Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet101_v1d', num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_resnet101_v1d_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=False, val_interval=2, verbose=True, wd=0.0001) Trainable parameters: odict_keys(['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', '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', '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', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_conv0_weight', 'maskrcnn0_rpn0_conv0_bias', 'maskrcnn0_rpn0_conv1_weight', 'maskrcnn0_rpn0_conv1_bias', 'maskrcnn0_rpn0_conv2_weight', 'maskrcnn0_rpn0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias']) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 5.582 samples/sec, RPN_Conf=0.326,RPN_SmoothL1=0.154,RCNN_CrossEntropy=1.129,RCNN_SmoothL1=0.324,RCNN_Mask=0.674,RPNAcc=0.879,RPNL1Loss=0.621,RCNNAcc=0.821,RCNNL1Loss=1.968,MaskAcc=0.601,MaskFGAcc=0.579 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 8.716 samples/sec, RPN_Conf=0.277,RPN_SmoothL1=0.150,RCNN_CrossEntropy=1.052,RCNN_SmoothL1=0.359,RCNN_Mask=0.615,RPNAcc=0.891,RPNL1Loss=0.594,RCNNAcc=0.816,RCNNL1Loss=2.030,MaskAcc=0.655,MaskFGAcc=0.617 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 9.092 samples/sec, RPN_Conf=0.252,RPN_SmoothL1=0.148,RCNN_CrossEntropy=1.031,RCNN_SmoothL1=0.387,RCNN_Mask=0.587,RPNAcc=0.899,RPNL1Loss=0.584,RCNNAcc=0.811,RCNNL1Loss=2.084,MaskAcc=0.680,MaskFGAcc=0.627 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 9.132 samples/sec, RPN_Conf=0.240,RPN_SmoothL1=0.145,RCNN_CrossEntropy=1.009,RCNN_SmoothL1=0.401,RCNN_Mask=0.571,RPNAcc=0.904,RPNL1Loss=0.574,RCNNAcc=0.809,RCNNL1Loss=2.103,MaskAcc=0.694,MaskFGAcc=0.623 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 8.889 samples/sec, RPN_Conf=0.229,RPN_SmoothL1=0.143,RCNN_CrossEntropy=0.975,RCNN_SmoothL1=0.409,RCNN_Mask=0.556,RPNAcc=0.908,RPNL1Loss=0.562,RCNNAcc=0.808,RCNNL1Loss=2.105,MaskAcc=0.707,MaskFGAcc=0.615 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 9.208 samples/sec, RPN_Conf=0.222,RPN_SmoothL1=0.141,RCNN_CrossEntropy=0.948,RCNN_SmoothL1=0.412,RCNN_Mask=0.546,RPNAcc=0.911,RPNL1Loss=0.556,RCNNAcc=0.808,RCNNL1Loss=2.092,MaskAcc=0.715,MaskFGAcc=0.607 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 9.802 samples/sec, RPN_Conf=0.216,RPN_SmoothL1=0.140,RCNN_CrossEntropy=0.928,RCNN_SmoothL1=0.414,RCNN_Mask=0.538,RPNAcc=0.913,RPNL1Loss=0.553,RCNNAcc=0.808,RCNNL1Loss=2.083,MaskAcc=0.722,MaskFGAcc=0.599 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 9.948 samples/sec, RPN_Conf=0.212,RPN_SmoothL1=0.139,RCNN_CrossEntropy=0.909,RCNN_SmoothL1=0.415,RCNN_Mask=0.529,RPNAcc=0.914,RPNL1Loss=0.548,RCNNAcc=0.808,RCNNL1Loss=2.068,MaskAcc=0.729,MaskFGAcc=0.595 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 10.220 samples/sec, RPN_Conf=0.207,RPN_SmoothL1=0.139,RCNN_CrossEntropy=0.892,RCNN_SmoothL1=0.415,RCNN_Mask=0.520,RPNAcc=0.916,RPNL1Loss=0.546,RCNNAcc=0.809,RCNNL1Loss=2.050,MaskAcc=0.736,MaskFGAcc=0.591 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 10.140 samples/sec, RPN_Conf=0.203,RPN_SmoothL1=0.137,RCNN_CrossEntropy=0.879,RCNN_SmoothL1=0.413,RCNN_Mask=0.513,RPNAcc=0.918,RPNL1Loss=0.541,RCNNAcc=0.810,RCNNL1Loss=2.030,MaskAcc=0.741,MaskFGAcc=0.588 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 10.219 samples/sec, RPN_Conf=0.200,RPN_SmoothL1=0.137,RCNN_CrossEntropy=0.867,RCNN_SmoothL1=0.412,RCNN_Mask=0.506,RPNAcc=0.919,RPNL1Loss=0.539,RCNNAcc=0.810,RCNNL1Loss=2.011,MaskAcc=0.746,MaskFGAcc=0.585 [Epoch 0][Batch 1199], Speed: 10.215 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.136,RCNN_CrossEntropy=0.858,RCNN_SmoothL1=0.411,RCNN_Mask=0.500,RPNAcc=0.920,RPNL1Loss=0.534,RCNNAcc=0.810,RCNNL1Loss=1.992,MaskAcc=0.750,MaskFGAcc=0.582 [Epoch 0][Batch 1299], Speed: 9.956 samples/sec, RPN_Conf=0.194,RPN_SmoothL1=0.135,RCNN_CrossEntropy=0.845,RCNN_SmoothL1=0.409,RCNN_Mask=0.495,RPNAcc=0.922,RPNL1Loss=0.531,RCNNAcc=0.811,RCNNL1Loss=1.970,MaskAcc=0.754,MaskFGAcc=0.579 [Epoch 0][Batch 1399], Speed: 10.088 samples/sec, RPN_Conf=0.192,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.835,RCNN_SmoothL1=0.406,RCNN_Mask=0.491,RPNAcc=0.923,RPNL1Loss=0.527,RCNNAcc=0.811,RCNNL1Loss=1.949,MaskAcc=0.757,MaskFGAcc=0.577 [Epoch 0][Batch 1499], Speed: 9.940 samples/sec, RPN_Conf=0.190,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.824,RCNN_SmoothL1=0.403,RCNN_Mask=0.486,RPNAcc=0.924,RPNL1Loss=0.524,RCNNAcc=0.812,RCNNL1Loss=1.928,MaskAcc=0.761,MaskFGAcc=0.576 [Epoch 0][Batch 1599], Speed: 10.014 samples/sec, RPN_Conf=0.188,RPN_SmoothL1=0.133,RCNN_CrossEntropy=0.814,RCNN_SmoothL1=0.400,RCNN_Mask=0.482,RPNAcc=0.924,RPNL1Loss=0.522,RCNNAcc=0.813,RCNNL1Loss=1.908,MaskAcc=0.764,MaskFGAcc=0.574 [Epoch 0][Batch 1699], Speed: 10.113 samples/sec, RPN_Conf=0.185,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.804,RCNN_SmoothL1=0.397,RCNN_Mask=0.478,RPNAcc=0.926,RPNL1Loss=0.518,RCNNAcc=0.813,RCNNL1Loss=1.889,MaskAcc=0.766,MaskFGAcc=0.573 [Epoch 0][Batch 1799], Speed: 10.151 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.795,RCNN_SmoothL1=0.394,RCNN_Mask=0.473,RPNAcc=0.926,RPNL1Loss=0.515,RCNNAcc=0.814,RCNNL1Loss=1.867,MaskAcc=0.769,MaskFGAcc=0.572 [Epoch 0][Batch 1899], Speed: 9.997 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.788,RCNN_SmoothL1=0.392,RCNN_Mask=0.469,RPNAcc=0.927,RPNL1Loss=0.512,RCNNAcc=0.815,RCNNL1Loss=1.849,MaskAcc=0.772,MaskFGAcc=0.572 [Epoch 0][Batch 1999], Speed: 10.187 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.780,RCNN_SmoothL1=0.389,RCNN_Mask=0.466,RPNAcc=0.928,RPNL1Loss=0.510,RCNNAcc=0.816,RCNNL1Loss=1.831,MaskAcc=0.774,MaskFGAcc=0.571 [Epoch 0][Batch 2099], Speed: 9.882 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.773,RCNN_SmoothL1=0.386,RCNN_Mask=0.463,RPNAcc=0.928,RPNL1Loss=0.508,RCNNAcc=0.817,RCNNL1Loss=1.815,MaskAcc=0.776,MaskFGAcc=0.570 [Epoch 0][Batch 2199], Speed: 10.114 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.765,RCNN_SmoothL1=0.383,RCNN_Mask=0.460,RPNAcc=0.929,RPNL1Loss=0.506,RCNNAcc=0.817,RCNNL1Loss=1.798,MaskAcc=0.778,MaskFGAcc=0.569 [Epoch 0][Batch 2299], Speed: 10.232 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.759,RCNN_SmoothL1=0.381,RCNN_Mask=0.457,RPNAcc=0.930,RPNL1Loss=0.504,RCNNAcc=0.818,RCNNL1Loss=1.782,MaskAcc=0.780,MaskFGAcc=0.569 [Epoch 0][Batch 2399], Speed: 10.295 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.752,RCNN_SmoothL1=0.378,RCNN_Mask=0.454,RPNAcc=0.930,RPNL1Loss=0.502,RCNNAcc=0.818,RCNNL1Loss=1.767,MaskAcc=0.782,MaskFGAcc=0.568 [Epoch 0][Batch 2499], Speed: 10.044 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.746,RCNN_SmoothL1=0.376,RCNN_Mask=0.451,RPNAcc=0.931,RPNL1Loss=0.500,RCNNAcc=0.819,RCNNL1Loss=1.753,MaskAcc=0.784,MaskFGAcc=0.568 [Epoch 0][Batch 2599], Speed: 10.029 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.740,RCNN_SmoothL1=0.373,RCNN_Mask=0.449,RPNAcc=0.932,RPNL1Loss=0.499,RCNNAcc=0.820,RCNNL1Loss=1.740,MaskAcc=0.786,MaskFGAcc=0.567 [Epoch 0][Batch 2699], Speed: 10.088 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.734,RCNN_SmoothL1=0.371,RCNN_Mask=0.446,RPNAcc=0.932,RPNL1Loss=0.497,RCNNAcc=0.821,RCNNL1Loss=1.726,MaskAcc=0.787,MaskFGAcc=0.567 [Epoch 0][Batch 2799], Speed: 10.144 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.728,RCNN_SmoothL1=0.369,RCNN_Mask=0.444,RPNAcc=0.933,RPNL1Loss=0.495,RCNNAcc=0.821,RCNNL1Loss=1.714,MaskAcc=0.788,MaskFGAcc=0.566 [Epoch 0][Batch 2899], Speed: 9.983 samples/sec, RPN_Conf=0.168,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.723,RCNN_SmoothL1=0.367,RCNN_Mask=0.442,RPNAcc=0.933,RPNL1Loss=0.492,RCNNAcc=0.822,RCNNL1Loss=1.702,MaskAcc=0.790,MaskFGAcc=0.566 [Epoch 0][Batch 2999], Speed: 10.234 samples/sec, RPN_Conf=0.166,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.718,RCNN_SmoothL1=0.365,RCNN_Mask=0.440,RPNAcc=0.934,RPNL1Loss=0.491,RCNNAcc=0.822,RCNNL1Loss=1.690,MaskAcc=0.791,MaskFGAcc=0.566 [Epoch 0][Batch 3099], Speed: 10.121 samples/sec, RPN_Conf=0.165,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.712,RCNN_SmoothL1=0.363,RCNN_Mask=0.438,RPNAcc=0.934,RPNL1Loss=0.489,RCNNAcc=0.823,RCNNL1Loss=1.678,MaskAcc=0.793,MaskFGAcc=0.566 [Epoch 0][Batch 3199], Speed: 9.762 samples/sec, RPN_Conf=0.164,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.707,RCNN_SmoothL1=0.361,RCNN_Mask=0.436,RPNAcc=0.935,RPNL1Loss=0.487,RCNNAcc=0.824,RCNNL1Loss=1.667,MaskAcc=0.794,MaskFGAcc=0.565 [Epoch 0][Batch 3299], Speed: 10.169 samples/sec, RPN_Conf=0.163,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.703,RCNN_SmoothL1=0.359,RCNN_Mask=0.434,RPNAcc=0.935,RPNL1Loss=0.485,RCNNAcc=0.824,RCNNL1Loss=1.656,MaskAcc=0.795,MaskFGAcc=0.565 [Epoch 0][Batch 3399], Speed: 9.933 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.699,RCNN_SmoothL1=0.358,RCNN_Mask=0.432,RPNAcc=0.935,RPNL1Loss=0.484,RCNNAcc=0.825,RCNNL1Loss=1.646,MaskAcc=0.796,MaskFGAcc=0.565 [Epoch 0][Batch 3499], Speed: 9.886 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.694,RCNN_SmoothL1=0.356,RCNN_Mask=0.431,RPNAcc=0.936,RPNL1Loss=0.482,RCNNAcc=0.825,RCNNL1Loss=1.636,MaskAcc=0.797,MaskFGAcc=0.564 [Epoch 0][Batch 3599], Speed: 10.006 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.690,RCNN_SmoothL1=0.354,RCNN_Mask=0.429,RPNAcc=0.936,RPNL1Loss=0.481,RCNNAcc=0.826,RCNNL1Loss=1.627,MaskAcc=0.798,MaskFGAcc=0.564 [Epoch 0][Batch 3699], Speed: 10.106 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.686,RCNN_SmoothL1=0.352,RCNN_Mask=0.428,RPNAcc=0.936,RPNL1Loss=0.480,RCNNAcc=0.826,RCNNL1Loss=1.618,MaskAcc=0.799,MaskFGAcc=0.564 [Epoch 0][Batch 3799], Speed: 9.972 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.682,RCNN_SmoothL1=0.351,RCNN_Mask=0.426,RPNAcc=0.937,RPNL1Loss=0.478,RCNNAcc=0.827,RCNNL1Loss=1.609,MaskAcc=0.800,MaskFGAcc=0.564 [Epoch 0][Batch 3899], Speed: 10.072 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.678,RCNN_SmoothL1=0.349,RCNN_Mask=0.424,RPNAcc=0.937,RPNL1Loss=0.477,RCNNAcc=0.827,RCNNL1Loss=1.601,MaskAcc=0.801,MaskFGAcc=0.563 [Epoch 0][Batch 3999], Speed: 10.200 samples/sec, RPN_Conf=0.158,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.675,RCNN_SmoothL1=0.348,RCNN_Mask=0.423,RPNAcc=0.937,RPNL1Loss=0.476,RCNNAcc=0.828,RCNNL1Loss=1.592,MaskAcc=0.802,MaskFGAcc=0.563 [Epoch 0][Batch 4099], Speed: 10.018 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.672,RCNN_SmoothL1=0.346,RCNN_Mask=0.422,RPNAcc=0.938,RPNL1Loss=0.475,RCNNAcc=0.828,RCNNL1Loss=1.584,MaskAcc=0.803,MaskFGAcc=0.563 [Epoch 0][Batch 4199], Speed: 10.094 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.668,RCNN_SmoothL1=0.345,RCNN_Mask=0.420,RPNAcc=0.938,RPNL1Loss=0.474,RCNNAcc=0.828,RCNNL1Loss=1.576,MaskAcc=0.804,MaskFGAcc=0.563 [Epoch 0][Batch 4299], Speed: 10.041 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.666,RCNN_SmoothL1=0.344,RCNN_Mask=0.419,RPNAcc=0.938,RPNL1Loss=0.473,RCNNAcc=0.829,RCNNL1Loss=1.570,MaskAcc=0.805,MaskFGAcc=0.563 [Epoch 0][Batch 4399], Speed: 10.128 samples/sec, RPN_Conf=0.155,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.662,RCNN_SmoothL1=0.342,RCNN_Mask=0.418,RPNAcc=0.939,RPNL1Loss=0.471,RCNNAcc=0.829,RCNNL1Loss=1.563,MaskAcc=0.805,MaskFGAcc=0.563 [Epoch 0][Batch 4499], Speed: 10.036 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.659,RCNN_SmoothL1=0.341,RCNN_Mask=0.417,RPNAcc=0.939,RPNL1Loss=0.471,RCNNAcc=0.830,RCNNL1Loss=1.555,MaskAcc=0.806,MaskFGAcc=0.562 [Epoch 0][Batch 4599], Speed: 9.967 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.657,RCNN_SmoothL1=0.340,RCNN_Mask=0.416,RPNAcc=0.939,RPNL1Loss=0.470,RCNNAcc=0.830,RCNNL1Loss=1.549,MaskAcc=0.807,MaskFGAcc=0.562 [Epoch 0][Batch 4699], Speed: 9.937 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.654,RCNN_SmoothL1=0.338,RCNN_Mask=0.415,RPNAcc=0.939,RPNL1Loss=0.469,RCNNAcc=0.830,RCNNL1Loss=1.542,MaskAcc=0.807,MaskFGAcc=0.562 [Epoch 0][Batch 4799], Speed: 10.214 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.651,RCNN_SmoothL1=0.337,RCNN_Mask=0.414,RPNAcc=0.940,RPNL1Loss=0.468,RCNNAcc=0.831,RCNNL1Loss=1.535,MaskAcc=0.808,MaskFGAcc=0.562 [Epoch 0][Batch 4899], Speed: 9.929 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.649,RCNN_SmoothL1=0.336,RCNN_Mask=0.412,RPNAcc=0.940,RPNL1Loss=0.467,RCNNAcc=0.831,RCNNL1Loss=1.529,MaskAcc=0.809,MaskFGAcc=0.562 [Epoch 0][Batch 4999], Speed: 10.021 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.646,RCNN_SmoothL1=0.335,RCNN_Mask=0.411,RPNAcc=0.940,RPNL1Loss=0.466,RCNNAcc=0.831,RCNNL1Loss=1.522,MaskAcc=0.809,MaskFGAcc=0.562 [Epoch 0][Batch 5099], Speed: 10.253 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.644,RCNN_SmoothL1=0.334,RCNN_Mask=0.410,RPNAcc=0.941,RPNL1Loss=0.465,RCNNAcc=0.832,RCNNL1Loss=1.516,MaskAcc=0.810,MaskFGAcc=0.562 [Epoch 0][Batch 5199], Speed: 10.178 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.641,RCNN_SmoothL1=0.332,RCNN_Mask=0.409,RPNAcc=0.941,RPNL1Loss=0.464,RCNNAcc=0.832,RCNNL1Loss=1.510,MaskAcc=0.811,MaskFGAcc=0.562 [Epoch 0][Batch 5299], Speed: 10.237 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.638,RCNN_SmoothL1=0.331,RCNN_Mask=0.408,RPNAcc=0.941,RPNL1Loss=0.463,RCNNAcc=0.832,RCNNL1Loss=1.504,MaskAcc=0.811,MaskFGAcc=0.562 [Epoch 0][Batch 5399], Speed: 10.144 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.636,RCNN_SmoothL1=0.330,RCNN_Mask=0.407,RPNAcc=0.941,RPNL1Loss=0.463,RCNNAcc=0.833,RCNNL1Loss=1.499,MaskAcc=0.812,MaskFGAcc=0.562 [Epoch 0][Batch 5499], Speed: 9.959 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.634,RCNN_SmoothL1=0.329,RCNN_Mask=0.406,RPNAcc=0.941,RPNL1Loss=0.462,RCNNAcc=0.833,RCNNL1Loss=1.493,MaskAcc=0.813,MaskFGAcc=0.562 [Epoch 0][Batch 5599], Speed: 10.042 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.632,RCNN_SmoothL1=0.328,RCNN_Mask=0.405,RPNAcc=0.942,RPNL1Loss=0.461,RCNNAcc=0.833,RCNNL1Loss=1.488,MaskAcc=0.813,MaskFGAcc=0.562 [Epoch 0][Batch 5699], Speed: 10.087 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.630,RCNN_SmoothL1=0.327,RCNN_Mask=0.404,RPNAcc=0.942,RPNL1Loss=0.460,RCNNAcc=0.834,RCNNL1Loss=1.482,MaskAcc=0.814,MaskFGAcc=0.562 [Epoch 0][Batch 5799], Speed: 10.146 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.627,RCNN_SmoothL1=0.326,RCNN_Mask=0.403,RPNAcc=0.942,RPNL1Loss=0.459,RCNNAcc=0.834,RCNNL1Loss=1.477,MaskAcc=0.814,MaskFGAcc=0.562 [Epoch 0][Batch 5899], Speed: 10.136 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.626,RCNN_SmoothL1=0.325,RCNN_Mask=0.403,RPNAcc=0.942,RPNL1Loss=0.459,RCNNAcc=0.834,RCNNL1Loss=1.471,MaskAcc=0.815,MaskFGAcc=0.561 [Epoch 0][Batch 5999], Speed: 10.068 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.623,RCNN_SmoothL1=0.324,RCNN_Mask=0.402,RPNAcc=0.942,RPNL1Loss=0.458,RCNNAcc=0.835,RCNNL1Loss=1.467,MaskAcc=0.815,MaskFGAcc=0.561 [Epoch 0][Batch 6099], Speed: 10.184 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.622,RCNN_SmoothL1=0.323,RCNN_Mask=0.401,RPNAcc=0.943,RPNL1Loss=0.457,RCNNAcc=0.835,RCNNL1Loss=1.462,MaskAcc=0.816,MaskFGAcc=0.561 [Epoch 0][Batch 6199], Speed: 10.391 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.619,RCNN_SmoothL1=0.322,RCNN_Mask=0.400,RPNAcc=0.943,RPNL1Loss=0.456,RCNNAcc=0.835,RCNNL1Loss=1.457,MaskAcc=0.816,MaskFGAcc=0.561 [Epoch 0][Batch 6299], Speed: 10.210 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.618,RCNN_SmoothL1=0.321,RCNN_Mask=0.399,RPNAcc=0.943,RPNL1Loss=0.456,RCNNAcc=0.835,RCNNL1Loss=1.453,MaskAcc=0.817,MaskFGAcc=0.561 [Epoch 0][Batch 6399], Speed: 10.052 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.616,RCNN_SmoothL1=0.321,RCNN_Mask=0.399,RPNAcc=0.943,RPNL1Loss=0.455,RCNNAcc=0.836,RCNNL1Loss=1.448,MaskAcc=0.817,MaskFGAcc=0.561 [Epoch 0][Batch 6499], Speed: 10.094 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.614,RCNN_SmoothL1=0.320,RCNN_Mask=0.398,RPNAcc=0.943,RPNL1Loss=0.454,RCNNAcc=0.836,RCNNL1Loss=1.444,MaskAcc=0.818,MaskFGAcc=0.561 [Epoch 0][Batch 6599], Speed: 10.066 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.612,RCNN_SmoothL1=0.319,RCNN_Mask=0.397,RPNAcc=0.943,RPNL1Loss=0.454,RCNNAcc=0.836,RCNNL1Loss=1.440,MaskAcc=0.818,MaskFGAcc=0.561 [Epoch 0][Batch 6699], Speed: 10.426 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.611,RCNN_SmoothL1=0.318,RCNN_Mask=0.396,RPNAcc=0.944,RPNL1Loss=0.453,RCNNAcc=0.836,RCNNL1Loss=1.435,MaskAcc=0.818,MaskFGAcc=0.561 [Epoch 0][Batch 6799], Speed: 9.887 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.609,RCNN_SmoothL1=0.317,RCNN_Mask=0.396,RPNAcc=0.944,RPNL1Loss=0.452,RCNNAcc=0.837,RCNNL1Loss=1.431,MaskAcc=0.819,MaskFGAcc=0.561 [Epoch 0][Batch 6899], Speed: 9.952 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.607,RCNN_SmoothL1=0.316,RCNN_Mask=0.395,RPNAcc=0.944,RPNL1Loss=0.451,RCNNAcc=0.837,RCNNL1Loss=1.426,MaskAcc=0.819,MaskFGAcc=0.561 [Epoch 0][Batch 6999], Speed: 9.902 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.605,RCNN_SmoothL1=0.315,RCNN_Mask=0.394,RPNAcc=0.944,RPNL1Loss=0.451,RCNNAcc=0.837,RCNNL1Loss=1.422,MaskAcc=0.820,MaskFGAcc=0.561 [Epoch 0][Batch 7099], Speed: 10.164 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.604,RCNN_SmoothL1=0.315,RCNN_Mask=0.394,RPNAcc=0.944,RPNL1Loss=0.450,RCNNAcc=0.837,RCNNL1Loss=1.418,MaskAcc=0.820,MaskFGAcc=0.560 [Epoch 0][Batch 7199], Speed: 10.454 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.602,RCNN_SmoothL1=0.314,RCNN_Mask=0.393,RPNAcc=0.944,RPNL1Loss=0.449,RCNNAcc=0.838,RCNNL1Loss=1.415,MaskAcc=0.820,MaskFGAcc=0.560 [Epoch 0][Batch 7299], Speed: 10.042 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.601,RCNN_SmoothL1=0.313,RCNN_Mask=0.392,RPNAcc=0.945,RPNL1Loss=0.449,RCNNAcc=0.838,RCNNL1Loss=1.411,MaskAcc=0.821,MaskFGAcc=0.560 [Epoch 0][Batch 7399], Speed: 9.958 samples/sec, RPN_Conf=0.140,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.599,RCNN_SmoothL1=0.312,RCNN_Mask=0.392,RPNAcc=0.945,RPNL1Loss=0.448,RCNNAcc=0.838,RCNNL1Loss=1.407,MaskAcc=0.821,MaskFGAcc=0.560 [Epoch 0][Batch 7499], Speed: 9.965 samples/sec, RPN_Conf=0.140,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.598,RCNN_SmoothL1=0.312,RCNN_Mask=0.391,RPNAcc=0.945,RPNL1Loss=0.448,RCNNAcc=0.838,RCNNL1Loss=1.403,MaskAcc=0.822,MaskFGAcc=0.560 [Epoch 0][Batch 7599], Speed: 10.396 samples/sec, RPN_Conf=0.140,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.596,RCNN_SmoothL1=0.311,RCNN_Mask=0.390,RPNAcc=0.945,RPNL1Loss=0.447,RCNNAcc=0.839,RCNNL1Loss=1.399,MaskAcc=0.822,MaskFGAcc=0.560 [Epoch 0][Batch 7699], Speed: 10.180 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.595,RCNN_SmoothL1=0.310,RCNN_Mask=0.390,RPNAcc=0.945,RPNL1Loss=0.447,RCNNAcc=0.839,RCNNL1Loss=1.395,MaskAcc=0.822,MaskFGAcc=0.560 [Epoch 0][Batch 7799], Speed: 9.895 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.593,RCNN_SmoothL1=0.309,RCNN_Mask=0.389,RPNAcc=0.945,RPNL1Loss=0.446,RCNNAcc=0.839,RCNNL1Loss=1.392,MaskAcc=0.823,MaskFGAcc=0.560 [Epoch 0][Batch 7899], Speed: 9.765 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.592,RCNN_SmoothL1=0.309,RCNN_Mask=0.389,RPNAcc=0.945,RPNL1Loss=0.446,RCNNAcc=0.839,RCNNL1Loss=1.388,MaskAcc=0.823,MaskFGAcc=0.559 [Epoch 0][Batch 7999], Speed: 9.926 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.590,RCNN_SmoothL1=0.308,RCNN_Mask=0.388,RPNAcc=0.946,RPNL1Loss=0.445,RCNNAcc=0.839,RCNNL1Loss=1.385,MaskAcc=0.823,MaskFGAcc=0.559 [Epoch 0][Batch 8099], Speed: 9.986 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.589,RCNN_SmoothL1=0.307,RCNN_Mask=0.387,RPNAcc=0.946,RPNL1Loss=0.444,RCNNAcc=0.840,RCNNL1Loss=1.381,MaskAcc=0.824,MaskFGAcc=0.559 [Epoch 0][Batch 8199], Speed: 10.164 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.588,RCNN_SmoothL1=0.307,RCNN_Mask=0.387,RPNAcc=0.946,RPNL1Loss=0.444,RCNNAcc=0.840,RCNNL1Loss=1.378,MaskAcc=0.824,MaskFGAcc=0.559 [Epoch 0][Batch 8299], Speed: 10.196 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.586,RCNN_SmoothL1=0.306,RCNN_Mask=0.386,RPNAcc=0.946,RPNL1Loss=0.443,RCNNAcc=0.840,RCNNL1Loss=1.374,MaskAcc=0.824,MaskFGAcc=0.559 [Epoch 0][Batch 8399], Speed: 10.046 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.585,RCNN_SmoothL1=0.305,RCNN_Mask=0.386,RPNAcc=0.946,RPNL1Loss=0.443,RCNNAcc=0.840,RCNNL1Loss=1.371,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 0][Batch 8499], Speed: 9.974 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.305,RCNN_Mask=0.385,RPNAcc=0.946,RPNL1Loss=0.442,RCNNAcc=0.840,RCNNL1Loss=1.368,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 0][Batch 8599], Speed: 9.975 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.582,RCNN_SmoothL1=0.304,RCNN_Mask=0.385,RPNAcc=0.946,RPNL1Loss=0.442,RCNNAcc=0.841,RCNNL1Loss=1.365,MaskAcc=0.825,MaskFGAcc=0.559 [Epoch 0][Batch 8699], Speed: 10.211 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.581,RCNN_SmoothL1=0.304,RCNN_Mask=0.384,RPNAcc=0.946,RPNL1Loss=0.441,RCNNAcc=0.841,RCNNL1Loss=1.362,MaskAcc=0.826,MaskFGAcc=0.559 [Epoch 0][Batch 8799], Speed: 10.092 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.580,RCNN_SmoothL1=0.303,RCNN_Mask=0.383,RPNAcc=0.946,RPNL1Loss=0.441,RCNNAcc=0.841,RCNNL1Loss=1.359,MaskAcc=0.826,MaskFGAcc=0.559 [Epoch 0][Batch 8899], Speed: 9.782 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.579,RCNN_SmoothL1=0.302,RCNN_Mask=0.383,RPNAcc=0.947,RPNL1Loss=0.440,RCNNAcc=0.841,RCNNL1Loss=1.356,MaskAcc=0.826,MaskFGAcc=0.559 [Epoch 0][Batch 8999], Speed: 10.020 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.578,RCNN_SmoothL1=0.302,RCNN_Mask=0.382,RPNAcc=0.947,RPNL1Loss=0.440,RCNNAcc=0.841,RCNNL1Loss=1.353,MaskAcc=0.827,MaskFGAcc=0.559 [Epoch 0][Batch 9099], Speed: 9.772 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.301,RCNN_Mask=0.382,RPNAcc=0.947,RPNL1Loss=0.439,RCNNAcc=0.842,RCNNL1Loss=1.350,MaskAcc=0.827,MaskFGAcc=0.559 [Epoch 0][Batch 9199], Speed: 10.220 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.576,RCNN_SmoothL1=0.301,RCNN_Mask=0.381,RPNAcc=0.947,RPNL1Loss=0.439,RCNNAcc=0.842,RCNNL1Loss=1.347,MaskAcc=0.827,MaskFGAcc=0.559 [Epoch 0][Batch 9299], Speed: 10.072 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.574,RCNN_SmoothL1=0.300,RCNN_Mask=0.381,RPNAcc=0.947,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.344,MaskAcc=0.828,MaskFGAcc=0.559 [Epoch 0][Batch 9399], Speed: 10.334 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.573,RCNN_SmoothL1=0.299,RCNN_Mask=0.380,RPNAcc=0.947,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.340,MaskAcc=0.828,MaskFGAcc=0.558 [Epoch 0][Batch 9499], Speed: 10.161 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.572,RCNN_SmoothL1=0.299,RCNN_Mask=0.380,RPNAcc=0.947,RPNL1Loss=0.437,RCNNAcc=0.842,RCNNL1Loss=1.338,MaskAcc=0.828,MaskFGAcc=0.558 [Epoch 0][Batch 9599], Speed: 10.109 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.571,RCNN_SmoothL1=0.298,RCNN_Mask=0.379,RPNAcc=0.947,RPNL1Loss=0.437,RCNNAcc=0.843,RCNNL1Loss=1.335,MaskAcc=0.828,MaskFGAcc=0.558 [Epoch 0][Batch 9699], Speed: 10.104 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.570,RCNN_SmoothL1=0.298,RCNN_Mask=0.379,RPNAcc=0.947,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.333,MaskAcc=0.829,MaskFGAcc=0.558 [Epoch 0][Batch 9799], Speed: 10.112 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.569,RCNN_SmoothL1=0.297,RCNN_Mask=0.379,RPNAcc=0.948,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.330,MaskAcc=0.829,MaskFGAcc=0.558 [Epoch 0][Batch 9899], Speed: 10.370 samples/sec, RPN_Conf=0.134,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.297,RCNN_Mask=0.378,RPNAcc=0.948,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.327,MaskAcc=0.829,MaskFGAcc=0.558 [Epoch 0][Batch 9999], Speed: 9.997 samples/sec, RPN_Conf=0.133,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.567,RCNN_SmoothL1=0.296,RCNN_Mask=0.378,RPNAcc=0.948,RPNL1Loss=0.435,RCNNAcc=0.843,RCNNL1Loss=1.325,MaskAcc=0.829,MaskFGAcc=0.558 [Epoch 0][Batch 10099], Speed: 10.057 samples/sec, RPN_Conf=0.133,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.566,RCNN_SmoothL1=0.296,RCNN_Mask=0.377,RPNAcc=0.948,RPNL1Loss=0.435,RCNNAcc=0.843,RCNNL1Loss=1.322,MaskAcc=0.830,MaskFGAcc=0.558 [Epoch 0][Batch 10199], Speed: 10.101 samples/sec, RPN_Conf=0.133,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.295,RCNN_Mask=0.377,RPNAcc=0.948,RPNL1Loss=0.435,RCNNAcc=0.844,RCNNL1Loss=1.320,MaskAcc=0.830,MaskFGAcc=0.558 [Epoch 0][Batch 10299], Speed: 10.117 samples/sec, RPN_Conf=0.133,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.564,RCNN_SmoothL1=0.295,RCNN_Mask=0.377,RPNAcc=0.948,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.317,MaskAcc=0.830,MaskFGAcc=0.558 [Epoch 0][Batch 10399], Speed: 10.250 samples/sec, RPN_Conf=0.133,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.294,RCNN_Mask=0.376,RPNAcc=0.948,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.315,MaskAcc=0.830,MaskFGAcc=0.557 [Epoch 0][Batch 10499], Speed: 10.123 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.562,RCNN_SmoothL1=0.294,RCNN_Mask=0.376,RPNAcc=0.948,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.312,MaskAcc=0.831,MaskFGAcc=0.557 [Epoch 0][Batch 10599], Speed: 10.065 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.293,RCNN_Mask=0.375,RPNAcc=0.948,RPNL1Loss=0.433,RCNNAcc=0.844,RCNNL1Loss=1.310,MaskAcc=0.831,MaskFGAcc=0.557 [Epoch 0][Batch 10699], Speed: 10.123 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.560,RCNN_SmoothL1=0.293,RCNN_Mask=0.375,RPNAcc=0.948,RPNL1Loss=0.433,RCNNAcc=0.844,RCNNL1Loss=1.308,MaskAcc=0.831,MaskFGAcc=0.557 [Epoch 0][Batch 10799], Speed: 10.377 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.559,RCNN_SmoothL1=0.292,RCNN_Mask=0.375,RPNAcc=0.948,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.305,MaskAcc=0.831,MaskFGAcc=0.557 [Epoch 0][Batch 10899], Speed: 10.163 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.558,RCNN_SmoothL1=0.292,RCNN_Mask=0.374,RPNAcc=0.948,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.304,MaskAcc=0.831,MaskFGAcc=0.557 [Epoch 0][Batch 10999], Speed: 10.170 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.292,RCNN_Mask=0.374,RPNAcc=0.949,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.301,MaskAcc=0.832,MaskFGAcc=0.557 [Epoch 0][Batch 11099], Speed: 10.132 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.556,RCNN_SmoothL1=0.291,RCNN_Mask=0.373,RPNAcc=0.949,RPNL1Loss=0.431,RCNNAcc=0.845,RCNNL1Loss=1.299,MaskAcc=0.832,MaskFGAcc=0.557 [Epoch 0][Batch 11199], Speed: 10.212 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.291,RCNN_Mask=0.373,RPNAcc=0.949,RPNL1Loss=0.431,RCNNAcc=0.845,RCNNL1Loss=1.297,MaskAcc=0.832,MaskFGAcc=0.557 [Epoch 0][Batch 11299], Speed: 10.071 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.554,RCNN_SmoothL1=0.290,RCNN_Mask=0.373,RPNAcc=0.949,RPNL1Loss=0.431,RCNNAcc=0.845,RCNNL1Loss=1.295,MaskAcc=0.832,MaskFGAcc=0.557 [Epoch 0][Batch 11399], Speed: 10.166 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.290,RCNN_Mask=0.372,RPNAcc=0.949,RPNL1Loss=0.431,RCNNAcc=0.846,RCNNL1Loss=1.292,MaskAcc=0.833,MaskFGAcc=0.556 [Epoch 0][Batch 11499], Speed: 9.830 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.289,RCNN_Mask=0.372,RPNAcc=0.949,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.290,MaskAcc=0.833,MaskFGAcc=0.556 [Epoch 0][Batch 11599], Speed: 9.714 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.289,RCNN_Mask=0.371,RPNAcc=0.949,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.288,MaskAcc=0.833,MaskFGAcc=0.556 [Epoch 0][Batch 11699], Speed: 10.153 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.289,RCNN_Mask=0.371,RPNAcc=0.949,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.286,MaskAcc=0.833,MaskFGAcc=0.556 [Epoch 0][Batch 11799], Speed: 10.188 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.288,RCNN_Mask=0.371,RPNAcc=0.949,RPNL1Loss=0.429,RCNNAcc=0.846,RCNNL1Loss=1.284,MaskAcc=0.834,MaskFGAcc=0.556 [Epoch 0][Batch 11899], Speed: 10.169 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.288,RCNN_Mask=0.370,RPNAcc=0.949,RPNL1Loss=0.429,RCNNAcc=0.846,RCNNL1Loss=1.282,MaskAcc=0.834,MaskFGAcc=0.556 [Epoch 0][Batch 11999], Speed: 10.043 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.287,RCNN_Mask=0.370,RPNAcc=0.949,RPNL1Loss=0.429,RCNNAcc=0.846,RCNNL1Loss=1.279,MaskAcc=0.834,MaskFGAcc=0.556 [Epoch 0][Batch 12099], Speed: 10.248 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.287,RCNN_Mask=0.370,RPNAcc=0.949,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.277,MaskAcc=0.834,MaskFGAcc=0.556 [Epoch 0][Batch 12199], Speed: 10.194 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.286,RCNN_Mask=0.369,RPNAcc=0.950,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.275,MaskAcc=0.834,MaskFGAcc=0.556 [Epoch 0][Batch 12299], Speed: 10.259 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.546,RCNN_SmoothL1=0.286,RCNN_Mask=0.369,RPNAcc=0.950,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.273,MaskAcc=0.835,MaskFGAcc=0.556 [Epoch 0][Batch 12399], Speed: 9.896 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.286,RCNN_Mask=0.368,RPNAcc=0.950,RPNL1Loss=0.427,RCNNAcc=0.847,RCNNL1Loss=1.271,MaskAcc=0.835,MaskFGAcc=0.556 [Epoch 0][Batch 12499], Speed: 9.912 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.285,RCNN_Mask=0.368,RPNAcc=0.950,RPNL1Loss=0.427,RCNNAcc=0.847,RCNNL1Loss=1.269,MaskAcc=0.835,MaskFGAcc=0.556 [Epoch 0][Batch 12599], Speed: 10.236 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.285,RCNN_Mask=0.368,RPNAcc=0.950,RPNL1Loss=0.427,RCNNAcc=0.847,RCNNL1Loss=1.267,MaskAcc=0.835,MaskFGAcc=0.556 [Epoch 0][Batch 12699], Speed: 9.976 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.284,RCNN_Mask=0.367,RPNAcc=0.950,RPNL1Loss=0.426,RCNNAcc=0.847,RCNNL1Loss=1.265,MaskAcc=0.835,MaskFGAcc=0.556 [Epoch 0][Batch 12799], Speed: 10.155 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.284,RCNN_Mask=0.367,RPNAcc=0.950,RPNL1Loss=0.426,RCNNAcc=0.848,RCNNL1Loss=1.263,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 12899], Speed: 10.350 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.284,RCNN_Mask=0.367,RPNAcc=0.950,RPNL1Loss=0.426,RCNNAcc=0.848,RCNNL1Loss=1.262,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 12999], Speed: 10.063 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.283,RCNN_Mask=0.366,RPNAcc=0.950,RPNL1Loss=0.425,RCNNAcc=0.848,RCNNL1Loss=1.260,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 13099], Speed: 10.039 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.283,RCNN_Mask=0.366,RPNAcc=0.950,RPNL1Loss=0.425,RCNNAcc=0.848,RCNNL1Loss=1.258,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 13199], Speed: 10.102 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.282,RCNN_Mask=0.366,RPNAcc=0.950,RPNL1Loss=0.425,RCNNAcc=0.848,RCNNL1Loss=1.256,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 13299], Speed: 9.785 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.282,RCNN_Mask=0.366,RPNAcc=0.950,RPNL1Loss=0.425,RCNNAcc=0.848,RCNNL1Loss=1.254,MaskAcc=0.836,MaskFGAcc=0.555 [Epoch 0][Batch 13399], Speed: 9.981 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.282,RCNN_Mask=0.365,RPNAcc=0.950,RPNL1Loss=0.424,RCNNAcc=0.848,RCNNL1Loss=1.253,MaskAcc=0.837,MaskFGAcc=0.555 [Epoch 0][Batch 13499], Speed: 10.390 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.281,RCNN_Mask=0.365,RPNAcc=0.951,RPNL1Loss=0.424,RCNNAcc=0.849,RCNNL1Loss=1.251,MaskAcc=0.837,MaskFGAcc=0.555 [Epoch 0][Batch 13599], Speed: 10.032 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.281,RCNN_Mask=0.365,RPNAcc=0.951,RPNL1Loss=0.424,RCNNAcc=0.849,RCNNL1Loss=1.249,MaskAcc=0.837,MaskFGAcc=0.555 [Epoch 0][Batch 13699], Speed: 10.143 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.109,RCNN_CrossEntropy=0.535,RCNN_SmoothL1=0.281,RCNN_Mask=0.364,RPNAcc=0.951,RPNL1Loss=0.423,RCNNAcc=0.849,RCNNL1Loss=1.247,MaskAcc=0.837,MaskFGAcc=0.555 [Epoch 0][Batch 13799], Speed: 10.115 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.280,RCNN_Mask=0.364,RPNAcc=0.951,RPNL1Loss=0.423,RCNNAcc=0.849,RCNNL1Loss=1.246,MaskAcc=0.837,MaskFGAcc=0.555 [Epoch 0][Batch 13899], Speed: 10.083 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.280,RCNN_Mask=0.364,RPNAcc=0.951,RPNL1Loss=0.423,RCNNAcc=0.849,RCNNL1Loss=1.244,MaskAcc=0.838,MaskFGAcc=0.555 [Epoch 0][Batch 13999], Speed: 9.998 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.533,RCNN_SmoothL1=0.280,RCNN_Mask=0.363,RPNAcc=0.951,RPNL1Loss=0.423,RCNNAcc=0.849,RCNNL1Loss=1.242,MaskAcc=0.838,MaskFGAcc=0.555 [Epoch 0][Batch 14099], Speed: 10.201 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.279,RCNN_Mask=0.363,RPNAcc=0.951,RPNL1Loss=0.423,RCNNAcc=0.849,RCNNL1Loss=1.241,MaskAcc=0.838,MaskFGAcc=0.555 [Epoch 0][Batch 14199], Speed: 10.122 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.279,RCNN_Mask=0.363,RPNAcc=0.951,RPNL1Loss=0.422,RCNNAcc=0.849,RCNNL1Loss=1.239,MaskAcc=0.838,MaskFGAcc=0.555 [Epoch 0][Batch 14299], Speed: 10.142 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.279,RCNN_Mask=0.362,RPNAcc=0.951,RPNL1Loss=0.422,RCNNAcc=0.850,RCNNL1Loss=1.238,MaskAcc=0.838,MaskFGAcc=0.554 [Epoch 0][Batch 14399], Speed: 10.007 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.278,RCNN_Mask=0.362,RPNAcc=0.951,RPNL1Loss=0.422,RCNNAcc=0.850,RCNNL1Loss=1.236,MaskAcc=0.838,MaskFGAcc=0.554 [Epoch 0][Batch 14499], Speed: 9.933 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.278,RCNN_Mask=0.362,RPNAcc=0.951,RPNL1Loss=0.422,RCNNAcc=0.850,RCNNL1Loss=1.235,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 0][Batch 14599], Speed: 10.189 