Speed: 7.156 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.759 [Epoch 20][Batch 4099], Speed: 7.203 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4199], Speed: 7.148 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4299], Speed: 7.126 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4399], Speed: 7.180 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4499], Speed: 7.179 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4599], Speed: 7.157 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4699], Speed: 7.170 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4799], Speed: 7.225 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4899], Speed: 7.140 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 4999], Speed: 7.187 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 5099], Speed: 7.159 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.256,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 5199], Speed: 7.170 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.758 [Epoch 20][Batch 5299], Speed: 7.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5399], Speed: 7.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5499], Speed: 7.148 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5599], Speed: 7.151 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5699], Speed: 7.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5799], Speed: 7.139 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5899], Speed: 7.170 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 5999], Speed: 7.174 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 6099], Speed: 7.144 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 6199], Speed: 7.184 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.930,RCNNL1Loss=0.757 [Epoch 20][Batch 6299], Speed: 7.171 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.757 [Epoch 20][Batch 6399], Speed: 7.184 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.757 [Epoch 20][Batch 6499], Speed: 7.178 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 6599], Speed: 7.169 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 6699], Speed: 7.129 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 6799], Speed: 7.198 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 6899], Speed: 7.219 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 6999], Speed: 7.177 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7099], Speed: 7.156 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7199], Speed: 7.119 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7299], Speed: 7.201 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7399], Speed: 7.149 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7499], Speed: 7.145 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7599], Speed: 7.268 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.756 [Epoch 20][Batch 7699], Speed: 7.109 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 7799], Speed: 7.167 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 7899], Speed: 7.124 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 7999], Speed: 7.185 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8099], Speed: 7.182 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8199], Speed: 7.135 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8299], Speed: 7.189 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8399], Speed: 7.134 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8499], Speed: 7.204 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8599], Speed: 7.196 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8699], Speed: 7.189 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8799], Speed: 7.123 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.755 [Epoch 20][Batch 8899], Speed: 7.194 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 8999], Speed: 7.170 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.255,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9099], Speed: 7.160 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9199], Speed: 7.209 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9299], Speed: 7.192 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9399], Speed: 7.220 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9499], Speed: 7.224 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.129,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9599], Speed: 7.124 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9699], Speed: 7.165 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9799], Speed: 7.137 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9899], Speed: 7.198 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 9999], Speed: 7.211 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.754 [Epoch 20][Batch 10099], Speed: 7.178 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10199], Speed: 7.213 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10299], Speed: 7.212 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10399], Speed: 7.183 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10499], Speed: 7.194 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10599], Speed: 7.131 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10699], Speed: 7.164 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10799], Speed: 7.166 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10899], Speed: 7.164 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 10999], Speed: 7.226 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 11099], Speed: 7.228 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 11199], Speed: 7.180 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.753 [Epoch 20][Batch 11299], Speed: 7.235 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11399], Speed: 7.165 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11499], Speed: 7.199 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11599], Speed: 7.181 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11699], Speed: 7.212 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11799], Speed: 7.165 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11899], Speed: 7.176 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 11999], Speed: 7.138 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12099], Speed: 7.222 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12199], Speed: 7.159 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12299], Speed: 7.187 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12399], Speed: 7.196 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12499], Speed: 7.150 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.752 [Epoch 20][Batch 12599], Speed: 7.195 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 12699], Speed: 7.205 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 12799], Speed: 7.210 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 12899], Speed: 7.189 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 12999], Speed: 7.182 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13099], Speed: 7.233 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.254,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13199], Speed: 7.214 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13299], Speed: 7.169 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13399], Speed: 7.161 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13499], Speed: 7.183 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13599], Speed: 7.187 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13699], Speed: 7.195 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13799], Speed: 7.181 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.751 [Epoch 20][Batch 13899], Speed: 7.175 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 13999], Speed: 7.181 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14099], Speed: 7.231 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14199], Speed: 7.151 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14299], Speed: 7.230 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14399], Speed: 7.133 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14499], Speed: 7.021 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20][Batch 14599], Speed: 7.232 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 20] Training cost: 16347.592, RPN_Conf=0.013,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.130,RCNN_SmoothL1=0.076 [Epoch 20] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0020_0.0000.params [Epoch 21][Batch 99], Speed: 6.722 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 21][Batch 199], Speed: 7.174 samples/sec, RPN_Conf=0.013,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 21][Batch 299], Speed: 7.126 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 21][Batch 399], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.750 [Epoch 21][Batch 499], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.124,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 599], Speed: 7.174 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 699], Speed: 7.214 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 799], Speed: 7.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 899], Speed: 7.129 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 999], Speed: 7.174 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1099], Speed: 7.197 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1199], Speed: 7.149 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1299], Speed: 7.168 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1399], Speed: 7.163 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1499], Speed: 7.131 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1599], Speed: 7.233 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.749 [Epoch 21][Batch 1699], Speed: 7.172 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 1799], Speed: 7.189 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 1899], Speed: 7.162 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 1999], Speed: 7.191 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2099], Speed: 7.207 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2199], Speed: 7.115 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2299], Speed: 7.179 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2399], Speed: 7.193 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2499], Speed: 7.198 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.253,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2599], Speed: 7.162 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2699], Speed: 7.198 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2799], Speed: 7.138 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.748 [Epoch 21][Batch 2899], Speed: 7.209 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 2999], Speed: 7.151 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3099], Speed: 7.163 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3199], Speed: 7.136 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3299], Speed: 7.163 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3399], Speed: 7.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3499], Speed: 7.188 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3599], Speed: 7.184 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3699], Speed: 7.156 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3799], Speed: 7.174 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3899], Speed: 7.212 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 3999], Speed: 7.223 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.747 [Epoch 21][Batch 4099], Speed: 7.213 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4199], Speed: 7.188 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4299], Speed: 7.209 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4399], Speed: 7.202 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4499], Speed: 7.162 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4599], Speed: 7.168 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4699], Speed: 7.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4799], Speed: 7.145 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4899], Speed: 7.164 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 4999], Speed: 7.202 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 5099], Speed: 7.148 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 5199], Speed: 7.187 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.746 [Epoch 21][Batch 5299], Speed: 7.222 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5399], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5499], Speed: 7.177 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5599], Speed: 7.075 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5699], Speed: 7.135 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5799], Speed: 7.191 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5899], Speed: 7.172 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 5999], Speed: 7.104 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.931,RCNNL1Loss=0.745 [Epoch 21][Batch 6099], Speed: 7.236 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.745 [Epoch 21][Batch 6199], Speed: 7.213 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.745 [Epoch 21][Batch 6299], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.745 [Epoch 21][Batch 6399], Speed: 7.184 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.745 [Epoch 21][Batch 6499], Speed: 7.207 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.745 [Epoch 21][Batch 6599], Speed: 7.241 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.252,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 6699], Speed: 7.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 6799], Speed: 7.239 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 6899], Speed: 7.101 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 6999], Speed: 7.183 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7099], Speed: 7.170 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7199], Speed: 7.212 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7299], Speed: 7.144 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7399], Speed: 7.141 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7499], Speed: 7.157 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7599], Speed: 7.201 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7699], Speed: 7.180 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.744 [Epoch 21][Batch 7799], Speed: 7.194 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 7899], Speed: 7.180 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 7999], Speed: 7.149 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8099], Speed: 7.158 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8199], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8299], Speed: 7.184 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8399], Speed: 7.215 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8499], Speed: 7.211 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8599], Speed: 7.196 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8699], Speed: 7.199 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8799], Speed: 7.158 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8899], Speed: 7.140 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 8999], Speed: 7.195 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.743 [Epoch 21][Batch 9099], Speed: 7.178 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9199], Speed: 7.112 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9299], Speed: 7.199 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9399], Speed: 7.201 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9499], Speed: 7.173 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9599], Speed: 7.110 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9699], Speed: 7.186 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9799], Speed: 7.174 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9899], Speed: 7.139 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 9999], Speed: 7.152 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 10099], Speed: 7.182 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 10199], Speed: 7.164 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 10299], Speed: 7.187 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.742 [Epoch 21][Batch 10399], Speed: 7.168 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10499], Speed: 7.140 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10599], Speed: 7.154 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10699], Speed: 7.138 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10799], Speed: 7.166 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.251,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10899], Speed: 7.203 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 10999], Speed: 7.146 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11099], Speed: 7.149 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.075,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11199], Speed: 7.182 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11299], Speed: 7.140 