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.529,RCNN_SmoothL1=0.278,RCNN_Mask=0.362,RPNAcc=0.951,RPNL1Loss=0.421,RCNNAcc=0.850,RCNNL1Loss=1.233,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 0] Training cost: 11737.821, RPN_Conf=0.125,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.529,RCNN_SmoothL1=0.277,RCNN_Mask=0.361 [Epoch 0] Saving parameters to mask_rcnn_resnet101_v1d_coco_0000_0.0000.params [Epoch 1][Batch 99], Speed: 7.422 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.226,RCNN_Mask=0.316,RPNAcc=0.951,RPNL1Loss=0.421,RCNNAcc=0.850,RCNNL1Loss=1.230,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 1][Batch 199], Speed: 9.831 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.225,RCNN_Mask=0.314,RPNAcc=0.951,RPNL1Loss=0.421,RCNNAcc=0.850,RCNNL1Loss=1.228,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 1][Batch 299], Speed: 9.824 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.227,RCNN_Mask=0.317,RPNAcc=0.951,RPNL1Loss=0.421,RCNNAcc=0.850,RCNNL1Loss=1.227,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 1][Batch 399], Speed: 9.594 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.951,RPNL1Loss=0.420,RCNNAcc=0.850,RCNNL1Loss=1.225,MaskAcc=0.839,MaskFGAcc=0.554 [Epoch 1][Batch 499], Speed: 9.765 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.420,RCNNAcc=0.851,RCNNL1Loss=1.223,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 599], Speed: 9.880 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.420,RCNNAcc=0.851,RCNNL1Loss=1.222,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 699], Speed: 9.872 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.225,RCNN_Mask=0.317,RPNAcc=0.952,RPNL1Loss=0.419,RCNNAcc=0.851,RCNNL1Loss=1.220,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 799], Speed: 9.840 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.226,RCNN_Mask=0.318,RPNAcc=0.952,RPNL1Loss=0.419,RCNNAcc=0.851,RCNNL1Loss=1.219,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 899], Speed: 9.813 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.226,RCNN_Mask=0.318,RPNAcc=0.952,RPNL1Loss=0.419,RCNNAcc=0.851,RCNNL1Loss=1.217,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 999], Speed: 9.859 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.225,RCNN_Mask=0.317,RPNAcc=0.952,RPNL1Loss=0.419,RCNNAcc=0.851,RCNNL1Loss=1.216,MaskAcc=0.840,MaskFGAcc=0.554 [Epoch 1][Batch 1099], Speed: 9.754 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.225,RCNN_Mask=0.317,RPNAcc=0.952,RPNL1Loss=0.418,RCNNAcc=0.851,RCNNL1Loss=1.214,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1199], Speed: 9.844 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.418,RCNNAcc=0.851,RCNNL1Loss=1.213,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1299], Speed: 9.846 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.418,RCNNAcc=0.852,RCNNL1Loss=1.211,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1399], Speed: 9.704 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.418,RCNNAcc=0.852,RCNNL1Loss=1.210,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1499], Speed: 9.710 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.417,RCNNAcc=0.852,RCNNL1Loss=1.208,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1599], Speed: 9.967 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.417,RCNNAcc=0.852,RCNNL1Loss=1.206,MaskAcc=0.841,MaskFGAcc=0.553 [Epoch 1][Batch 1699], Speed: 9.932 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.417,RCNNAcc=0.852,RCNNL1Loss=1.205,MaskAcc=0.842,MaskFGAcc=0.553 [Epoch 1][Batch 1799], Speed: 9.948 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.422,RCNN_SmoothL1=0.225,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.417,RCNNAcc=0.852,RCNNL1Loss=1.204,MaskAcc=0.842,MaskFGAcc=0.553 [Epoch 1][Batch 1899], Speed: 9.998 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.421,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.417,RCNNAcc=0.852,RCNNL1Loss=1.202,MaskAcc=0.842,MaskFGAcc=0.553 [Epoch 1][Batch 1999], Speed: 9.909 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.416,RCNNAcc=0.852,RCNNL1Loss=1.201,MaskAcc=0.842,MaskFGAcc=0.553 [Epoch 1][Batch 2099], Speed: 10.071 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.420,RCNN_SmoothL1=0.224,RCNN_Mask=0.316,RPNAcc=0.952,RPNL1Loss=0.416,RCNNAcc=0.852,RCNNL1Loss=1.199,MaskAcc=0.842,MaskFGAcc=0.553 [Epoch 1][Batch 2199], Speed: 10.124 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.224,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.416,RCNNAcc=0.853,RCNNL1Loss=1.198,MaskAcc=0.842,MaskFGAcc=0.552 [Epoch 1][Batch 2299], Speed: 10.105 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.419,RCNN_SmoothL1=0.223,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.416,RCNNAcc=0.853,RCNNL1Loss=1.196,MaskAcc=0.842,MaskFGAcc=0.552 [Epoch 1][Batch 2399], Speed: 9.757 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.223,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.415,RCNNAcc=0.853,RCNNL1Loss=1.195,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2499], Speed: 10.076 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.223,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.415,RCNNAcc=0.853,RCNNL1Loss=1.193,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2599], Speed: 10.114 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.223,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.415,RCNNAcc=0.853,RCNNL1Loss=1.192,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2699], Speed: 10.019 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.222,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.415,RCNNAcc=0.853,RCNNL1Loss=1.190,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2799], Speed: 9.753 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.418,RCNN_SmoothL1=0.222,RCNN_Mask=0.315,RPNAcc=0.953,RPNL1Loss=0.415,RCNNAcc=0.853,RCNNL1Loss=1.189,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2899], Speed: 10.028 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.414,RCNNAcc=0.853,RCNNL1Loss=1.187,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 2999], Speed: 9.979 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.414,RCNNAcc=0.853,RCNNL1Loss=1.186,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 3099], Speed: 10.025 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.414,RCNNAcc=0.854,RCNNL1Loss=1.185,MaskAcc=0.843,MaskFGAcc=0.552 [Epoch 1][Batch 3199], Speed: 10.207 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.414,RCNNAcc=0.854,RCNNL1Loss=1.183,MaskAcc=0.844,MaskFGAcc=0.552 [Epoch 1][Batch 3299], Speed: 9.865 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.417,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.413,RCNNAcc=0.854,RCNNL1Loss=1.182,MaskAcc=0.844,MaskFGAcc=0.552 [Epoch 1][Batch 3399], Speed: 10.149 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.413,RCNNAcc=0.854,RCNNL1Loss=1.181,MaskAcc=0.844,MaskFGAcc=0.552 [Epoch 1][Batch 3499], Speed: 9.897 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.413,RCNNAcc=0.854,RCNNL1Loss=1.180,MaskAcc=0.844,MaskFGAcc=0.552 [Epoch 1][Batch 3599], Speed: 9.831 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.222,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.413,RCNNAcc=0.854,RCNNL1Loss=1.179,MaskAcc=0.844,MaskFGAcc=0.552 [Epoch 1][Batch 3699], Speed: 9.979 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.413,RCNNAcc=0.854,RCNNL1Loss=1.177,MaskAcc=0.844,MaskFGAcc=0.551 [Epoch 1][Batch 3799], Speed: 9.880 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.412,RCNNAcc=0.854,RCNNL1Loss=1.176,MaskAcc=0.844,MaskFGAcc=0.551 [Epoch 1][Batch 3899], Speed: 10.183 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.412,RCNNAcc=0.854,RCNNL1Loss=1.175,MaskAcc=0.844,MaskFGAcc=0.551 [Epoch 1][Batch 3999], Speed: 10.212 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.416,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.953,RPNL1Loss=0.412,RCNNAcc=0.854,RCNNL1Loss=1.174,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4099], Speed: 10.074 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.954,RPNL1Loss=0.412,RCNNAcc=0.855,RCNNL1Loss=1.172,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4199], Speed: 9.916 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.221,RCNN_Mask=0.314,RPNAcc=0.954,RPNL1Loss=0.412,RCNNAcc=0.855,RCNNL1Loss=1.171,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4299], Speed: 10.018 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.412,RCNNAcc=0.855,RCNNL1Loss=1.170,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4399], Speed: 9.992 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.411,RCNNAcc=0.855,RCNNL1Loss=1.169,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4499], Speed: 10.144 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.415,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.411,RCNNAcc=0.855,RCNNL1Loss=1.168,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4599], Speed: 9.949 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.411,RCNNAcc=0.855,RCNNL1Loss=1.166,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4699], Speed: 9.989 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.411,RCNNAcc=0.855,RCNNL1Loss=1.165,MaskAcc=0.845,MaskFGAcc=0.551 [Epoch 1][Batch 4799], Speed: 10.005 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.855,RCNNL1Loss=1.164,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 4899], Speed: 10.127 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.221,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.855,RCNNL1Loss=1.163,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 4999], Speed: 10.115 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.855,RCNNL1Loss=1.162,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5099], Speed: 9.901 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.313,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.856,RCNNL1Loss=1.160,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5199], Speed: 10.013 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.856,RCNNL1Loss=1.159,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5299], Speed: 9.964 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.410,RCNNAcc=0.856,RCNNL1Loss=1.158,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5399], Speed: 10.119 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.157,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5499], Speed: 9.979 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.156,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5599], Speed: 9.851 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.155,MaskAcc=0.846,MaskFGAcc=0.550 [Epoch 1][Batch 5699], Speed: 10.066 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.154,MaskAcc=0.847,MaskFGAcc=0.550 [Epoch 1][Batch 5799], Speed: 10.096 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.153,MaskAcc=0.847,MaskFGAcc=0.550 [Epoch 1][Batch 5899], Speed: 10.191 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.409,RCNNAcc=0.856,RCNNL1Loss=1.152,MaskAcc=0.847,MaskFGAcc=0.550 [Epoch 1][Batch 5999], Speed: 10.341 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.414,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.408,RCNNAcc=0.856,RCNNL1Loss=1.151,MaskAcc=0.847,MaskFGAcc=0.550 [Epoch 1][Batch 6099], Speed: 9.924 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.408,RCNNAcc=0.856,RCNNL1Loss=1.150,MaskAcc=0.847,MaskFGAcc=0.550 [Epoch 1][Batch 6199], Speed: 10.056 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.408,RCNNAcc=0.856,RCNNL1Loss=1.149,MaskAcc=0.847,MaskFGAcc=0.549 [Epoch 1][Batch 6299], Speed: 10.018 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.220,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.408,RCNNAcc=0.856,RCNNL1Loss=1.148,MaskAcc=0.847,MaskFGAcc=0.549 [Epoch 1][Batch 6399], Speed: 10.104 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.954,RPNL1Loss=0.408,RCNNAcc=0.857,RCNNL1Loss=1.147,MaskAcc=0.847,MaskFGAcc=0.549 [Epoch 1][Batch 6499], Speed: 9.985 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.408,RCNNAcc=0.857,RCNNL1Loss=1.146,MaskAcc=0.847,MaskFGAcc=0.549 [Epoch 1][Batch 6599], Speed: 9.971 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.145,MaskAcc=0.847,MaskFGAcc=0.549 [Epoch 1][Batch 6699], Speed: 10.105 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.144,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 6799], Speed: 10.092 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.143,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 6899], Speed: 10.080 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.413,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.142,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 6999], Speed: 10.195 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.312,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.141,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7099], Speed: 9.994 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.407,RCNNAcc=0.857,RCNNL1Loss=1.140,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7199], Speed: 9.927 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.857,RCNNL1Loss=1.139,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7299], Speed: 10.055 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.857,RCNNL1Loss=1.138,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7399], Speed: 9.997 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.857,RCNNL1Loss=1.137,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7499], Speed: 10.018 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.857,RCNNL1Loss=1.136,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7599], Speed: 9.890 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.858,RCNNL1Loss=1.135,MaskAcc=0.848,MaskFGAcc=0.549 [Epoch 1][Batch 7699], Speed: 10.205 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.406,RCNNAcc=0.858,RCNNL1Loss=1.134,MaskAcc=0.849,MaskFGAcc=0.549 [Epoch 1][Batch 7799], Speed: 10.088 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.133,MaskAcc=0.849,MaskFGAcc=0.549 [Epoch 1][Batch 7899], Speed: 10.020 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.132,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 7999], Speed: 10.013 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.131,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8099], Speed: 9.907 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.131,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8199], Speed: 9.937 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.130,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8299], Speed: 10.024 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.129,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8399], Speed: 10.105 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.219,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.405,RCNNAcc=0.858,RCNNL1Loss=1.128,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8499], Speed: 10.043 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.218,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.127,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8599], Speed: 10.046 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.218,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.126,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8699], Speed: 10.052 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.218,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.125,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8799], Speed: 10.078 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.411,RCNN_SmoothL1=0.218,RCNN_Mask=0.311,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.124,MaskAcc=0.849,MaskFGAcc=0.548 [Epoch 1][Batch 8899], Speed: 10.225 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.123,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 8999], Speed: 10.184 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.858,RCNNL1Loss=1.123,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9099], Speed: 10.072 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.859,RCNNL1Loss=1.122,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9199], Speed: 9.928 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.404,RCNNAcc=0.859,RCNNL1Loss=1.121,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9299], Speed: 10.068 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.120,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9399], Speed: 9.778 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.955,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.119,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9499], Speed: 9.979 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.118,MaskAcc=0.850,MaskFGAcc=0.548 [Epoch 1][Batch 9599], Speed: 9.979 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.118,MaskAcc=0.850,MaskFGAcc=0.547 [Epoch 1][Batch 9699], Speed: 9.929 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.117,MaskAcc=0.850,MaskFGAcc=0.547 [Epoch 1][Batch 9799], Speed: 10.299 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.116,MaskAcc=0.850,MaskFGAcc=0.547 [Epoch 1][Batch 9899], Speed: 10.044 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.403,RCNNAcc=0.859,RCNNL1Loss=1.115,MaskAcc=0.850,MaskFGAcc=0.547 [Epoch 1][Batch 9999], Speed: 9.804 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.114,MaskAcc=0.850,MaskFGAcc=0.547 [Epoch 1][Batch 10099], Speed: 10.026 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.410,RCNN_SmoothL1=0.218,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.114,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10199], Speed: 10.031 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.113,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10299], Speed: 9.853 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.112,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10399], Speed: 9.703 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.111,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10499], Speed: 9.954 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.859,RCNNL1Loss=1.110,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10599], Speed: 10.077 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.402,RCNNAcc=0.860,RCNNL1Loss=1.109,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10699], Speed: 10.122 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.109,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10799], Speed: 9.783 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.108,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10899], Speed: 10.242 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.107,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 10999], Speed: 9.814 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.409,RCNN_SmoothL1=0.217,RCNN_Mask=0.310,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.106,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 11099], Speed: 10.083 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.217,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.105,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 11199], Speed: 9.898 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.217,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.105,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 11299], Speed: 9.950 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.217,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.401,RCNNAcc=0.860,RCNNL1Loss=1.104,MaskAcc=0.851,MaskFGAcc=0.547 [Epoch 1][Batch 11399], Speed: 9.992 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.103,MaskAcc=0.852,MaskFGAcc=0.547 [Epoch 1][Batch 11499], Speed: 9.986 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.102,MaskAcc=0.852,MaskFGAcc=0.547 [Epoch 1][Batch 11599], Speed: 10.156 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.101,MaskAcc=0.852,MaskFGAcc=0.547 [Epoch 1][Batch 11699], Speed: 10.000 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.101,MaskAcc=0.852,MaskFGAcc=0.547 [Epoch 1][Batch 11799], Speed: 9.969 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.100,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 11899], Speed: 10.193 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.099,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 11999], Speed: 10.124 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.408,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.099,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12099], Speed: 10.201 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.400,RCNNAcc=0.860,RCNNL1Loss=1.098,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12199], Speed: 10.031 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.860,RCNNL1Loss=1.097,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12299], Speed: 10.137 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.096,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12399], Speed: 10.041 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.096,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12499], Speed: 9.823 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.095,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12599], Speed: 10.000 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.094,MaskAcc=0.852,MaskFGAcc=0.546 [Epoch 1][Batch 12699], Speed: 9.962 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.093,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 12799], Speed: 10.009 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.093,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 12899], Speed: 10.046 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.407,RCNN_SmoothL1=0.216,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.092,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 12999], Speed: 10.048 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.309,RPNAcc=0.956,RPNL1Loss=0.399,RCNNAcc=0.861,RCNNL1Loss=1.091,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13099], Speed: 10.009 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.309,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.091,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13199], Speed: 10.367 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.309,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.090,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13299], Speed: 9.959 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.089,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13399], Speed: 10.225 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.088,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13499], Speed: 9.869 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.088,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13599], Speed: 9.959 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.087,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13699], Speed: 9.997 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.086,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13799], Speed: 9.912 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.086,MaskAcc=0.853,MaskFGAcc=0.546 [Epoch 1][Batch 13899], Speed: 9.852 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.398,RCNNAcc=0.861,RCNNL1Loss=1.085,MaskAcc=0.853,MaskFGAcc=0.545 [Epoch 1][Batch 13999], Speed: 10.294 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.861,RCNNL1Loss=1.084,MaskAcc=0.853,MaskFGAcc=0.545 [Epoch 1][Batch 14099], Speed: 9.967 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.406,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.861,RCNNL1Loss=1.084,MaskAcc=0.853,MaskFGAcc=0.545 [Epoch 1][Batch 14199], Speed: 10.012 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.083,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 1][Batch 14299], Speed: 9.945 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.082,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 1][Batch 14399], Speed: 9.977 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.082,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 1][Batch 14499], Speed: 10.052 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.215,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.081,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 1][Batch 14599], Speed: 10.148 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.214,RCNN_Mask=0.308,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.080,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 1] Training cost: 11756.004, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.405,RCNN_SmoothL1=0.214,RCNN_Mask=0.308 [Epoch 1] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.247 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.254 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.125 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.279 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.347 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.246 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.409 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.223 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.569 ~~~~ Mean AP for bbox ~~~~ =24.7 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.227 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.098 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.257 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.231 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.357 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.177 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.550 ~~~~ Mean AP for segm ~~~~ =22.7 [Epoch 1] mAP 22.7 higher than current best [0] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 1] Saving parameters to mask_rcnn_resnet101_v1d_coco_0001_22.7000.params [Epoch 2][Batch 99], Speed: 6.036 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.209,RCNN_Mask=0.303,RPNAcc=0.957,RPNL1Loss=0.397,RCNNAcc=0.862,RCNNL1Loss=1.080,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 199], Speed: 9.892 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.201,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.079,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 299], Speed: 10.210 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.294,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.078,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 399], Speed: 10.095 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.200,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.077,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 499], Speed: 10.269 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.200,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.077,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 599], Speed: 10.333 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.201,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.076,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 699], Speed: 10.294 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.201,RCNN_Mask=0.297,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.075,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 799], Speed: 10.394 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.200,RCNN_Mask=0.297,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.074,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 899], Speed: 10.163 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.074,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 999], Speed: 10.271 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.297,RPNAcc=0.957,RPNL1Loss=0.396,RCNNAcc=0.862,RCNNL1Loss=1.073,MaskAcc=0.854,MaskFGAcc=0.545 [Epoch 2][Batch 1099], Speed: 10.318 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.297,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.862,RCNNL1Loss=1.072,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1199], Speed: 10.366 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.862,RCNNL1Loss=1.072,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1299], Speed: 10.431 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.862,RCNNL1Loss=1.071,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1399], Speed: 10.294 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.070,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1499], Speed: 10.472 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.069,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1599], Speed: 10.376 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.069,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1699], Speed: 10.329 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.068,MaskAcc=0.855,MaskFGAcc=0.545 [Epoch 2][Batch 1799], Speed: 10.223 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.067,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 1899], Speed: 10.178 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.395,RCNNAcc=0.863,RCNNL1Loss=1.067,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 1999], Speed: 10.394 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.066,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2099], Speed: 10.308 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.066,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2199], Speed: 10.301 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.065,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2299], Speed: 10.478 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.957,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.064,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2399], Speed: 10.245 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.957,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.064,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2499], Speed: 10.361 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.063,MaskAcc=0.855,MaskFGAcc=0.544 [Epoch 2][Batch 2599], Speed: 10.386 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.062,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 2699], Speed: 10.221 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.062,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 2799], Speed: 10.356 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.200,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.394,RCNNAcc=0.863,RCNNL1Loss=1.061,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 2899], Speed: 10.126 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.200,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.863,RCNNL1Loss=1.061,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 2999], Speed: 10.160 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.863,RCNNL1Loss=1.060,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3099], Speed: 10.362 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.059,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3199], Speed: 10.383 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.059,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3299], Speed: 10.227 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.058,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3399], Speed: 10.364 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.057,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3499], Speed: 10.457 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.057,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3599], Speed: 10.478 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.056,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3699], Speed: 10.087 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.055,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3799], Speed: 10.501 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.393,RCNNAcc=0.864,RCNNL1Loss=1.055,MaskAcc=0.856,MaskFGAcc=0.544 [Epoch 2][Batch 3899], Speed: 10.192 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.054,MaskAcc=0.856,MaskFGAcc=0.543 [Epoch 2][Batch 3999], Speed: 10.289 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.054,MaskAcc=0.856,MaskFGAcc=0.543 [Epoch 2][Batch 4099], Speed: 10.396 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.053,MaskAcc=0.856,MaskFGAcc=0.543 [Epoch 2][Batch 4199], Speed: 10.337 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.053,MaskAcc=0.856,MaskFGAcc=0.543 [Epoch 2][Batch 4299], Speed: 10.356 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.052,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4399], Speed: 10.282 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.051,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4499], Speed: 10.251 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.051,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4599], Speed: 10.239 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.050,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4699], Speed: 10.263 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.050,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4799], Speed: 10.103 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.392,RCNNAcc=0.864,RCNNL1Loss=1.049,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4899], Speed: 10.301 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.864,RCNNL1Loss=1.049,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 4999], Speed: 10.338 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.864,RCNNL1Loss=1.048,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5099], Speed: 