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11399], Speed: 7.178 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11499], Speed: 7.210 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.741 [Epoch 21][Batch 11599], Speed: 7.151 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 11699], Speed: 7.193 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 11799], Speed: 7.173 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 11899], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 11999], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12099], Speed: 7.134 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.125,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12199], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12299], Speed: 7.170 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12399], Speed: 7.181 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12499], Speed: 7.206 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12599], Speed: 7.130 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12699], Speed: 7.189 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12799], Speed: 7.103 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12899], Speed: 7.193 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.740 [Epoch 21][Batch 12999], Speed: 7.158 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13099], Speed: 7.165 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13199], Speed: 7.149 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13299], Speed: 7.217 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13399], Speed: 7.152 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13499], Speed: 7.162 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13599], Speed: 7.188 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13699], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13799], Speed: 7.170 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13899], Speed: 7.236 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 13999], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 14099], Speed: 7.180 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 14199], Speed: 7.213 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.739 [Epoch 21][Batch 14299], Speed: 7.198 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 21][Batch 14399], Speed: 7.148 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 21][Batch 14499], Speed: 7.177 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 21][Batch 14599], Speed: 7.150 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 21] Training cost: 16355.359, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.126,RCNN_SmoothL1=0.074 [Epoch 21] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.623 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.330 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.686 person=54.1 bicycle=32.7 car=43.3 motorcycle=43.3 airplane=63.3 bus=65.1 train=61.4 truck=35.7 boat=26.4 traffic light=27.0 fire hydrant=66.8 stop sign=65.7 parking meter=43.8 bench=23.9 bird=35.2 cat=64.4 dog=60.4 horse=57.4 sheep=51.0 cow=53.9 elephant=60.3 bear=63.9 zebra=64.3 giraffe=65.3 backpack=18.7 umbrella=38.4 handbag=16.0 tie=35.3 suitcase=39.5 frisbee=62.3 skis=23.8 snowboard=36.3 sports ball=41.7 kite=39.0 baseball bat=30.5 baseball glove=35.8 skateboard=53.4 surfboard=35.4 tennis racket=46.8 bottle=39.7 wine glass=36.6 cup=44.4 fork=37.7 knife=21.6 spoon=20.0 bowl=41.8 banana=24.3 apple=21.8 sandwich=33.0 orange=31.5 broccoli=23.0 carrot=20.6 hot dog=30.7 pizza=50.4 donut=42.9 cake=36.5 chair=27.7 couch=39.0 potted plant=27.5 bed=39.0 dining table=27.6 toilet=57.2 tv=56.7 laptop=60.1 mouse=60.4 remote=30.7 keyboard=49.5 cell phone=33.6 microwave=57.0 oven=31.8 toaster=40.5 sink=34.7 refrigerator=53.4 book=15.4 clock=51.6 vase=36.5 scissors=28.3 teddy bear=44.4 hair drier=5.6 toothbrush=25.0 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =40.9 [Epoch 21] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0021_40.9000.params [Epoch 22][Batch 99], Speed: 6.753 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 199], Speed: 7.233 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 299], Speed: 7.173 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 399], Speed: 7.208 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.074,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 499], Speed: 7.184 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.123,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 599], Speed: 7.166 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.250,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 699], Speed: 7.162 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 799], Speed: 7.225 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.738 [Epoch 22][Batch 899], Speed: 7.157 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 999], Speed: 7.146 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1099], Speed: 7.156 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1199], Speed: 7.123 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1299], Speed: 7.129 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1399], Speed: 7.224 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1499], Speed: 7.122 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.120,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1599], Speed: 7.192 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.120,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1699], Speed: 7.185 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1799], Speed: 7.187 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1899], Speed: 7.169 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 1999], Speed: 7.161 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.737 [Epoch 22][Batch 2099], Speed: 7.169 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2199], Speed: 7.092 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2299], Speed: 7.186 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2399], Speed: 7.060 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2499], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2599], Speed: 7.127 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2699], Speed: 7.099 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2799], Speed: 7.123 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2899], Speed: 7.125 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 2999], Speed: 7.169 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 3099], Speed: 7.198 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 3199], Speed: 7.198 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 3299], Speed: 7.154 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.736 [Epoch 22][Batch 3399], Speed: 7.164 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3499], Speed: 7.185 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3599], Speed: 7.188 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3699], Speed: 7.148 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3799], Speed: 7.172 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3899], Speed: 7.103 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 3999], Speed: 7.202 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4099], Speed: 7.204 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4199], Speed: 7.249 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4299], Speed: 7.144 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4399], Speed: 7.151 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4499], Speed: 7.192 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.735 [Epoch 22][Batch 4599], Speed: 7.196 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 4699], Speed: 7.183 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 4799], Speed: 7.124 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.249,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 4899], Speed: 7.113 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 4999], Speed: 7.215 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5099], Speed: 7.120 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5199], Speed: 7.172 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5299], Speed: 7.207 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5399], Speed: 7.225 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5499], Speed: 7.152 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5599], Speed: 7.147 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5699], Speed: 7.154 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5799], Speed: 7.184 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.734 [Epoch 22][Batch 5899], Speed: 7.135 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.733 [Epoch 22][Batch 5999], Speed: 7.193 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.733 [Epoch 22][Batch 6099], Speed: 7.113 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.733 [Epoch 22][Batch 6199], Speed: 7.094 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.733 [Epoch 22][Batch 6299], Speed: 7.159 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.932,RCNNL1Loss=0.733 [Epoch 22][Batch 6399], Speed: 7.171 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6499], Speed: 7.206 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6599], Speed: 7.179 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6699], Speed: 7.198 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6799], Speed: 7.134 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6899], Speed: 7.140 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 6999], Speed: 7.173 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 7099], Speed: 7.149 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.733 [Epoch 22][Batch 7199], Speed: 7.182 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7299], Speed: 7.186 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7399], Speed: 7.161 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7499], Speed: 7.207 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7599], Speed: 7.211 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7699], Speed: 7.197 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7799], Speed: 7.234 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.989,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7899], Speed: 7.170 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 7999], Speed: 7.200 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 8099], Speed: 7.194 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 8199], Speed: 7.175 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 8299], Speed: 7.151 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 8399], Speed: 7.157 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.732 [Epoch 22][Batch 8499], Speed: 7.116 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 8599], Speed: 7.175 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 8699], Speed: 7.203 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 8799], Speed: 7.192 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 8899], Speed: 7.158 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 8999], Speed: 7.193 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9099], Speed: 7.140 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9199], Speed: 7.127 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.248,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9299], Speed: 7.151 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9399], Speed: 7.136 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9499], Speed: 7.128 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9599], Speed: 7.144 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9699], Speed: 7.197 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9799], Speed: 7.173 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.731 [Epoch 22][Batch 9899], Speed: 7.129 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 9999], Speed: 7.200 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10099], Speed: 7.147 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10199], Speed: 7.149 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10299], Speed: 7.186 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10399], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10499], Speed: 7.257 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10599], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10699], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10799], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10899], Speed: 7.192 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 10999], Speed: 7.201 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 11099], Speed: 7.136 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.730 [Epoch 22][Batch 11199], Speed: 7.148 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11299], Speed: 7.180 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11399], Speed: 7.190 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.121,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11499], Speed: 7.143 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11599], Speed: 7.221 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11699], Speed: 7.146 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11799], Speed: 7.102 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11899], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 11999], Speed: 7.110 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12099], Speed: 7.155 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12199], Speed: 7.129 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12299], Speed: 7.155 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12399], Speed: 7.165 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12499], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.729 [Epoch 22][Batch 12599], Speed: 7.185 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 12699], Speed: 7.170 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 12799], Speed: 7.173 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 12899], Speed: 7.156 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 12999], Speed: 7.268 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13099], Speed: 7.199 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13199], Speed: 7.218 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13299], Speed: 7.235 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13399], Speed: 7.187 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13499], Speed: 7.139 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13599], Speed: 7.208 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13699], Speed: 7.165 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13799], Speed: 7.196 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.247,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13899], Speed: 7.111 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.728 [Epoch 22][Batch 13999], Speed: 7.175 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14099], Speed: 7.162 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14199], Speed: 7.220 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14299], Speed: 7.159 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14399], Speed: 7.181 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14499], Speed: 7.174 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22][Batch 14599], Speed: 7.221 samples/sec, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.073,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 22] Training cost: 16363.648, RPN_Conf=0.012,RPN_SmoothL1=0.021,RCNN_CrossEntropy=0.122,RCNN_SmoothL1=0.072 [Epoch 22] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0022_0.0000.params [Epoch 23] Set learning rate to 0.0001 [Epoch 23][Batch 99], Speed: 6.843 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 23][Batch 199], Speed: 7.137 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.018,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 23][Batch 299], Speed: 7.170 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 23][Batch 399], Speed: 7.178 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 23][Batch 499], Speed: 7.188 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.727 [Epoch 23][Batch 599], Speed: 7.133 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 699], Speed: 7.202 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 799], Speed: 7.168 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 899], Speed: 7.103 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 999], Speed: 7.149 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1099], Speed: 7.093 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1199], Speed: 7.121 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1299], Speed: 7.134 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.117,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1399], Speed: 7.154 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1499], Speed: 7.110 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1599], Speed: 7.214 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1699], Speed: 7.104 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1799], Speed: 7.068 