10.255 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.199,RCNN_Mask=0.296,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.048,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5199], Speed: 10.334 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.047,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5299], Speed: 10.201 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.046,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5399], Speed: 10.338 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.046,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5499], Speed: 10.368 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.045,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5599], Speed: 10.608 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.045,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5699], Speed: 10.346 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.044,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5799], Speed: 10.183 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.043,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5899], Speed: 10.264 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.391,RCNNAcc=0.865,RCNNL1Loss=1.043,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 5999], Speed: 10.227 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.042,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 6099], Speed: 10.282 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.042,MaskAcc=0.857,MaskFGAcc=0.543 [Epoch 2][Batch 6199], Speed: 10.594 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.041,MaskAcc=0.858,MaskFGAcc=0.543 [Epoch 2][Batch 6299], Speed: 10.464 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.041,MaskAcc=0.858,MaskFGAcc=0.543 [Epoch 2][Batch 6399], Speed: 10.171 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.199,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.040,MaskAcc=0.858,MaskFGAcc=0.543 [Epoch 2][Batch 6499], Speed: 10.563 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.040,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 6599], Speed: 10.312 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.039,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 6699], Speed: 10.508 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.039,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 6799], Speed: 10.164 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.038,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 6899], Speed: 10.387 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.390,RCNNAcc=0.865,RCNNL1Loss=1.038,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 6999], Speed: 10.417 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.389,RCNNAcc=0.865,RCNNL1Loss=1.037,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7099], Speed: 10.261 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.958,RPNL1Loss=0.389,RCNNAcc=0.865,RCNNL1Loss=1.037,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7199], Speed: 10.345 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.036,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7299], Speed: 10.284 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.035,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7399], Speed: 10.304 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.035,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7499], Speed: 10.429 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7599], Speed: 10.067 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7699], Speed: 10.348 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.033,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7799], Speed: 10.320 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.033,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7899], Speed: 10.251 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.032,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 7999], Speed: 10.226 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.389,RCNNAcc=0.866,RCNNL1Loss=1.032,MaskAcc=0.858,MaskFGAcc=0.542 [Epoch 2][Batch 8099], Speed: 10.237 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.031,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8199], Speed: 10.318 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.031,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8299], Speed: 10.138 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.295,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.030,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8399], Speed: 10.138 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.030,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8499], Speed: 10.413 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.029,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8599], Speed: 10.339 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.029,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8699], Speed: 10.261 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.028,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8799], Speed: 10.238 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.028,MaskAcc=0.859,MaskFGAcc=0.542 [Epoch 2][Batch 8899], Speed: 10.077 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.028,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 8999], Speed: 10.078 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.027,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9099], Speed: 10.037 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.027,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9199], Speed: 10.203 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.388,RCNNAcc=0.866,RCNNL1Loss=1.026,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9299], Speed: 10.160 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.866,RCNNL1Loss=1.026,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9399], Speed: 10.060 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.866,RCNNL1Loss=1.025,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9499], Speed: 10.215 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.866,RCNNL1Loss=1.025,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9599], Speed: 10.152 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.866,RCNNL1Loss=1.024,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9699], Speed: 10.117 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.024,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9799], Speed: 10.361 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.023,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9899], Speed: 10.182 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.023,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 9999], Speed: 10.204 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 10099], Speed: 10.279 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 10199], Speed: 10.418 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.859,MaskFGAcc=0.541 [Epoch 2][Batch 10299], Speed: 10.294 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.021,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10399], Speed: 10.325 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.387,RCNNAcc=0.867,RCNNL1Loss=1.021,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10499], Speed: 10.336 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.020,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10599], Speed: 10.305 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.020,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10699], Speed: 10.530 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.019,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10799], Speed: 10.346 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.019,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10899], Speed: 10.183 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.018,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 10999], Speed: 10.189 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.018,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11099], Speed: 10.499 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.017,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11199], Speed: 10.233 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.017,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11299], Speed: 10.309 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.017,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11399], Speed: 10.261 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.016,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11499], Speed: 10.461 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.386,RCNNAcc=0.867,RCNNL1Loss=1.016,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11599], Speed: 10.220 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.015,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11699], Speed: 10.491 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.015,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11799], Speed: 10.163 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.014,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11899], Speed: 10.581 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.014,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 11999], Speed: 10.246 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.014,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12099], Speed: 10.310 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.013,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12199], Speed: 10.317 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.013,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12299], Speed: 10.260 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.867,RCNNL1Loss=1.012,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12399], Speed: 10.237 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.868,RCNNL1Loss=1.012,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12499], Speed: 10.268 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.868,RCNNL1Loss=1.011,MaskAcc=0.860,MaskFGAcc=0.541 [Epoch 2][Batch 12599], Speed: 10.317 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.868,RCNNL1Loss=1.011,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 12699], Speed: 10.347 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.385,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 12799], Speed: 10.364 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 12899], Speed: 10.161 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.959,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 12999], Speed: 10.292 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.294,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13099], Speed: 10.295 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13199], Speed: 10.271 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13299], Speed: 10.140 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13399], Speed: 10.205 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13499], Speed: 10.378 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13599], Speed: 10.275 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13699], Speed: 10.438 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13799], Speed: 10.224 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13899], Speed: 10.240 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.005,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 13999], Speed: 10.423 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.005,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14099], Speed: 10.165 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.384,RCNNAcc=0.868,RCNNL1Loss=1.005,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14199], Speed: 10.060 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.004,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14299], Speed: 10.367 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.004,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14399], Speed: 10.380 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.196,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.003,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14499], Speed: 10.377 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.196,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.003,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2][Batch 14599], Speed: 10.311 samples/sec, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.196,RCNN_Mask=0.293,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.003,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 2] Training cost: 11450.669, RPN_Conf=0.091,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.196,RCNN_Mask=0.293 [Epoch 2] Saving parameters to mask_rcnn_resnet101_v1d_coco_0002_0.0000.params [Epoch 3][Batch 99], Speed: 6.181 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.189,RCNN_Mask=0.288,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.002,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 3][Batch 199], Speed: 9.758 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.187,RCNN_Mask=0.287,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.001,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 3][Batch 299], Speed: 9.731 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.187,RCNN_Mask=0.287,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.001,MaskAcc=0.861,MaskFGAcc=0.540 [Epoch 3][Batch 399], Speed: 9.822 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.187,RCNN_Mask=0.286,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.001,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 499], Speed: 9.825 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.187,RCNN_Mask=0.287,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.868,RCNNL1Loss=1.000,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 599], Speed: 9.948 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.869,RCNNL1Loss=1.000,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 699], Speed: 9.646 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.186,RCNN_Mask=0.286,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 799], Speed: 10.043 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.383,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 899], Speed: 9.687 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.187,RCNN_Mask=0.286,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.998,MaskAcc=0.862,MaskFGAcc=0.540 [Epoch 3][Batch 999], Speed: 9.905 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.998,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1099], Speed: 9.806 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.187,RCNN_Mask=0.286,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1199], Speed: 9.849 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1299], Speed: 9.909 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1399], Speed: 9.900 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1499], Speed: 10.083 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1599], Speed: 10.000 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1699], Speed: 9.900 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1799], Speed: 9.881 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1899], Speed: 9.817 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 1999], Speed: 10.041 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2099], Speed: 9.891 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2199], Speed: 9.937 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.382,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2299], Speed: 10.040 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.992,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2399], Speed: 10.079 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.992,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2499], Speed: 9.857 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.992,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2599], Speed: 10.029 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.991,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2699], Speed: 9.820 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.991,MaskAcc=0.862,MaskFGAcc=0.539 [Epoch 3][Batch 2799], Speed: 9.823 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.990,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 2899], Speed: 10.245 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.990,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 2999], Speed: 9.974 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.990,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3099], Speed: 10.002 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.989,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3199], Speed: 10.172 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.869,RCNNL1Loss=0.989,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3299], Speed: 10.013 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3399], Speed: 9.945 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3499], Speed: 10.141 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.381,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3599], Speed: 10.100 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3699], Speed: 10.029 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3799], Speed: 9.964 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3899], Speed: 10.153 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 3999], Speed: 9.799 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.863,MaskFGAcc=0.539 [Epoch 3][Batch 4099], Speed: 9.967 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4199], Speed: 10.005 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4299], Speed: 9.976 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4399], Speed: 10.022 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4499], Speed: 9.954 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4599], Speed: 10.084 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.960,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4699], Speed: 10.033 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4799], Speed: 10.060 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4899], Speed: 9.812 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 4999], Speed: 9.965 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.380,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 5099], Speed: 9.934 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 5199], Speed: 9.918 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 5299], Speed: 10.013 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 5399], Speed: 10.075 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.863,MaskFGAcc=0.538 [Epoch 3][Batch 5499], Speed: 10.018 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 5599], Speed: 10.018 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 5699], Speed: 9.997 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.979,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 5799], Speed: 10.191 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.979,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 5899], Speed: 9.846 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.979,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 5999], Speed: 9.948 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.978,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6099], Speed: 10.024 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.870,RCNNL1Loss=0.978,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6199], Speed: 10.013 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6299], Speed: 10.036 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6399], Speed: 10.003 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6499], Speed: 10.066 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.961,RPNL1Loss=0.379,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6599], Speed: 9.923 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6699], Speed: 9.951 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6799], Speed: 9.804 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6899], Speed: 10.051 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 6999], Speed: 10.000 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.864,MaskFGAcc=0.538 [Epoch 3][Batch 7099], Speed: 10.021 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7199], Speed: 9.970 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7299], Speed: 9.815 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7399], Speed: 10.172 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7499], Speed: 10.036 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7599], Speed: 9.911 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7699], Speed: 10.369 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7799], Speed: 10.049 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7899], Speed: 9.942 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 7999], Speed: 9.866 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8099], Speed: 9.964 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.378,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8199], Speed: 10.024 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8299], Speed: 10.000 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8399], Speed: 9.919 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8499], Speed: 9.985 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.864,MaskFGAcc=0.537 [Epoch 3][Batch 8599], Speed: 9.935 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 8699], Speed: 9.960 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 8799], Speed: 10.008 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 8899], Speed: 10.152 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 8999], Speed: 9.937 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9099], Speed: 10.011 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9199], Speed: 9.970 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9299], Speed: 10.069 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9399], Speed: 10.192 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9499], Speed: 9.992 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9599], Speed: 10.008 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9699], Speed: 10.013 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.377,RCNNAcc=0.871,RCNNL1Loss=0.966,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9799], Speed: 10.042 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9899], Speed: 9.898 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.187,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 9999], Speed: 9.894 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10099], Speed: 9.941 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10199], Speed: 9.876 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10299], Speed: 9.879 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10399], Speed: 9.938 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10499], Speed: 9.850 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10599], Speed: 9.774 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10699], Speed: 9.877 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10799], Speed: 9.811 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10899], Speed: 9.965 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 10999], Speed: 9.836 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 11099], Speed: 10.110 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 11199], Speed: 9.905 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 11299], Speed: 10.164 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.376,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.865,MaskFGAcc=0.537 [Epoch 3][Batch 11399], Speed: 10.025 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11499], Speed: 9.853 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11599], Speed: 9.549 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11699], Speed: 9.875 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11799], Speed: 9.788 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11899], Speed: 10.026 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.865,MaskFGAcc=0.536 [Epoch 3][Batch 11999], Speed: 9.941 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12099], Speed: 10.095 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12199], Speed: 10.032 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12299], Speed: 9.830 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12399], Speed: 9.971 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12499], Speed: 10.192 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12599], Speed: 10.015 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12699], Speed: 10.152 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12799], Speed: 10.071 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12899], Speed: 10.068 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 12999], Speed: 9.927 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.961,RPNL1Loss=0.375,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13099], Speed: 10.035 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13199], Speed: 9.964 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13299], Speed: 10.037 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13399], Speed: 9.916 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13499], Speed: 10.182 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13599], Speed: 9.845 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13699], Speed: 9.981 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13799], Speed: 9.962 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.285,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13899], Speed: 9.839 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 13999], Speed: 10.146 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14099], Speed: 9.916 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14199], Speed: 9.940 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14299], Speed: 10.023 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14399], Speed: 9.913 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14499], Speed: 10.032 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3][Batch 14599], Speed: 10.073 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284,RPNAcc=0.962,RPNL1Loss=0.374,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 3] Training cost: 11814.390, RPN_Conf=0.086,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.186,RCNN_Mask=0.284 [Epoch 3] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.284 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.296 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.146 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.268 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.438 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.299 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 ~~~~ Mean AP for bbox ~~~~ =28.4 ~~~~ Summary segm 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 ] = 0.454 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.114 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 ] = 0.373 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.250 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.240 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.583 ~~~~ Mean AP for segm ~~~~ =25.8 [Epoch 3] mAP 25.8 higher than current best [22.7] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 3] Saving parameters to mask_rcnn_resnet101_v1d_coco_0003_25.8000.params [Epoch 4][Batch 99], Speed: 8.174 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.180,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 199], Speed: 10.670 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 299], Speed: 10.654 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 399], Speed: 10.814 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.175,RCNN_Mask=0.275,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 499], Speed: 10.440 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.175,RCNN_Mask=0.275,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 599], Speed: 10.736 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.174,RCNN_Mask=0.274,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 699], Speed: 10.359 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.174,RCNN_Mask=0.275,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.866,MaskFGAcc=0.536 [Epoch 4][Batch 799], Speed: 10.576 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.174,RCNN_Mask=0.275,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 899], Speed: 10.456 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.175,RCNN_Mask=0.276,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 999], Speed: 10.380 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.175,RCNN_Mask=0.276,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 1099], Speed: 10.612 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.176,RCNN_Mask=0.276,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 1199], Speed: 10.603 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.176,RCNN_Mask=0.277,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 1299], Speed: 10.687 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 1399], Speed: 10.832 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.373,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.867,MaskFGAcc=0.536 [Epoch 4][Batch 1499], Speed: 10.686 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 1599], Speed: 10.725 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 1699], Speed: 10.511 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 1799], Speed: 10.563 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.177,RCNN_Mask=0.277,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 1899], Speed: 10.665 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 1999], Speed: 10.545 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2099], Speed: 10.586 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2199], Speed: 10.716 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.177,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2299], Speed: 10.747 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2399], Speed: 10.727 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2499], Speed: 10.661 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.944,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2599], Speed: 10.623 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.943,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2699], Speed: 10.557 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.943,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2799], Speed: 10.540 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.943,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2899], Speed: 10.462 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.943,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 2999], Speed: 10.685 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.942,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3099], Speed: 10.363 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.942,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3199], Speed: 10.539 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.372,RCNNAcc=0.874,RCNNL1Loss=0.942,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3299], Speed: 10.662 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3399], Speed: 10.661 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3499], Speed: 10.717 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3599], Speed: 10.520 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3699], Speed: 10.547 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3799], Speed: 10.716 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3899], Speed: 10.746 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 3999], Speed: 10.392 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4099], Speed: 10.519 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4199], Speed: 10.498 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4299], Speed: 10.566 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4399], Speed: 10.643 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4499], Speed: 10.616 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.867,MaskFGAcc=0.535 [Epoch 4][Batch 4599], Speed: 10.601 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 4699], Speed: 10.626 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 4799], Speed: 10.674 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 4899], Speed: 10.705 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.371,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 4999], Speed: 10.762 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.179,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5099], Speed: 10.590 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5199], Speed: 10.678 