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.726 [Epoch 23][Batch 1899], Speed: 7.188 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 1999], Speed: 7.145 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2099], Speed: 7.144 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2199], Speed: 7.133 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2299], Speed: 7.197 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2399], Speed: 7.143 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2499], Speed: 7.205 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2599], Speed: 7.131 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.116,RCNN_SmoothL1=0.070,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2699], Speed: 7.171 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2799], Speed: 7.207 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2899], Speed: 7.204 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 2999], Speed: 7.160 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.725 [Epoch 23][Batch 3099], Speed: 7.191 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3199], Speed: 7.134 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3299], Speed: 7.151 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3399], Speed: 7.132 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.246,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3499], Speed: 7.122 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3599], Speed: 7.185 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3699], Speed: 7.124 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3799], Speed: 7.192 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3899], Speed: 7.140 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 3999], Speed: 7.203 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 4099], Speed: 7.160 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 4199], Speed: 7.181 samples/sec, RPN_Conf=0.011,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 4299], Speed: 7.192 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.724 [Epoch 23][Batch 4399], Speed: 7.168 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4499], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4599], Speed: 7.190 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4699], Speed: 7.139 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4799], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4899], Speed: 7.131 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 4999], Speed: 7.228 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5099], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5199], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5299], Speed: 7.146 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5399], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5499], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5599], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.723 [Epoch 23][Batch 5699], Speed: 7.184 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 5799], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 5899], Speed: 7.133 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 5999], Speed: 7.178 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6099], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6199], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6299], Speed: 7.155 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6399], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6499], Speed: 7.231 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6599], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6699], Speed: 7.178 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6799], Speed: 7.177 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.933,RCNNL1Loss=0.722 [Epoch 23][Batch 6899], Speed: 7.065 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 6999], Speed: 7.160 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7099], Speed: 7.190 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7199], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7299], Speed: 7.146 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7399], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7499], Speed: 7.180 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7599], Speed: 7.192 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7699], Speed: 7.152 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.245,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7799], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7899], Speed: 7.106 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 7999], Speed: 7.189 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 8099], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.721 [Epoch 23][Batch 8199], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8299], Speed: 7.117 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8399], Speed: 7.132 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8499], Speed: 7.152 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8599], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8699], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8799], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8899], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 8999], Speed: 7.172 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 9099], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 9199], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 9299], Speed: 7.172 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 9399], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.720 [Epoch 23][Batch 9499], Speed: 7.161 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 9599], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 9699], Speed: 7.243 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 9799], Speed: 7.172 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 9899], Speed: 7.139 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 9999], Speed: 7.241 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10099], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10199], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10299], Speed: 7.196 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10399], Speed: 7.124 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10499], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10599], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10699], Speed: 7.215 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.719 [Epoch 23][Batch 10799], Speed: 7.123 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 10899], Speed: 7.115 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 10999], Speed: 7.135 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11099], Speed: 7.138 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11199], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11299], Speed: 7.152 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11399], Speed: 7.166 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11499], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11599], Speed: 7.264 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11699], Speed: 7.180 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11799], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11899], Speed: 7.059 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 11999], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.718 [Epoch 23][Batch 12099], Speed: 7.091 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12199], Speed: 7.123 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.244,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12299], Speed: 7.131 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12399], Speed: 7.128 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12499], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12599], Speed: 7.204 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12699], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12799], Speed: 7.146 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12899], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 12999], Speed: 7.137 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 13099], Speed: 7.133 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 13199], Speed: 7.216 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 13299], Speed: 7.194 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.717 [Epoch 23][Batch 13399], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13499], Speed: 7.211 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13599], Speed: 7.203 