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5299], Speed: 10.781 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5399], Speed: 10.581 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5499], Speed: 10.915 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5599], Speed: 10.670 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.279,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5699], Speed: 10.812 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5799], Speed: 10.853 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5899], Speed: 10.875 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 5999], Speed: 10.611 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.868,MaskFGAcc=0.535 [Epoch 4][Batch 6099], Speed: 10.430 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6199], Speed: 10.647 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6299], Speed: 10.810 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6399], Speed: 10.689 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.875,RCNNL1Loss=0.933,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6499], Speed: 10.822 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.179,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.875,RCNNL1Loss=0.933,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6599], Speed: 10.676 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.179,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.875,RCNNL1Loss=0.933,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6699], Speed: 10.721 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.179,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.875,RCNNL1Loss=0.933,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6799], Speed: 10.627 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.370,RCNNAcc=0.875,RCNNL1Loss=0.932,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6899], Speed: 10.457 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.932,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 6999], Speed: 10.672 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.932,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7099], Speed: 10.747 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.931,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7199], Speed: 10.681 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.931,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7299], Speed: 10.873 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.962,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.931,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7399], Speed: 10.628 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.931,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7499], Speed: 10.733 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.930,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7599], Speed: 10.761 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.930,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7699], Speed: 10.595 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.930,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7799], Speed: 10.522 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.930,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7899], Speed: 10.787 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 7999], Speed: 10.647 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8099], Speed: 10.804 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8199], Speed: 10.497 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8299], Speed: 10.483 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8399], Speed: 10.453 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8499], Speed: 10.669 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.868,MaskFGAcc=0.534 [Epoch 4][Batch 8599], Speed: 10.504 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 8699], Speed: 10.592 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.369,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 8799], Speed: 10.514 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 8899], Speed: 10.551 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 8999], Speed: 10.695 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9099], Speed: 10.759 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9199], Speed: 10.647 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9299], Speed: 10.710 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9399], Speed: 10.763 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9499], Speed: 10.665 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9599], Speed: 10.646 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9699], Speed: 10.599 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9799], Speed: 10.749 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9899], Speed: 10.707 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 9999], Speed: 10.406 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 10099], Speed: 10.741 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 10199], Speed: 10.400 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 10299], Speed: 10.633 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 10399], Speed: 10.709 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 10499], Speed: 10.590 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.869,MaskFGAcc=0.534 [Epoch 4][Batch 10599], Speed: 10.675 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.368,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 10699], Speed: 10.699 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 10799], Speed: 10.908 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 10899], Speed: 10.680 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.922,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 10999], Speed: 10.632 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.922,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11099], Speed: 10.807 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.922,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11199], Speed: 10.268 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.922,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11299], Speed: 10.620 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.921,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11399], Speed: 10.646 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.921,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11499], Speed: 10.648 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.921,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11599], Speed: 10.689 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.921,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11699], Speed: 10.864 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.921,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11799], Speed: 10.534 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.920,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11899], Speed: 10.426 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.920,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 11999], Speed: 10.478 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.920,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12099], Speed: 10.692 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.920,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12199], Speed: 10.720 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.920,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12299], Speed: 10.646 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.919,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12399], Speed: 10.446 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.919,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12499], Speed: 10.679 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.367,RCNNAcc=0.876,RCNNL1Loss=0.919,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12599], Speed: 10.566 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.919,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12699], Speed: 10.893 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.919,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12799], Speed: 10.494 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.918,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12899], Speed: 10.664 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.918,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 12999], Speed: 10.611 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.918,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 13099], Speed: 10.718 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.918,MaskAcc=0.869,MaskFGAcc=0.533 [Epoch 4][Batch 13199], Speed: 10.602 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.918,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13299], Speed: 10.479 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13399], Speed: 10.668 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13499], Speed: 10.655 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13599], Speed: 10.614 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13699], Speed: 10.615 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13799], Speed: 10.795 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13899], Speed: 10.684 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 13999], Speed: 10.491 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14099], Speed: 10.604 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14199], Speed: 10.763 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14299], Speed: 10.788 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14399], Speed: 10.752 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14499], Speed: 10.692 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4][Batch 14599], Speed: 10.682 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278,RPNAcc=0.963,RPNL1Loss=0.366,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 4] Training cost: 11045.856, RPN_Conf=0.083,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.178,RCNN_Mask=0.278 [Epoch 4] Saving parameters to mask_rcnn_resnet101_v1d_coco_0004_0.0000.params [Epoch 5][Batch 99], Speed: 6.849 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 199], Speed: 10.205 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 299], Speed: 10.232 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.172,RCNN_Mask=0.275,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 399], Speed: 10.248 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.171,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 499], Speed: 10.111 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.173,RCNN_Mask=0.276,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 599], Speed: 10.294 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 699], Speed: 10.366 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.173,RCNN_Mask=0.275,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 799], Speed: 10.512 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 899], Speed: 10.379 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 999], Speed: 10.044 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1099], Speed: 10.246 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.173,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1199], Speed: 10.269 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.911,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1299], Speed: 10.222 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.171,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.911,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1399], Speed: 9.994 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.911,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1499], Speed: 10.222 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.911,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1599], Speed: 10.377 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.171,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.910,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1699], Speed: 10.382 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.910,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1799], Speed: 10.360 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.365,RCNNAcc=0.877,RCNNL1Loss=0.910,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1899], Speed: 10.036 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.910,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 1999], Speed: 10.194 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.910,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 2099], Speed: 10.150 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.171,RCNN_Mask=0.274,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.909,MaskAcc=0.870,MaskFGAcc=0.533 [Epoch 5][Batch 2199], Speed: 10.369 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.909,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2299], Speed: 10.407 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.171,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.909,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2399], Speed: 10.298 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.909,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2499], Speed: 10.144 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.908,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2599], Speed: 10.226 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.908,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2699], Speed: 10.247 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.908,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2799], Speed: 10.240 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.908,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2899], Speed: 10.302 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.908,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 2999], Speed: 10.271 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.907,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 3099], Speed: 10.295 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.907,MaskAcc=0.870,MaskFGAcc=0.532 [Epoch 5][Batch 3199], Speed: 10.401 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.907,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3299], Speed: 10.207 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.907,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3399], Speed: 10.272 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.906,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3499], Speed: 10.188 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.906,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3599], Speed: 10.352 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.906,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3699], Speed: 10.253 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.906,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3799], Speed: 10.163 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.906,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3899], Speed: 10.335 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.364,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 3999], Speed: 10.364 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4099], Speed: 10.318 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.963,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4199], Speed: 10.238 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4299], Speed: 10.051 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4399], Speed: 10.068 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4499], Speed: 10.482 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4599], Speed: 10.294 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4699], Speed: 10.284 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4799], Speed: 10.065 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4899], Speed: 10.260 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 4999], Speed: 10.198 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5099], Speed: 10.524 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5199], Speed: 10.214 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5299], Speed: 10.432 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5399], Speed: 10.446 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5499], Speed: 10.326 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5599], Speed: 10.399 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5699], Speed: 10.186 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5799], Speed: 10.210 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5899], Speed: 10.355 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 5999], Speed: 10.292 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6099], Speed: 10.385 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.363,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6199], Speed: 10.198 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.901,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6299], Speed: 10.329 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.900,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6399], Speed: 10.211 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.900,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6499], Speed: 10.264 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.900,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6599], Speed: 10.352 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.900,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6699], Speed: 10.325 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.900,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6799], Speed: 10.245 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.899,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6899], Speed: 10.228 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.899,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 6999], Speed: 10.334 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.899,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 7099], Speed: 10.206 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.899,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 7199], Speed: 10.286 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.898,MaskAcc=0.871,MaskFGAcc=0.532 [Epoch 5][Batch 7299], Speed: 10.301 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.898,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7399], Speed: 10.051 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.898,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7499], Speed: 10.475 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.898,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7599], Speed: 10.494 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.898,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7699], Speed: 10.115 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7799], Speed: 10.285 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7899], Speed: 10.521 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 7999], Speed: 10.298 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 8099], Speed: 10.414 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 8199], Speed: 10.250 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.897,MaskAcc=0.871,MaskFGAcc=0.531 [Epoch 5][Batch 8299], Speed: 10.066 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.896,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8399], Speed: 10.222 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.896,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8499], Speed: 10.376 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.362,RCNNAcc=0.878,RCNNL1Loss=0.896,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8599], Speed: 10.339 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.896,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8699], Speed: 10.440 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.896,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8799], Speed: 10.187 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8899], Speed: 10.532 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 8999], Speed: 10.403 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9099], Speed: 10.245 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9199], Speed: 10.454 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9299], Speed: 10.370 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.895,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9399], Speed: 10.123 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.894,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9499], Speed: 10.128 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.894,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9599], Speed: 10.188 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.894,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9699], Speed: 10.200 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.894,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9799], Speed: 9.578 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.894,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9899], Speed: 10.185 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 9999], Speed: 10.429 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10099], Speed: 10.338 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10199], Speed: 9.981 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10299], Speed: 10.362 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10399], Speed: 10.350 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.273,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10499], Speed: 10.173 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10599], Speed: 10.218 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10699], Speed: 10.211 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10799], Speed: 10.236 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.361,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10899], Speed: 10.242 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 10999], Speed: 10.274 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11099], Speed: 10.192 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11199], Speed: 10.210 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11299], Speed: 10.280 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11399], Speed: 10.252 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11499], Speed: 10.109 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11599], Speed: 10.157 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11699], Speed: 10.304 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11799], Speed: 10.257 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11899], Speed: 10.363 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 11999], Speed: 10.255 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12099], Speed: 10.260 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.890,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12199], Speed: 10.369 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12299], Speed: 10.613 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12399], Speed: 10.061 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12499], Speed: 10.157 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12599], Speed: 10.230 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12699], Speed: 10.093 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.889,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12799], Speed: 10.311 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12899], Speed: 10.430 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 12999], Speed: 10.406 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13099], Speed: 10.081 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.360,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13199], Speed: 10.307 samples/sec, RPN_Conf=0.079,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13299], Speed: 10.264 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.172,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.888,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13399], Speed: 10.204 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13499], Speed: 10.289 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13599], Speed: 10.293 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13699], Speed: 10.611 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13799], Speed: 10.268 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13899], Speed: 10.393 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.887,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 13999], Speed: 10.460 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 14099], Speed: 10.430 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 14199], Speed: 10.271 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.872,MaskFGAcc=0.531 [Epoch 5][Batch 14299], Speed: 10.407 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.873,MaskFGAcc=0.531 [Epoch 5][Batch 14399], Speed: 10.201 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.873,MaskFGAcc=0.531 [Epoch 5][Batch 14499], Speed: 10.038 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.886,MaskAcc=0.873,MaskFGAcc=0.531 [Epoch 5][Batch 14599], Speed: 10.320 samples/sec, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.885,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 5] Training cost: 11457.556, RPN_Conf=0.080,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.173,RCNN_Mask=0.274 [Epoch 5] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.293 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.490 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.140 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.332 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 ] = 0.280 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.442 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.636 ~~~~ Mean AP for bbox ~~~~ =29.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.262 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.453 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.267 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.107 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.297 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.209 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.604 ~~~~ Mean AP for segm ~~~~ =26.2 [Epoch 5] mAP 26.2 higher than current best [25.8] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 5] Saving parameters to mask_rcnn_resnet101_v1d_coco_0005_26.2000.params [Epoch 6][Batch 99], Speed: 6.698 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.156,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.885,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 199], Speed: 10.065 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.157,RCNN_Mask=0.264,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.885,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 299], Speed: 10.151 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.160,RCNN_Mask=0.266,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.885,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 399], Speed: 10.142 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.885,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 499], Speed: 10.163 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.884,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 599], Speed: 9.998 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.269,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.884,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 699], Speed: 10.045 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.269,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.884,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 799], Speed: 10.355 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.964,RPNL1Loss=0.359,RCNNAcc=0.879,RCNNL1Loss=0.884,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 899], Speed: 10.534 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.884,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 999], Speed: 10.119 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.269,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.883,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1099], Speed: 10.285 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.883,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1199], Speed: 10.244 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.883,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1299], Speed: 10.210 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.883,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1399], Speed: 10.158 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.883,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1499], Speed: 10.335 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.882,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1599], Speed: 10.113 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.882,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1699], Speed: 10.306 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.882,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1799], Speed: 10.206 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.882,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1899], Speed: 10.275 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.882,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 1999], Speed: 10.175 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.881,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2099], Speed: 10.215 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.881,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2199], Speed: 10.293 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.881,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2299], Speed: 10.123 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.881,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2399], Speed: 10.213 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.881,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2499], Speed: 10.294 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2599], Speed: 10.353 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2699], Speed: 10.243 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.964,RPNL1Loss=0.358,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2799], Speed: 10.296 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.965,RPNL1Loss=0.358,RCNNAcc=0.880,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2899], Speed: 10.309 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.965,RPNL1Loss=0.358,RCNNAcc=0.880,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 2999], Speed: 10.390 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.965,RPNL1Loss=0.358,RCNNAcc=0.880,RCNNL1Loss=0.880,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3099], Speed: 10.398 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.358,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3199], Speed: 10.220 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3299], Speed: 10.149 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3399], Speed: 10.105 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3499], Speed: 10.225 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3599], Speed: 10.110 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.879,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3699], Speed: 10.291 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3799], Speed: 10.268 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3899], Speed: 10.158 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 3999], Speed: 10.131 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4099], Speed: 10.553 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4199], Speed: 10.233 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.878,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4299], Speed: 10.196 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4399], Speed: 10.393 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4499], Speed: 10.173 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.166,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4599], Speed: 10.415 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4699], Speed: 10.382 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4799], Speed: 10.283 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.877,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4899], Speed: 10.240 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 4999], Speed: 10.296 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 5099], Speed: 10.315 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 5199], Speed: 10.338 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 5299], Speed: 10.114 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.873,MaskFGAcc=0.530 [Epoch 6][Batch 5399], Speed: 10.007 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.876,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5499], Speed: 10.124 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.875,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5599], Speed: 10.286 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.875,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5699], Speed: 10.183 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.875,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5799], Speed: 10.236 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.875,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5899], Speed: 10.214 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.357,RCNNAcc=0.880,RCNNL1Loss=0.875,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 5999], Speed: 10.437 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6099], Speed: 10.449 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6199], Speed: 10.111 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6299], Speed: 10.258 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6399], Speed: 10.315 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6499], Speed: 10.194 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6599], Speed: 10.263 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.874,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6699], Speed: 10.261 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.873,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6799], Speed: 10.408 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.873,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6899], Speed: 10.176 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.873,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 6999], Speed: 10.313 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.873,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7099], Speed: 10.375 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.873,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7199], Speed: 10.403 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7299], Speed: 10.566 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7399], Speed: 10.080 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7499], Speed: 10.554 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7599], Speed: 10.203 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7699], Speed: 10.200 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.530 [Epoch 6][Batch 7799], Speed: 10.012 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.872,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 7899], Speed: 10.319 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 7999], Speed: 10.335 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8099], Speed: 10.072 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8199], Speed: 10.064 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8299], Speed: 10.368 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8399], Speed: 10.210 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.871,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8499], Speed: 10.162 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.356,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8599], Speed: 10.445 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8699], Speed: 10.212 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8799], Speed: 10.391 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8899], Speed: 10.369 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 8999], Speed: 10.014 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.880,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9099], Speed: 10.212 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.870,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9199], Speed: 10.238 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9299], Speed: 10.340 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9399], Speed: 10.275 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9499], Speed: 10.190 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9599], Speed: 10.203 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9699], Speed: 10.228 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.167,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9799], Speed: 10.241 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.869,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9899], Speed: 10.332 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 9999], Speed: 10.423 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10099], Speed: 10.485 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10199], Speed: 10.212 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10299], Speed: 10.458 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10399], Speed: 10.362 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10499], Speed: 10.271 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.868,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10599], Speed: 10.341 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10699], Speed: 10.108 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10799], Speed: 10.286 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10899], Speed: 10.555 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 10999], Speed: 9.916 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11099], Speed: 10.356 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11199], Speed: 10.454 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.867,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11299], Speed: 10.372 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11399], Speed: 10.321 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.355,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11499], Speed: 10.306 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11599], Speed: 10.031 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11699], Speed: 10.151 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11799], Speed: 10.400 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11899], Speed: 10.169 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 11999], Speed: 10.250 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.866,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12099], Speed: 10.320 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12199], Speed: 10.319 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12299], Speed: 10.104 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12399], Speed: 10.192 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12499], Speed: 10.421 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.874,MaskFGAcc=0.529 [Epoch 6][Batch 12599], Speed: 10.360 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 12699], Speed: 10.312 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.865,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 12799], Speed: 10.382 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 12899], Speed: 10.331 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 12999], Speed: 10.435 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13099], Speed: 10.262 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13199], Speed: 10.311 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13299], Speed: 10.174 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13399], Speed: 10.457 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.864,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13499], Speed: 10.290 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13599], Speed: 10.207 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13699], Speed: 10.435 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13799], Speed: 10.343 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13899], Speed: 10.392 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 13999], Speed: 10.303 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14099], Speed: 10.402 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14199], Speed: 10.229 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.354,RCNNAcc=0.881,RCNNL1Loss=0.863,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14299], Speed: 10.344 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14399], Speed: 10.272 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14499], Speed: 10.126 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6][Batch 14599], Speed: 10.350 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 6] Training cost: 11463.364, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.168,RCNN_Mask=0.270 [Epoch 6] Saving parameters to mask_rcnn_resnet101_v1d_coco_0006_0.0000.params [Epoch 7][Batch 99], Speed: 8.444 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.160,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 199], Speed: 10.054 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.162,RCNN_Mask=0.269,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.862,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 299], Speed: 10.115 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.161,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 399], Speed: 10.004 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.160,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 499], Speed: 10.192 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 599], Speed: 10.276 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 699], Speed: 10.151 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 799], Speed: 10.165 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 899], Speed: 10.261 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.861,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 999], Speed: 10.106 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1099], Speed: 10.314 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1199], Speed: 10.221 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1299], Speed: 10.344 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1399], Speed: 10.259 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1499], Speed: 10.144 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.881,RCNNL1Loss=0.860,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1599], Speed: 10.133 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1699], Speed: 10.238 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1799], Speed: 10.243 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1899], Speed: 10.253 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 1999], Speed: 10.264 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2099], Speed: 10.351 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2199], Speed: 10.243 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.859,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2299], Speed: 10.147 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.353,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2399], Speed: 10.162 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2499], Speed: 10.240 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2599], Speed: 10.110 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2699], Speed: 10.359 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2799], Speed: 10.269 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2899], Speed: 10.203 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.858,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 2999], Speed: 10.089 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 3099], Speed: 10.412 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 3199], Speed: 10.272 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 3299], Speed: 10.409 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.529 [Epoch 7][Batch 3399], Speed: 10.117 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3499], Speed: 10.372 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3599], Speed: 10.264 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.857,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3699], Speed: 10.261 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3799], Speed: 10.211 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3899], Speed: 10.235 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 3999], Speed: 10.409 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4099], Speed: 10.319 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4199], Speed: 10.193 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4299], Speed: 10.203 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.856,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4399], Speed: 10.379 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4499], Speed: 10.151 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4599], Speed: 10.384 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4699], Speed: 10.435 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.965,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4799], Speed: 10.123 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4899], Speed: 10.008 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 4999], Speed: 10.011 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.352,RCNNAcc=0.882,RCNNL1Loss=0.855,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 5099], Speed: 10.377 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 5199], Speed: 10.259 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 5299], Speed: 10.219 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.875,MaskFGAcc=0.528 [Epoch 7][Batch 5399], Speed: 10.078 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5499], Speed: 10.245 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5599], Speed: 10.529 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5699], Speed: 10.245 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.854,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5799], Speed: 10.301 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5899], Speed: 10.226 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 5999], Speed: 10.418 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6099], Speed: 10.211 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6199], Speed: 10.423 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6299], Speed: 10.232 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6399], Speed: 10.243 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.853,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6499], Speed: 10.374 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6599], Speed: 10.305 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6699], Speed: 10.225 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6799], Speed: 10.278 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6899], Speed: 10.257 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 6999], Speed: 10.410 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7099], Speed: 10.229 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.852,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7199], Speed: 9.974 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7299], Speed: 10.347 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7399], Speed: 10.315 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7499], Speed: 10.454 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7599], Speed: 10.333 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7699], Speed: 9.926 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7799], Speed: 10.394 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7899], Speed: 10.421 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.851,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 7999], Speed: 10.204 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8099], Speed: 10.204 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8199], Speed: 10.331 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.351,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8299], Speed: 10.263 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8399], Speed: 10.109 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8499], Speed: 10.242 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8599], Speed: 10.395 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8699], Speed: 10.537 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.850,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8799], Speed: 10.345 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.882,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8899], Speed: 10.196 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 8999], Speed: 10.269 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9099], Speed: 10.201 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9199], Speed: 10.211 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9299], Speed: 10.164 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9399], Speed: 10.176 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.849,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9499], Speed: 10.312 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9599], Speed: 10.400 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9699], Speed: 10.106 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9799], Speed: 10.271 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9899], Speed: 10.389 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 9999], Speed: 10.315 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10099], Speed: 10.326 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10199], Speed: 10.271 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10299], Speed: 10.281 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.848,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10399], Speed: 10.296 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.164,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10499], Speed: 10.157 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10599], Speed: 10.221 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10699], Speed: 10.300 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10799], Speed: 10.279 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10899], Speed: 10.287 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 10999], Speed: 10.132 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11099], Speed: 10.513 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11199], Speed: 10.297 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.847,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11299], Speed: 10.395 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11399], Speed: 10.236 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11499], Speed: 10.476 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11599], Speed: 10.318 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.350,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11699], Speed: 10.357 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11799], Speed: 10.404 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11899], Speed: 10.414 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 11999], Speed: 10.101 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.846,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12099], Speed: 10.311 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12199], Speed: 10.361 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12299], Speed: 10.257 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12399], Speed: 10.061 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12499], Speed: 10.181 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12599], Speed: 10.220 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12699], Speed: 10.167 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12799], Speed: 10.272 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.845,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12899], Speed: 10.232 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 12999], Speed: 10.308 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13099], Speed: 10.319 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13199], Speed: 10.285 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13299], Speed: 10.166 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13399], Speed: 10.042 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13499], Speed: 10.277 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13599], Speed: 10.489 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.267,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13699], Speed: 10.316 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.844,MaskAcc=0.876,MaskFGAcc=0.528 [Epoch 7][Batch 13799], Speed: 10.352 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.528 [Epoch 7][Batch 13899], Speed: 10.343 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.528 [Epoch 7][Batch 13999], Speed: 10.336 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.528 [Epoch 7][Batch 14099], Speed: 10.336 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7][Batch 14199], Speed: 10.366 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7][Batch 14299], Speed: 10.288 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7][Batch 14399], Speed: 10.340 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7][Batch 14499], Speed: 10.258 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7][Batch 14599], Speed: 10.428 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.843,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 7] Training cost: 11443.401, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.165,RCNN_Mask=0.268 [Epoch 7] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.311 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.157 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.349 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 ] = 0.287 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.483 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.295 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.647 ~~~~ Mean AP for bbox ~~~~ =31.1 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.278 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.119 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.411 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.431 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.233 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617 ~~~~ Mean AP for segm ~~~~ =27.8 [Epoch 7] mAP 27.8 higher than current best [26.2] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 7] Saving parameters to mask_rcnn_resnet101_v1d_coco_0007_27.8000.params [Epoch 8][Batch 99], Speed: 6.503 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.157,RCNN_Mask=0.259,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 199], Speed: 10.009 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.156,RCNN_Mask=0.259,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 299], Speed: 9.942 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.155,RCNN_Mask=0.257,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 399], Speed: 9.767 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.156,RCNN_Mask=0.259,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 499], Speed: 9.939 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.157,RCNN_Mask=0.260,RPNAcc=0.966,RPNL1Loss=0.349,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 599], Speed: 10.013 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.260,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 699], Speed: 10.033 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.842,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 799], Speed: 10.053 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 899], Speed: 9.867 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 999], Speed: 10.102 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1099], Speed: 9.926 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1199], Speed: 9.851 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1299], Speed: 9.993 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1399], Speed: 9.793 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.841,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1499], Speed: 9.892 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1599], Speed: 9.925 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1699], Speed: 10.201 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1799], Speed: 10.021 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1899], Speed: 9.862 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 1999], Speed: 9.878 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2099], Speed: 10.158 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2199], Speed: 10.079 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.840,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2299], Speed: 9.945 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2399], Speed: 10.016 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2499], Speed: 9.976 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2599], Speed: 10.101 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.883,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2699], Speed: 9.808 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2799], Speed: 10.085 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2899], Speed: 9.870 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 2999], Speed: 9.923 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.839,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3099], Speed: 9.921 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3199], Speed: 9.842 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3299], Speed: 9.874 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3399], Speed: 9.810 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3499], Speed: 10.051 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3599], Speed: 9.780 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3699], Speed: 9.859 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3799], Speed: 9.917 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.966,RPNL1Loss=0.348,RCNNAcc=0.884,RCNNL1Loss=0.838,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3899], Speed: 10.188 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 3999], Speed: 10.072 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4099], Speed: 10.212 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4199], Speed: 9.943 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4299], Speed: 9.944 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4399], Speed: 9.743 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4499], Speed: 10.014 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4599], Speed: 9.995 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.837,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4699], Speed: 9.965 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4799], Speed: 9.952 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4899], Speed: 10.023 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 4999], Speed: 10.164 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5099], Speed: 9.960 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5199], Speed: 9.829 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5299], Speed: 10.140 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5399], Speed: 10.045 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5499], Speed: 10.148 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.836,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5599], Speed: 9.901 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5699], Speed: 10.135 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5799], Speed: 9.777 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5899], Speed: 10.015 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 5999], Speed: 9.858 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6099], Speed: 9.862 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6199], Speed: 10.110 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6299], Speed: 9.652 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6399], Speed: 9.997 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.835,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6499], Speed: 10.152 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6599], Speed: 9.923 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6699], Speed: 9.858 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6799], Speed: 9.742 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6899], Speed: 9.890 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 6999], Speed: 9.941 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7099], Speed: 9.945 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7199], Speed: 10.132 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.834,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7299], Speed: 9.904 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.966,RPNL1Loss=0.347,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7399], Speed: 9.890 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7499], Speed: 9.754 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7599], Speed: 10.177 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7699], Speed: 10.040 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7799], Speed: 9.842 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7899], Speed: 10.019 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 7999], Speed: 10.074 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 8099], Speed: 9.968 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.877,MaskFGAcc=0.527 [Epoch 8][Batch 8199], Speed: 10.038 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.833,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8299], Speed: 9.846 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8399], Speed: 9.921 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8499], Speed: 9.892 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8599], Speed: 10.073 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8699], Speed: 9.858 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8799], Speed: 9.988 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8899], Speed: 10.130 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 8999], Speed: 10.016 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9099], Speed: 9.888 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.832,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9199], Speed: 10.060 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9299], Speed: 10.192 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9399], Speed: 9.884 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9499], Speed: 10.056 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9599], Speed: 10.050 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9699], Speed: 10.209 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9799], Speed: 10.154 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9899], Speed: 10.042 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 9999], Speed: 9.893 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10099], Speed: 10.007 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.966,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.831,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10199], Speed: 9.767 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10299], Speed: 9.991 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10399], Speed: 10.204 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10499], Speed: 10.028 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10599], Speed: 9.968 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10699], Speed: 10.173 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10799], Speed: 9.842 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10899], Speed: 9.973 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 10999], Speed: 9.897 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11099], Speed: 9.793 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.346,RCNNAcc=0.884,RCNNL1Loss=0.830,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11199], Speed: 9.929 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11299], Speed: 9.847 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11399], Speed: 9.951 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11499], Speed: 10.338 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11599], Speed: 10.026 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11699], Speed: 10.121 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11799], Speed: 9.937 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.884,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11899], Speed: 9.754 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 11999], Speed: 10.115 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12099], Speed: 9.724 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.829,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12199], Speed: 9.977 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12299], Speed: 10.060 