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13699], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13799], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13899], Speed: 7.245 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 13999], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14099], Speed: 7.198 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14199], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14299], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14399], Speed: 7.247 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14499], Speed: 7.245 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23][Batch 14599], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.716 [Epoch 23] Training cost: 16375.172, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.114,RCNN_SmoothL1=0.069 [Epoch 23] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.622 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.235 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.443 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.332 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 person=53.9 bicycle=32.5 car=43.8 motorcycle=43.8 airplane=62.3 bus=65.1 train=62.4 truck=34.3 boat=26.6 traffic light=27.1 fire hydrant=65.5 stop sign=65.3 parking meter=44.5 bench=23.0 bird=35.4 cat=65.5 dog=61.3 horse=56.5 sheep=51.3 cow=54.2 elephant=61.3 bear=64.0 zebra=64.7 giraffe=66.5 backpack=17.4 umbrella=37.8 handbag=16.1 tie=35.1 suitcase=39.2 frisbee=62.9 skis=24.0 snowboard=36.0 sports ball=41.7 kite=39.3 baseball bat=28.3 baseball glove=36.2 skateboard=52.8 surfboard=36.5 tennis racket=47.7 bottle=40.1 wine glass=37.0 cup=43.4 fork=37.9 knife=21.7 spoon=21.3 bowl=42.0 banana=24.3 apple=21.5 sandwich=32.6 orange=30.7 broccoli=22.1 carrot=19.4 hot dog=29.6 pizza=51.2 donut=43.8 cake=36.9 chair=27.5 couch=40.4 potted plant=27.1 bed=39.2 dining table=28.8 toilet=58.0 tv=56.7 laptop=60.9 mouse=59.9 remote=31.0 keyboard=49.0 cell phone=35.0 microwave=56.5 oven=32.0 toaster=38.6 sink=35.5 refrigerator=54.3 book=15.2 clock=51.1 vase=37.4 scissors=27.0 teddy bear=46.4 hair drier=5.5 toothbrush=23.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =40.9 [Epoch 23] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0023_40.9000.params [Epoch 24][Batch 99], Speed: 6.662 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.115,RCNN_SmoothL1=0.071,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 199], Speed: 7.130 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 299], Speed: 7.127 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 399], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 499], Speed: 7.088 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 599], Speed: 7.145 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 699], Speed: 7.160 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 799], Speed: 7.191 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 899], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 999], Speed: 7.119 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 1099], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 1199], Speed: 7.149 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 1299], Speed: 7.175 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.715 [Epoch 24][Batch 1399], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1499], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1599], Speed: 7.223 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1699], Speed: 7.177 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1799], Speed: 7.179 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1899], Speed: 7.138 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 1999], Speed: 7.247 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2099], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.243,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2199], Speed: 7.090 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2299], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2399], Speed: 7.158 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2499], Speed: 7.260 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2599], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.714 [Epoch 24][Batch 2699], Speed: 7.132 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 2799], Speed: 7.134 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 2899], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 2999], Speed: 7.189 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3099], Speed: 7.196 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3199], Speed: 7.242 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3299], Speed: 7.169 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3399], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3499], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3599], Speed: 7.231 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3699], Speed: 7.068 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3799], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3899], Speed: 7.122 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 3999], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.713 [Epoch 24][Batch 4099], Speed: 7.215 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4199], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4299], Speed: 7.140 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4399], Speed: 7.169 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4499], Speed: 7.156 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4599], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4699], Speed: 7.191 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4799], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4899], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 4999], Speed: 7.237 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 5099], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 5199], Speed: 7.180 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 5299], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 5399], Speed: 7.140 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.712 [Epoch 24][Batch 5499], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 5599], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 5699], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 5799], Speed: 7.203 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 5899], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 5999], Speed: 7.149 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6099], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6199], Speed: 7.156 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6299], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6399], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6499], Speed: 7.161 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6599], Speed: 7.148 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6699], Speed: 7.207 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.711 [Epoch 24][Batch 6799], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.242,RCNNAcc=0.934,RCNNL1Loss=0.710 [Epoch 24][Batch 6899], Speed: 7.185 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.934,RCNNL1Loss=0.710 [Epoch 24][Batch 6999], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.934,RCNNL1Loss=0.710 [Epoch 24][Batch 7099], Speed: 7.192 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.934,RCNNL1Loss=0.710 [Epoch 24][Batch 7199], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.934,RCNNL1Loss=0.710 [Epoch 24][Batch 7299], Speed: 7.195 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7399], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7499], Speed: 7.205 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7599], Speed: 7.150 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7699], Speed: 7.236 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7799], Speed: 7.213 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7899], Speed: 7.226 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 7999], Speed: 7.205 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 8099], Speed: 7.196 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.710 [Epoch 24][Batch 8199], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8299], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8399], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8499], Speed: 7.160 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8599], Speed: 7.198 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8699], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8799], Speed: 7.136 