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12399], Speed: 9.910 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12499], Speed: 10.037 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12599], Speed: 10.010 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.527 [Epoch 8][Batch 12699], Speed: 9.826 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 12799], Speed: 9.939 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 12899], Speed: 10.082 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 12999], Speed: 10.008 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13099], Speed: 10.054 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.828,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13199], Speed: 9.973 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13299], Speed: 9.991 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13399], Speed: 10.061 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13499], Speed: 9.963 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13599], Speed: 10.151 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13699], Speed: 10.140 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13799], Speed: 10.063 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13899], Speed: 10.016 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 13999], Speed: 10.076 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14099], Speed: 10.036 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.827,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14199], Speed: 10.007 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14299], Speed: 9.881 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14399], Speed: 10.079 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14499], Speed: 10.247 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8][Batch 14599], Speed: 9.951 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 8] Training cost: 11794.372, RPN_Conf=0.075,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.162,RCNN_Mask=0.266 [Epoch 8] Saving parameters to mask_rcnn_resnet101_v1d_coco_0008_0.0000.params [Epoch 9][Batch 99], Speed: 6.639 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 199], Speed: 10.031 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 299], Speed: 10.213 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.345,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 399], Speed: 10.290 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.826,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 499], Speed: 10.659 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 599], Speed: 10.107 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 699], Speed: 10.305 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 799], Speed: 10.056 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 899], Speed: 10.500 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 999], Speed: 10.320 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1099], Speed: 10.208 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1199], Speed: 10.441 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1299], Speed: 10.451 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.825,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1399], Speed: 10.324 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1499], Speed: 10.424 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1599], Speed: 10.393 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1699], Speed: 10.508 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1799], Speed: 10.359 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1899], Speed: 10.303 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 1999], Speed: 10.424 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2099], Speed: 10.444 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2199], Speed: 10.456 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.824,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2299], Speed: 10.103 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2399], Speed: 10.698 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2499], Speed: 10.418 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2599], Speed: 10.370 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2699], Speed: 10.383 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2799], Speed: 10.382 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2899], Speed: 10.129 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 2999], Speed: 10.262 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3099], Speed: 10.256 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.823,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3199], Speed: 9.979 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3299], Speed: 10.345 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3399], Speed: 10.399 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3499], Speed: 10.231 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3599], Speed: 10.117 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3699], Speed: 10.345 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3799], Speed: 10.470 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.878,MaskFGAcc=0.526 [Epoch 9][Batch 3899], Speed: 10.383 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 3999], Speed: 10.326 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.822,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4099], Speed: 10.202 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4199], Speed: 10.204 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.344,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4299], Speed: 10.353 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4399], Speed: 10.309 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4499], Speed: 10.290 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4599], Speed: 10.415 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4699], Speed: 10.418 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4799], Speed: 10.291 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4899], Speed: 10.351 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 4999], Speed: 10.243 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.821,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5099], Speed: 10.243 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5199], Speed: 10.384 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5299], Speed: 10.387 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5399], Speed: 10.211 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5499], Speed: 10.212 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5599], Speed: 10.331 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5699], Speed: 10.079 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5799], Speed: 10.349 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5899], Speed: 10.286 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 5999], Speed: 10.239 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.820,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6099], Speed: 10.075 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.885,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6199], Speed: 10.074 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6299], Speed: 10.363 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6399], Speed: 10.238 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.158,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6499], Speed: 10.446 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6599], Speed: 10.260 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6699], Speed: 10.163 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6799], Speed: 10.168 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6899], Speed: 10.147 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 6999], Speed: 10.459 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.819,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7099], Speed: 10.699 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7199], Speed: 10.223 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7299], Speed: 10.362 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7399], Speed: 10.358 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7499], Speed: 10.255 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7599], Speed: 10.354 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7699], Speed: 10.362 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7799], Speed: 10.380 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7899], Speed: 10.322 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 7999], Speed: 10.293 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8099], Speed: 10.231 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.818,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8199], Speed: 10.473 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8299], Speed: 10.243 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.343,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8399], Speed: 10.242 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8499], Speed: 10.339 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8599], Speed: 10.323 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8699], Speed: 10.079 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8799], Speed: 10.045 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8899], Speed: 10.462 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 8999], Speed: 10.229 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9099], Speed: 10.304 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9199], Speed: 10.149 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.817,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9299], Speed: 10.378 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9399], Speed: 10.189 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9499], Speed: 10.397 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9599], Speed: 10.680 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9699], Speed: 10.413 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9799], Speed: 10.464 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9899], Speed: 10.214 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 9999], Speed: 10.180 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10099], Speed: 10.065 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10199], Speed: 10.402 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10299], Speed: 10.215 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.816,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10399], Speed: 10.432 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10499], Speed: 10.247 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10599], Speed: 10.347 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10699], Speed: 10.541 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10799], Speed: 10.145 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10899], Speed: 10.480 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 10999], Speed: 10.380 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11099], Speed: 10.357 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11199], Speed: 10.484 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11299], Speed: 10.160 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11399], Speed: 10.012 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.815,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11499], Speed: 10.213 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11599], Speed: 10.266 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11699], Speed: 10.347 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11799], Speed: 10.184 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.159,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11899], Speed: 10.381 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 11999], Speed: 10.363 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12099], Speed: 10.257 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12199], Speed: 10.455 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12299], Speed: 10.326 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12399], Speed: 10.331 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12499], Speed: 10.385 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12599], Speed: 10.367 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.814,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12699], Speed: 10.390 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12799], Speed: 10.205 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.342,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12899], Speed: 10.606 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.526 [Epoch 9][Batch 12999], Speed: 10.472 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13099], Speed: 10.188 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13199], Speed: 10.523 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13299], Speed: 10.449 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13399], Speed: 10.342 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13499], Speed: 10.265 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13599], Speed: 10.394 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13699], Speed: 10.576 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.813,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13799], Speed: 10.468 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13899], Speed: 10.421 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 13999], Speed: 10.389 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14099], Speed: 10.241 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14199], Speed: 9.971 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14299], Speed: 10.191 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14399], Speed: 10.309 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14499], Speed: 10.199 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9][Batch 14599], Speed: 10.287 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 9] Training cost: 11416.490, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.160,RCNN_Mask=0.264 [Epoch 9] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.169 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.426 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.286 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.485 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.292 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.538 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.645 ~~~~ Mean AP for bbox ~~~~ =31.0 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.279 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.289 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.126 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.413 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.266 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.435 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.226 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.625 ~~~~ Mean AP for segm ~~~~ =27.9 [Epoch 9] mAP 27.9 higher than current best [27.8] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 9] Saving parameters to mask_rcnn_resnet101_v1d_coco_0009_27.9000.params [Epoch 10][Batch 99], Speed: 6.528 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.151,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 199], Speed: 10.173 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.264,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.812,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 299], Speed: 10.141 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 399], Speed: 10.067 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 499], Speed: 10.466 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 599], Speed: 10.126 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 699], Speed: 10.287 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 799], Speed: 10.002 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 899], Speed: 10.103 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 999], Speed: 10.303 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.879,MaskFGAcc=0.525 [Epoch 10][Batch 1099], Speed: 10.213 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1199], Speed: 10.204 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.811,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1299], Speed: 10.058 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1399], Speed: 10.508 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1499], Speed: 10.096 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1599], Speed: 10.169 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1699], Speed: 10.452 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1799], Speed: 10.216 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1899], Speed: 10.231 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 1999], Speed: 10.411 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2099], Speed: 10.442 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2199], Speed: 10.206 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.810,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2299], Speed: 10.272 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.886,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2399], Speed: 10.387 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.341,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2499], Speed: 10.444 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2599], Speed: 10.513 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2699], Speed: 10.321 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2799], Speed: 10.314 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2899], Speed: 10.278 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 2999], Speed: 10.280 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3099], Speed: 10.454 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3199], Speed: 10.318 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.809,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3299], Speed: 10.380 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3399], Speed: 10.314 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3499], Speed: 10.326 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3599], Speed: 10.337 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3699], Speed: 10.136 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3799], Speed: 10.275 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3899], Speed: 10.323 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 3999], Speed: 10.156 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4099], Speed: 10.421 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4199], Speed: 10.424 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.808,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4299], Speed: 10.518 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4399], Speed: 10.530 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4499], Speed: 10.308 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4599], Speed: 10.137 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4699], Speed: 10.225 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4799], Speed: 10.249 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4899], Speed: 10.115 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 4999], Speed: 10.325 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5099], Speed: 10.282 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5199], Speed: 10.496 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5299], Speed: 10.137 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.807,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5399], Speed: 10.208 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5499], Speed: 10.156 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5599], Speed: 10.298 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5699], Speed: 10.338 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.967,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5799], Speed: 10.113 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5899], Speed: 10.396 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 5999], Speed: 10.207 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6099], Speed: 10.299 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6199], Speed: 10.253 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6299], Speed: 10.469 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6399], Speed: 10.121 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6499], Speed: 9.979 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.806,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6599], Speed: 10.070 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6699], Speed: 10.122 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6799], Speed: 10.320 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6899], Speed: 10.328 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.340,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 6999], Speed: 10.190 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7099], Speed: 10.099 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7199], Speed: 10.445 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7299], Speed: 10.180 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7399], Speed: 10.363 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7499], Speed: 10.328 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7599], Speed: 10.307 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.805,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7699], Speed: 10.364 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7799], Speed: 10.329 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7899], Speed: 10.170 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 7999], Speed: 10.207 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8099], Speed: 10.218 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8199], Speed: 10.201 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8299], Speed: 10.392 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8399], Speed: 10.500 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8499], Speed: 10.083 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8599], Speed: 10.288 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8699], Speed: 10.515 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8799], Speed: 10.214 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8899], Speed: 10.159 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.804,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 8999], Speed: 10.150 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9099], Speed: 10.312 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9199], Speed: 10.227 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9299], Speed: 10.352 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9399], Speed: 10.389 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9499], Speed: 10.163 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9599], Speed: 10.376 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9699], Speed: 10.175 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9799], Speed: 10.506 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9899], Speed: 10.338 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.295,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 9999], Speed: 10.186 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10099], Speed: 10.269 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10199], Speed: 10.133 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.803,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10299], Speed: 10.270 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10399], Speed: 10.445 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10499], Speed: 10.395 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10599], Speed: 10.482 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10699], Speed: 10.297 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10799], Speed: 10.442 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10899], Speed: 10.468 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 10999], Speed: 10.254 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11099], Speed: 10.342 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11199], Speed: 10.376 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11299], Speed: 10.217 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11399], Speed: 10.349 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11499], Speed: 10.439 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.802,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11599], Speed: 10.397 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11699], Speed: 10.280 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11799], Speed: 10.235 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11899], Speed: 10.350 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 11999], Speed: 10.193 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12099], Speed: 10.296 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12199], Speed: 10.378 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.339,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12299], Speed: 10.311 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12399], Speed: 10.228 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12499], Speed: 10.134 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12599], Speed: 10.215 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12699], Speed: 10.312 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12799], Speed: 10.062 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.801,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12899], Speed: 10.274 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.297,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 12999], Speed: 10.272 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13099], Speed: 10.117 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13199], Speed: 10.290 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13299], Speed: 10.228 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13399], Speed: 10.107 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13499], Speed: 10.154 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13599], Speed: 10.009 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13699], Speed: 10.301 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13799], Speed: 10.457 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.880,MaskFGAcc=0.525 [Epoch 10][Batch 13899], Speed: 10.095 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 13999], Speed: 10.176 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14099], Speed: 10.365 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14199], Speed: 10.450 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.800,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14299], Speed: 10.219 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.887,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14399], Speed: 10.380 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14499], Speed: 10.342 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.298,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10][Batch 14599], Speed: 10.368 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.157,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 10] Training cost: 11454.643, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.157,RCNN_Mask=0.262 [Epoch 10] Saving parameters to mask_rcnn_resnet101_v1d_coco_0010_0.0000.params [Epoch 11][Batch 99], Speed: 6.862 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.158,RCNN_Mask=0.265,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 199], Speed: 10.457 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.155,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 299], Speed: 10.519 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 399], Speed: 10.540 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 499], Speed: 10.457 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.153,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 599], Speed: 10.285 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 699], Speed: 10.608 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 799], Speed: 10.065 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.799,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 899], Speed: 10.702 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 999], Speed: 10.570 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1099], Speed: 10.757 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1199], Speed: 10.490 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1299], Speed: 10.626 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1399], Speed: 10.321 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1499], Speed: 10.544 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1599], Speed: 10.581 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1699], Speed: 10.567 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1799], Speed: 10.572 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1899], Speed: 10.585 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.798,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 1999], Speed: 10.530 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2099], Speed: 10.556 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2199], Speed: 10.400 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.338,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2299], Speed: 10.375 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2399], Speed: 10.625 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2499], Speed: 10.555 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2599], Speed: 10.469 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2699], Speed: 10.355 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2799], Speed: 10.673 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2899], Speed: 10.574 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 2999], Speed: 10.584 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3099], Speed: 10.463 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.797,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3199], Speed: 10.492 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3299], Speed: 10.365 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3399], Speed: 10.468 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3499], Speed: 10.536 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3599], Speed: 10.637 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3699], Speed: 10.650 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3799], Speed: 10.556 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3899], Speed: 10.419 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 3999], Speed: 10.501 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 4099], Speed: 10.506 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 4199], Speed: 10.543 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.796,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 4299], Speed: 10.432 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.525 [Epoch 11][Batch 4399], Speed: 10.746 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4499], Speed: 10.711 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4599], Speed: 10.501 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4699], Speed: 10.661 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4799], Speed: 10.423 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4899], Speed: 10.503 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 4999], Speed: 10.456 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5099], Speed: 10.578 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5199], Speed: 10.630 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5299], Speed: 10.609 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5399], Speed: 10.411 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5499], Speed: 10.627 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5599], Speed: 10.898 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.795,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5699], Speed: 10.334 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5799], Speed: 10.544 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5899], Speed: 10.568 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 5999], Speed: 10.583 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6099], Speed: 10.379 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6199], Speed: 10.468 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6299], Speed: 10.629 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6399], Speed: 10.576 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6499], Speed: 10.489 