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8899], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 8999], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9099], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9199], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9299], Speed: 7.190 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9399], Speed: 7.132 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9499], Speed: 7.226 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.709 [Epoch 24][Batch 9599], Speed: 7.180 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 9699], Speed: 7.231 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 9799], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 9899], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 9999], Speed: 7.162 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10099], Speed: 7.201 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10199], Speed: 7.215 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10299], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10399], Speed: 7.158 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10499], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10599], Speed: 7.211 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10699], Speed: 7.195 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10799], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10899], Speed: 7.101 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.708 [Epoch 24][Batch 10999], Speed: 7.193 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11099], Speed: 7.182 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11199], Speed: 7.123 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11299], Speed: 7.112 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11399], Speed: 7.168 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11499], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.241,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11599], Speed: 7.187 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11699], Speed: 7.175 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11799], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11899], Speed: 7.164 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 11999], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 12099], Speed: 7.186 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 12199], Speed: 7.235 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 12299], Speed: 7.127 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.707 [Epoch 24][Batch 12399], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12499], Speed: 7.230 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12599], Speed: 7.111 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12699], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12799], Speed: 7.226 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12899], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 12999], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13099], Speed: 7.108 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13199], Speed: 7.109 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13299], Speed: 7.126 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13399], Speed: 7.108 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13499], Speed: 7.070 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13599], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13699], Speed: 7.119 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.706 [Epoch 24][Batch 13799], Speed: 7.213 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 13899], Speed: 7.110 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 13999], Speed: 7.214 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14099], Speed: 7.214 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14199], Speed: 7.189 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14299], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14399], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14499], Speed: 7.138 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24][Batch 14599], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 24] Training cost: 16360.085, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068 [Epoch 24] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0024_0.0000.params [Epoch 25][Batch 99], Speed: 6.742 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.110,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 25][Batch 199], Speed: 7.202 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 25][Batch 299], Speed: 7.134 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 25][Batch 399], Speed: 7.182 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 25][Batch 499], Speed: 7.178 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.705 [Epoch 25][Batch 599], Speed: 7.146 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 699], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 799], Speed: 7.143 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.069,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 899], Speed: 7.118 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 999], Speed: 7.190 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1099], Speed: 7.187 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1199], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1299], Speed: 7.177 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1399], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1499], Speed: 7.162 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1599], Speed: 6.993 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1699], Speed: 7.193 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.240,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1799], Speed: 7.119 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1899], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.704 [Epoch 25][Batch 1999], Speed: 7.197 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2099], Speed: 7.197 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2199], Speed: 7.118 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.111,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2299], Speed: 7.179 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2399], Speed: 7.216 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2499], Speed: 7.145 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2599], Speed: 7.091 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2699], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2799], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2899], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 2999], Speed: 7.180 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 3099], Speed: 7.208 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 3199], Speed: 7.146 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 3299], Speed: 7.155 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.703 [Epoch 25][Batch 3399], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3499], Speed: 7.155 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3599], Speed: 7.178 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3699], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3799], Speed: 7.223 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3899], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 3999], Speed: 7.218 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4099], Speed: 7.194 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4199], Speed: 7.169 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4299], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4399], Speed: 7.161 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4499], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.113,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4599], Speed: 7.213 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4699], Speed: 7.232 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4799], Speed: 7.133 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.702 [Epoch 25][Batch 4899], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 4999], Speed: 7.195 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5099], Speed: 7.201 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5199], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5299], Speed: 7.114 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5399], Speed: 7.217 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5499], Speed: 7.187 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5599], Speed: 7.233 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5699], Speed: 7.220 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5799], Speed: 7.149 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5899], Speed: 7.143 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 5999], Speed: 7.175 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 6099], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 6199], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.701 [Epoch 25][Batch 6299], Speed: 7.145 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6399], Speed: 7.135 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6499], Speed: 7.108 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6599], Speed: 7.210 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.239,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6699], Speed: 7.083 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6799], Speed: 7.147 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6899], Speed: 7.104 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 6999], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7099], Speed: 7.231 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7199], Speed: 7.126 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7299], Speed: 7.160 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7399], Speed: 7.168 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7499], Speed: 7.183 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7599], Speed: 7.130 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.700 [Epoch 25][Batch 7699], Speed: 7.129 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 7799], Speed: 7.184 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 7899], Speed: 7.179 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 7999], Speed: 7.214 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8099], Speed: 7.199 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8199], Speed: 7.211 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8299], Speed: 7.165 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8399], Speed: 7.152 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8499], Speed: 7.209 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8599], Speed: 7.211 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8699], Speed: 7.226 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8799], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.935,RCNNL1Loss=0.699 [Epoch 25][Batch 8899], Speed: 7.178 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.699 [Epoch 25][Batch 8999], Speed: 7.174 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.699 [Epoch 25][Batch 9099], Speed: 7.128 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.699 [Epoch 25][Batch 9199], Speed: 7.113 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9299], Speed: 7.232 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9399], Speed: 7.173 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9499], Speed: 7.150 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9599], Speed: 7.205 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9699], Speed: 7.176 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.019,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9799], Speed: 7.124 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9899], Speed: 7.185 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 9999], Speed: 7.093 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10099], Speed: 7.182 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10199], Speed: 7.234 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10299], Speed: 7.168 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10399], Speed: 7.167 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10499], Speed: 7.133 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10599], Speed: 7.191 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.698 [Epoch 25][Batch 10699], Speed: 7.203 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 10799], Speed: 7.191 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 10899], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 10999], Speed: 7.156 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11099], Speed: 7.198 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11199], Speed: 7.207 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11299], Speed: 7.155 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11399], Speed: 7.142 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11499], Speed: 7.157 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11599], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11699], Speed: 7.151 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.238,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11799], Speed: 7.166 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11899], Speed: 7.150 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 11999], Speed: 7.118 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 12099], Speed: 7.181 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.697 [Epoch 25][Batch 12199], Speed: 7.170 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12299], Speed: 7.192 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12399], Speed: 7.184 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12499], Speed: 7.249 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12599], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12699], Speed: 7.164 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12799], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12899], Speed: 7.154 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 12999], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13099], Speed: 7.125 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13199], Speed: 7.188 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13299], Speed: 7.159 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13399], Speed: 7.158 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13499], Speed: 7.171 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13599], Speed: 7.132 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13699], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.696 [Epoch 25][Batch 13799], Speed: 7.160 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 13899], Speed: 7.163 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 13999], Speed: 7.156 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14099], Speed: 7.164 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14199], Speed: 7.196 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14299], Speed: 7.155 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14399], Speed: 7.218 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14499], Speed: 7.144 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.068,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25][Batch 14599], Speed: 7.200 samples/sec, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067,RPNAcc=0.990,RPNL1Loss=0.237,RCNNAcc=0.936,RCNNL1Loss=0.695 [Epoch 25] Training cost: 16365.026, RPN_Conf=0.010,RPN_SmoothL1=0.020,RCNN_CrossEntropy=0.112,RCNN_SmoothL1=0.067 [Epoch 25] Validation: ~~~~ Summary metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.408 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.621 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.236 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.331 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 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 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 person=53.9 bicycle=32.8 car=43.6 motorcycle=43.9 airplane=62.8 bus=65.2 train=61.9 truck=34.5 boat=26.3 traffic light=26.7 fire hydrant=65.6 stop sign=65.3 parking meter=44.5 bench=23.2 bird=35.4 cat=65.6 dog=61.1 horse=57.0 sheep=51.5 cow=54.3 elephant=61.0 bear=65.1 zebra=64.2 giraffe=66.3 backpack=17.7 umbrella=38.3 handbag=16.1 tie=35.3 suitcase=39.0 frisbee=62.0 skis=24.4 snowboard=36.1 sports ball=41.8 kite=39.7 baseball bat=28.5 baseball glove=36.6 skateboard=53.1 surfboard=35.9 tennis racket=47.7 bottle=39.8 wine glass=36.8 cup=43.3 fork=38.2 knife=21.3 spoon=20.8 bowl=41.5 banana=23.9 apple=21.9 sandwich=32.8 orange=31.0 broccoli=22.1 carrot=19.3 hot dog=29.5 pizza=51.3 donut=43.2 cake=37.0 chair=27.5 couch=41.1 potted plant=27.0 bed=38.4 dining table=28.7 toilet=57.7 tv=56.2 laptop=61.1 mouse=59.1 remote=30.4 keyboard=49.0 cell phone=34.4 microwave=57.2 oven=31.7 toaster=34.1 sink=35.1 refrigerator=53.9 book=14.7 clock=50.9 vase=36.8 scissors=27.2 teddy bear=46.7 hair drier=5.6 toothbrush=23.5 ~~~~ MeanAP @ IoU=[0.50,0.95] ~~~~ =40.8 [Epoch 25] Saving parameters to faster_rcnn_fpn_resnet101_v1d_coco_0025_40.8000.params