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6599], Speed: 10.396 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6699], Speed: 10.579 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6799], Speed: 10.833 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.794,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6899], Speed: 10.585 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 6999], Speed: 10.803 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7099], Speed: 10.648 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7199], Speed: 10.661 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7299], Speed: 10.661 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.337,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7399], Speed: 10.788 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7499], Speed: 10.566 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7599], Speed: 10.644 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7699], Speed: 10.570 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7799], Speed: 10.393 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7899], Speed: 10.507 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 7999], Speed: 10.654 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8099], Speed: 10.604 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8199], Speed: 10.680 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.793,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8299], Speed: 10.397 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8399], Speed: 10.483 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8499], Speed: 10.573 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8599], Speed: 10.562 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8699], Speed: 10.653 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8799], Speed: 10.625 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8899], Speed: 10.667 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 8999], Speed: 10.721 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9099], Speed: 10.494 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9199], Speed: 10.770 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9299], Speed: 10.901 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9399], Speed: 10.775 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9499], Speed: 10.573 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9599], Speed: 10.581 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.792,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9699], Speed: 10.408 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9799], Speed: 10.499 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9899], Speed: 10.454 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 9999], Speed: 10.618 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10099], Speed: 10.702 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10199], Speed: 10.636 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10299], Speed: 10.563 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10399], Speed: 10.557 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10499], Speed: 10.728 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10599], Speed: 10.592 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10699], Speed: 10.549 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10799], Speed: 10.497 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10899], Speed: 10.681 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 10999], Speed: 10.627 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.791,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11099], Speed: 10.478 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11199], Speed: 10.730 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11299], Speed: 10.645 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11399], Speed: 10.615 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11499], Speed: 10.537 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.888,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11599], Speed: 10.591 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11699], Speed: 10.487 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11799], Speed: 10.617 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11899], Speed: 10.489 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.292,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 11999], Speed: 10.709 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12099], Speed: 10.630 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12199], Speed: 10.357 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12299], Speed: 10.308 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12399], Speed: 10.216 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12499], Speed: 10.746 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.260,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.790,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12599], Speed: 10.502 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12699], Speed: 10.587 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.336,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12799], Speed: 10.842 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12899], Speed: 10.562 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 12999], Speed: 10.523 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.293,RCNN_SmoothL1=0.155,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13099], Speed: 10.537 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13199], Speed: 10.478 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13299], Speed: 10.789 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13399], Speed: 10.637 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13499], Speed: 10.755 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13599], Speed: 10.615 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.881,MaskFGAcc=0.524 [Epoch 11][Batch 13699], Speed: 10.684 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 13799], Speed: 10.444 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 13899], Speed: 10.554 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 13999], Speed: 10.649 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.789,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14099], Speed: 10.470 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14199], Speed: 10.530 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14299], Speed: 10.571 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14399], Speed: 10.531 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14499], Speed: 10.787 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11][Batch 14599], Speed: 10.581 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 11] Training cost: 11141.907, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.294,RCNN_SmoothL1=0.156,RCNN_Mask=0.261 [Epoch 11] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.166 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.443 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 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.268 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.655 ~~~~ Mean AP for bbox ~~~~ =31.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.283 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.291 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.124 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.423 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 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.434 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.211 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.626 ~~~~ Mean AP for segm ~~~~ =28.3 [Epoch 11] mAP 28.3 higher than current best [27.9] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 11] Saving parameters to mask_rcnn_resnet101_v1d_coco_0011_28.3000.params [Epoch 12][Batch 99], Speed: 8.175 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.071,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 199], Speed: 9.988 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.152,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 299], Speed: 10.102 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.153,RCNN_Mask=0.262,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 399], Speed: 9.972 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.151,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 499], Speed: 10.135 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 599], Speed: 10.284 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 699], Speed: 10.342 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.788,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 799], Speed: 10.601 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 899], Speed: 10.170 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 999], Speed: 10.192 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1099], Speed: 10.373 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1199], Speed: 10.137 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1299], Speed: 10.105 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1399], Speed: 10.149 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1499], Speed: 10.186 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1599], Speed: 10.121 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1699], Speed: 10.174 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1799], Speed: 10.248 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1899], Speed: 10.291 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.787,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 1999], Speed: 10.092 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2099], Speed: 10.192 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2199], Speed: 10.194 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2299], Speed: 10.310 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2399], Speed: 10.152 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2499], Speed: 10.139 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2599], Speed: 10.549 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2699], Speed: 10.123 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2799], Speed: 10.159 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2899], Speed: 10.241 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 2999], Speed: 10.172 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3099], Speed: 10.381 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3199], Speed: 10.327 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.786,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3299], Speed: 10.293 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3399], Speed: 10.134 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3499], Speed: 10.667 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3599], Speed: 10.303 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3699], Speed: 10.092 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.335,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3799], Speed: 10.085 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3899], Speed: 10.124 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 3999], Speed: 10.307 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4099], Speed: 10.276 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4199], Speed: 10.253 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4299], Speed: 10.183 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4399], Speed: 10.304 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4499], Speed: 10.326 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4599], Speed: 10.265 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.785,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4699], Speed: 10.139 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4799], Speed: 10.314 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4899], Speed: 10.156 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 4999], Speed: 10.310 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5099], Speed: 10.398 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5199], Speed: 10.392 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5299], Speed: 10.203 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5399], Speed: 10.211 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5499], Speed: 10.031 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5599], Speed: 9.980 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5699], Speed: 10.081 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5799], Speed: 10.126 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5899], Speed: 10.136 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 5999], Speed: 10.198 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.784,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6099], Speed: 10.397 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6199], Speed: 10.268 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6299], Speed: 10.327 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6399], Speed: 10.251 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6499], Speed: 10.327 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6599], Speed: 10.258 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6699], Speed: 10.178 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6799], Speed: 10.182 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6899], Speed: 10.350 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 6999], Speed: 10.173 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7099], Speed: 10.424 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7199], Speed: 10.592 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7299], Speed: 10.372 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7399], Speed: 10.367 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7499], Speed: 10.440 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.783,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7599], Speed: 10.271 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7699], Speed: 10.274 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7799], Speed: 10.190 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7899], Speed: 10.195 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.968,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 7999], Speed: 10.301 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8099], Speed: 10.398 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8199], Speed: 10.272 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8299], Speed: 10.412 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8399], Speed: 10.181 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8499], Speed: 10.343 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8599], Speed: 10.349 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8699], Speed: 10.363 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8799], Speed: 10.246 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8899], Speed: 10.035 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 8999], Speed: 10.203 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.782,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9099], Speed: 10.281 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9199], Speed: 10.225 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9299], Speed: 10.357 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9399], Speed: 10.265 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.334,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9499], Speed: 10.406 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9599], Speed: 10.472 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9699], Speed: 10.133 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9799], Speed: 10.072 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9899], Speed: 10.164 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 9999], Speed: 10.386 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10099], Speed: 10.295 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10199], Speed: 10.318 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10299], Speed: 10.345 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10399], Speed: 10.414 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10499], Speed: 10.316 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.889,RCNNL1Loss=0.781,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10599], Speed: 10.259 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10699], Speed: 10.389 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10799], Speed: 10.138 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10899], Speed: 10.178 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 10999], Speed: 10.367 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11099], Speed: 10.470 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11199], Speed: 10.313 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11299], Speed: 10.519 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11399], Speed: 10.185 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11499], Speed: 10.405 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11599], Speed: 10.503 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11699], Speed: 10.356 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11799], Speed: 10.205 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11899], Speed: 10.307 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 11999], Speed: 10.407 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12099], Speed: 10.269 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.289,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.780,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12199], Speed: 10.295 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12299], Speed: 10.197 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12399], Speed: 10.483 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12499], Speed: 10.193 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12599], Speed: 10.217 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12699], Speed: 10.278 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12799], Speed: 10.361 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12899], Speed: 10.434 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 12999], Speed: 10.497 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13099], Speed: 10.221 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13199], Speed: 10.327 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13299], Speed: 10.374 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13399], Speed: 10.320 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13499], Speed: 10.124 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13599], Speed: 10.263 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13699], Speed: 10.295 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13799], Speed: 10.289 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.779,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13899], Speed: 10.171 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 13999], Speed: 10.040 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14099], Speed: 10.152 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14199], Speed: 10.178 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.290,RCNN_SmoothL1=0.154,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14299], Speed: 10.491 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14399], Speed: 10.413 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14499], Speed: 10.390 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12][Batch 14599], Speed: 10.384 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 12] Training cost: 11441.011, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.291,RCNN_SmoothL1=0.154,RCNN_Mask=0.260 [Epoch 12] Saving parameters to mask_rcnn_resnet101_v1d_coco_0012_0.0000.params [Epoch 13][Batch 99], Speed: 7.165 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.149,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 13][Batch 199], Speed: 9.744 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 13][Batch 299], Speed: 9.635 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 13][Batch 399], Speed: 9.819 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 13][Batch 499], Speed: 9.383 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.333,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.882,MaskFGAcc=0.524 [Epoch 13][Batch 599], Speed: 9.785 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 699], Speed: 9.732 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.778,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 799], Speed: 9.834 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 899], Speed: 9.844 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 999], Speed: 9.713 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1099], Speed: 9.712 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1199], Speed: 9.838 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1299], Speed: 9.648 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1399], Speed: 9.781 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1499], Speed: 9.868 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1599], Speed: 9.832 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1699], Speed: 9.790 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1799], Speed: 10.048 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1899], Speed: 9.703 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 1999], Speed: 9.784 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.777,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2099], Speed: 9.880 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2199], Speed: 9.978 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2299], Speed: 9.904 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2399], Speed: 9.526 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2499], Speed: 9.555 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2599], Speed: 9.944 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2699], Speed: 9.760 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.524 [Epoch 13][Batch 2799], Speed: 9.827 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 2899], Speed: 9.903 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 2999], Speed: 9.659 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3099], Speed: 10.022 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3199], Speed: 9.706 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3299], Speed: 10.018 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3399], Speed: 9.849 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3499], Speed: 9.660 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.776,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3599], Speed: 9.835 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3699], Speed: 9.958 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3799], Speed: 9.941 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3899], Speed: 10.004 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 3999], Speed: 9.982 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4099], Speed: 9.959 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4199], Speed: 10.184 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4299], Speed: 9.920 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4399], Speed: 10.269 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4499], Speed: 10.018 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4599], Speed: 9.842 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4699], Speed: 9.789 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4799], Speed: 9.967 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4899], Speed: 9.785 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 4999], Speed: 10.104 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5099], Speed: 9.959 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.775,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5199], Speed: 9.887 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5299], Speed: 10.004 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5399], Speed: 9.795 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5499], Speed: 9.806 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5599], Speed: 9.797 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5699], Speed: 10.053 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5799], Speed: 9.746 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5899], Speed: 10.144 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 5999], Speed: 9.962 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6099], Speed: 10.100 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.332,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6199], Speed: 9.760 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6299], Speed: 10.058 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6399], Speed: 9.988 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6499], Speed: 9.935 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6599], Speed: 10.062 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.774,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6699], Speed: 9.852 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6799], Speed: 10.160 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6899], Speed: 10.043 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 6999], Speed: 9.903 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7099], Speed: 9.708 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7199], Speed: 9.869 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7299], Speed: 9.837 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7399], Speed: 10.012 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7499], Speed: 9.855 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7599], Speed: 9.989 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7699], Speed: 9.937 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7799], Speed: 10.088 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7899], Speed: 10.006 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 7999], Speed: 9.971 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8099], Speed: 10.002 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8199], Speed: 10.014 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8299], Speed: 9.900 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8399], Speed: 10.045 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.773,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8499], Speed: 9.999 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8599], Speed: 9.968 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8699], Speed: 9.831 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8799], Speed: 9.719 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8899], Speed: 9.922 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 8999], Speed: 10.048 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9099], Speed: 9.956 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9199], Speed: 9.809 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9299], Speed: 10.276 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9399], Speed: 10.074 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9499], Speed: 9.938 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9599], Speed: 10.085 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9699], Speed: 9.844 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9799], Speed: 9.780 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9899], Speed: 9.949 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 9999], Speed: 9.959 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10099], Speed: 9.833 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.772,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10199], Speed: 9.856 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10299], Speed: 9.941 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10399], Speed: 10.099 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10499], Speed: 10.006 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10599], Speed: 9.892 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10699], Speed: 10.076 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10799], Speed: 9.995 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10899], Speed: 10.069 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 10999], Speed: 9.494 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11099], Speed: 10.180 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11199], Speed: 9.973 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.286,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11299], Speed: 9.948 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11399], Speed: 9.987 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11499], Speed: 9.829 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11599], Speed: 9.872 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11699], Speed: 9.892 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11799], Speed: 9.959 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11899], Speed: 10.081 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 11999], Speed: 9.950 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.771,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12099], Speed: 10.120 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12199], Speed: 9.874 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12299], Speed: 9.955 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12399], Speed: 10.078 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12499], Speed: 9.905 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12599], Speed: 9.973 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12699], Speed: 10.104 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.331,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12799], Speed: 9.918 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12899], Speed: 10.171 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 12999], Speed: 10.013 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13099], Speed: 10.006 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13199], Speed: 9.967 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13299], Speed: 9.836 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13399], Speed: 10.046 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13499], Speed: 10.070 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.287,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13599], Speed: 10.071 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.152,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13699], Speed: 10.026 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13799], Speed: 10.243 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.152,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.770,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13899], Speed: 10.099 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 13999], Speed: 10.043 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14099], Speed: 10.062 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14199], Speed: 10.026 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14299], Speed: 10.034 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14399], Speed: 10.087 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14499], Speed: 9.927 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13][Batch 14599], Speed: 10.296 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 13] Training cost: 11844.125, RPN_Conf=0.070,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.288,RCNN_SmoothL1=0.153,RCNN_Mask=0.259 [Epoch 13] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.325 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.176 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.366 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.453 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.297 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 ] = 0.490 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 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.652 ~~~~ Mean AP for bbox ~~~~ =32.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.292 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.491 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.137 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.424 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.275 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.421 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.613 ~~~~ Mean AP for segm ~~~~ =29.2 [Epoch 13] mAP 29.2 higher than current best [28.3] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 13] Saving parameters to mask_rcnn_resnet101_v1d_coco_0013_29.2000.params [Epoch 14][Batch 99], Speed: 6.040 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.250,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 199], Speed: 9.220 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.252,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 299], Speed: 9.314 samples/sec, RPN_Conf=0.065,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.148,RCNN_Mask=0.252,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 399], Speed: 9.227 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.148,RCNN_Mask=0.253,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 499], Speed: 9.449 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.148,RCNN_Mask=0.253,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 599], Speed: 9.440 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 699], Speed: 9.418 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 799], Speed: 9.440 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.769,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 899], Speed: 9.556 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 999], Speed: 9.364 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1099], Speed: 9.492 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1199], Speed: 9.552 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1299], Speed: 9.533 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1399], Speed: 9.336 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1499], Speed: 9.691 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1599], Speed: 9.539 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1699], Speed: 9.730 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1799], Speed: 9.720 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1899], Speed: 9.651 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 1999], Speed: 9.590 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2099], Speed: 9.565 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2199], Speed: 9.776 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2299], Speed: 9.532 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.768,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2399], Speed: 9.746 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2499], Speed: 9.518 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2599], Speed: 9.635 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2699], Speed: 9.672 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2799], Speed: 9.512 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2899], Speed: 9.636 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 2999], Speed: 9.386 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3099], Speed: 9.135 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3199], Speed: 9.570 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3299], Speed: 9.710 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3399], Speed: 9.414 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3499], Speed: 9.500 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3599], Speed: 9.256 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3699], Speed: 9.376 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3799], Speed: 9.454 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3899], Speed: 9.536 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.767,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 3999], Speed: 9.682 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.883,MaskFGAcc=0.523 [Epoch 14][Batch 4099], Speed: 9.620 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4199], Speed: 9.598 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4299], Speed: 9.552 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4399], Speed: 9.332 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4499], Speed: 9.527 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4599], Speed: 9.401 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4699], Speed: 9.628 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.330,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4799], Speed: 9.484 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4899], Speed: 9.445 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 4999], Speed: 9.456 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5099], Speed: 9.393 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5199], Speed: 9.414 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5299], Speed: 9.461 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5399], Speed: 9.504 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5499], Speed: 9.618 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5599], Speed: 9.396 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5699], Speed: 9.514 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.766,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5799], Speed: 9.673 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5899], Speed: 9.751 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 5999], Speed: 9.477 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6099], Speed: 9.261 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6199], Speed: 9.527 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6299], Speed: 9.459 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6399], Speed: 9.481 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6499], Speed: 9.354 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6599], Speed: 9.593 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6699], Speed: 9.571 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6799], Speed: 9.328 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6899], Speed: 9.552 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 6999], Speed: 9.494 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7099], Speed: 9.522 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7199], Speed: 9.500 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7299], Speed: 9.498 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7399], Speed: 9.558 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7499], Speed: 9.553 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.765,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7599], Speed: 9.518 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7699], Speed: 9.511 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7799], Speed: 9.487 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7899], Speed: 9.510 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 7999], Speed: 9.555 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8099], Speed: 9.492 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8199], Speed: 9.537 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8299], Speed: 9.463 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8399], Speed: 9.554 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8499], Speed: 9.611 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8599], Speed: 9.408 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8699], Speed: 9.514 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8799], Speed: 9.606 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8899], Speed: 9.596 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 8999], Speed: 9.375 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9099], Speed: 9.564 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9199], Speed: 9.525 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9299], Speed: 9.596 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.764,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9399], Speed: 9.549 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9499], Speed: 9.401 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9599], Speed: 9.523 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9699], Speed: 9.505 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9799], Speed: 9.557 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9899], Speed: 9.542 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 9999], Speed: 9.754 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10099], Speed: 9.552 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10199], Speed: 9.646 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10299], Speed: 9.530 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10399], Speed: 9.641 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10499], Speed: 9.467 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10599], Speed: 9.411 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10699], Speed: 9.429 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10799], Speed: 9.368 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10899], Speed: 9.435 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 10999], Speed: 9.639 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11099], Speed: 9.438 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11199], Speed: 9.287 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11299], Speed: 9.524 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11399], Speed: 9.517 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11499], Speed: 9.336 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11599], Speed: 9.577 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11699], Speed: 9.558 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11799], Speed: 9.718 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11899], Speed: 9.501 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 11999], Speed: 9.653 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12099], Speed: 9.476 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.329,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12199], Speed: 9.658 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12299], Speed: 9.568 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12399], Speed: 9.689 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12499], Speed: 9.395 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12599], Speed: 9.611 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12699], Speed: 9.513 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12799], Speed: 9.383 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12899], Speed: 9.423 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 12999], Speed: 9.416 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13099], Speed: 9.537 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13199], Speed: 9.518 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13299], Speed: 9.646 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.762,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13399], Speed: 9.646 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13499], Speed: 9.416 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13599], Speed: 9.590 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13699], Speed: 9.616 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13799], Speed: 9.086 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13899], Speed: 9.240 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 13999], Speed: 9.535 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14099], Speed: 9.453 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14199], Speed: 9.397 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14299], Speed: 9.326 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14399], Speed: 9.583 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14499], Speed: 9.505 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14][Batch 14599], Speed: 9.424 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 14] Training cost: 12384.926, RPN_Conf=0.070,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.151,RCNN_Mask=0.258 [Epoch 14] Saving parameters to mask_rcnn_resnet101_v1d_coco_0014_0.0000.params [Epoch 15][Batch 99], Speed: 6.325 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.258,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 199], Speed: 9.928 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 299], Speed: 9.866 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 399], Speed: 9.951 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 499], Speed: 9.921 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 599], Speed: 9.856 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.150,RCNN_Mask=0.254,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.761,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 699], Speed: 10.175 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 799], Speed: 10.056 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 899], Speed: 10.534 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 999], Speed: 10.007 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1099], Speed: 10.092 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.149,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1199], Speed: 10.044 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1299], Speed: 10.058 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1399], Speed: 10.068 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1499], Speed: 10.038 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1599], Speed: 9.887 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1699], Speed: 9.963 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1799], Speed: 9.927 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1899], Speed: 9.904 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 1999], Speed: 9.859 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2099], Speed: 9.908 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2199], Speed: 9.900 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2299], Speed: 10.128 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.760,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2399], Speed: 9.834 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2499], Speed: 9.963 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2599], Speed: 10.054 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2699], Speed: 10.006 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2799], Speed: 9.687 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2899], Speed: 9.949 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 2999], Speed: 10.065 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3099], Speed: 10.091 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3199], Speed: 10.096 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3299], Speed: 10.092 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3399], Speed: 10.052 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3499], Speed: 9.842 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.969,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3599], Speed: 10.087 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3699], Speed: 10.073 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3799], Speed: 9.886 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3899], Speed: 9.800 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 3999], Speed: 10.033 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.759,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4099], Speed: 9.916 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4199], Speed: 9.978 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4299], Speed: 9.923 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4399], Speed: 10.204 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.328,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4499], Speed: 10.161 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4599], Speed: 9.963 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4699], Speed: 10.165 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4799], Speed: 9.935 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4899], Speed: 10.218 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 4999], Speed: 9.952 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5099], Speed: 10.199 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5199], Speed: 10.129 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5299], Speed: 10.044 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5399], Speed: 9.997 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5499], Speed: 10.052 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5599], Speed: 10.145 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5699], Speed: 10.212 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5799], Speed: 10.012 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5899], Speed: 9.985 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.758,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 5999], Speed: 10.150 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6099], Speed: 10.170 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6199], Speed: 10.076 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6299], Speed: 9.999 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6399], Speed: 10.181 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6499], Speed: 9.929 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6599], Speed: 10.121 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6699], Speed: 10.004 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6799], Speed: 10.037 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6899], Speed: 10.210 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 6999], Speed: 10.171 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7099], Speed: 10.126 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7199], Speed: 9.980 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7299], Speed: 9.956 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7399], Speed: 9.924 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7499], Speed: 9.981 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7599], Speed: 10.136 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7699], Speed: 9.880 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7799], Speed: 9.925 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7899], Speed: 10.078 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.757,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 7999], Speed: 10.104 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8099], Speed: 10.082 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8199], Speed: 9.889 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8299], Speed: 9.991 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8399], Speed: 10.072 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8499], Speed: 9.989 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8599], Speed: 10.177 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8699], Speed: 9.943 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8799], Speed: 10.310 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8899], Speed: 10.033 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 8999], Speed: 9.896 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9099], Speed: 10.260 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 9199], Speed: 10.129 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 9299], Speed: 10.161 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 9399], Speed: 9.916 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.523 [Epoch 15][Batch 9499], Speed: 9.817 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9599], Speed: 10.039 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9699], Speed: 9.951 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9799], Speed: 9.611 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9899], Speed: 10.109 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 9999], Speed: 9.715 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10099], Speed: 10.182 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.756,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10199], Speed: 9.817 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10299], Speed: 10.115 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10399], Speed: 9.935 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10499], Speed: 10.035 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10599], Speed: 10.174 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.884,MaskFGAcc=0.522 [Epoch 15][Batch 10699], Speed: 9.976 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 10799], Speed: 9.955 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 10899], Speed: 9.880 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 10999], Speed: 10.117 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11099], Speed: 9.972 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11199], Speed: 10.207 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11299], Speed: 9.867 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11399], Speed: 10.084 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11499], Speed: 9.863 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11599], Speed: 9.830 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11699], Speed: 9.850 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11799], Speed: 10.085 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11899], Speed: 10.121 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 11999], Speed: 10.185 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12099], Speed: 9.954 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12199], Speed: 10.156 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.327,RCNNAcc=0.892,RCNNL1Loss=0.755,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12299], Speed: 10.200 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12399], Speed: 10.030 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12499], Speed: 10.271 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12599], Speed: 10.025 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12699], Speed: 10.238 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12799], Speed: 10.115 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12899], Speed: 10.087 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 12999], Speed: 9.948 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13099], Speed: 10.068 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13199], Speed: 10.345 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13299], Speed: 9.913 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13399], Speed: 10.020 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13499], Speed: 10.207 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13599], Speed: 9.988 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13699], Speed: 10.051 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13799], Speed: 10.028 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13899], Speed: 9.926 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 13999], Speed: 10.000 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14099], Speed: 10.036 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14199], Speed: 10.015 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14299], Speed: 9.897 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14399], Speed: 10.019 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14499], Speed: 10.076 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15][Batch 14599], Speed: 10.085 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 15] Training cost: 11742.641, RPN_Conf=0.069,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.283,RCNN_SmoothL1=0.150,RCNN_Mask=0.257 [Epoch 15] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.317 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.171 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.440 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 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 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 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671 ~~~~ Mean AP for bbox ~~~~ =31.7 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.284 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.293 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.121 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.420 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.427 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.452 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.243 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.638 ~~~~ Mean AP for segm ~~~~ =28.4 [Epoch 15] Saving parameters to mask_rcnn_resnet101_v1d_coco_0015_28.4000.params [Epoch 16][Batch 99], Speed: 7.131 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.284,RCNN_SmoothL1=0.154,RCNN_Mask=0.261,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 199], Speed: 10.328 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 299], Speed: 10.147 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 399], Speed: 10.443 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 499], Speed: 10.641 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 599], Speed: 10.689 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 699], Speed: 10.369 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 799], Speed: 10.308 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 899], Speed: 10.626 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 999], Speed: 10.735 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1099], Speed: 10.767 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1199], Speed: 10.643 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1299], Speed: 10.591 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1399], Speed: 10.711 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1499], Speed: 10.495 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1599], Speed: 10.551 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.753,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1699], Speed: 10.559 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1799], Speed: 10.514 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1899], Speed: 10.655 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 1999], Speed: 10.481 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2099], Speed: 10.693 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2199], Speed: 10.540 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2299], Speed: 10.539 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2399], Speed: 10.689 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2499], Speed: 10.747 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2599], Speed: 10.851 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2699], Speed: 10.542 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2799], Speed: 10.911 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2899], Speed: 10.646 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 2999], Speed: 10.753 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3099], Speed: 10.468 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3199], Speed: 10.521 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3299], Speed: 10.595 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3399], Speed: 10.913 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3499], Speed: 10.630 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.752,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3599], Speed: 10.639 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3699], Speed: 10.407 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3799], Speed: 10.617 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3899], Speed: 10.471 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 3999], Speed: 10.559 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4099], Speed: 10.525 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4199], Speed: 10.477 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4299], Speed: 10.529 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4399], Speed: 10.427 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4499], Speed: 10.609 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4599], Speed: 10.846 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4699], Speed: 10.659 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4799], Speed: 10.762 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4899], Speed: 10.647 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 4999], Speed: 10.621 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5099], Speed: 10.542 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.326,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5199], Speed: 10.487 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5299], Speed: 10.573 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5399], Speed: 10.731 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5499], Speed: 10.582 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.751,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5599], Speed: 10.687 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5699], Speed: 10.511 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5799], Speed: 10.478 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5899], Speed: 10.721 samples/sec, RPN_Conf=0.066,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 5999], Speed: 10.725 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6099], Speed: 10.849 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6199], Speed: 10.585 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6299], Speed: 10.809 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6399], Speed: 10.418 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6499], Speed: 10.594 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6599], Speed: 10.623 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6699], Speed: 10.645 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6799], Speed: 10.638 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6899], Speed: 10.767 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 6999], Speed: 10.629 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7099], Speed: 10.548 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7199], Speed: 10.798 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7299], Speed: 10.720 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7399], Speed: 10.736 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7499], Speed: 10.760 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7599], Speed: 10.715 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.750,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7699], Speed: 10.807 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7799], Speed: 10.743 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7899], Speed: 10.750 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 7999], Speed: 10.747 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8099], Speed: 10.605 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8199], Speed: 10.682 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8299], Speed: 10.618 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.254,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8399], Speed: 10.542 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8499], Speed: 10.667 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8599], Speed: 10.787 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.147,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8699], Speed: 10.536 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8799], Speed: 10.747 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8899], Speed: 10.849 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 8999], Speed: 10.672 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9099], Speed: 10.629 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9199], Speed: 10.701 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9299], Speed: 10.501 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9399], Speed: 10.828 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9499], Speed: 10.464 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9599], Speed: 10.584 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9699], Speed: 10.708 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9799], Speed: 10.602 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.749,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9899], Speed: 10.487 samples/sec, RPN_Conf=0.067,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 9999], Speed: 10.683 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10099], Speed: 10.703 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10199], Speed: 10.651 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10299], Speed: 10.734 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10399], Speed: 10.508 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10499], Speed: 10.725 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10599], Speed: 10.652 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10699], Speed: 10.865 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10799], Speed: 10.641 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10899], Speed: 10.739 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 10999], Speed: 10.506 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11099], Speed: 10.693 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11199], Speed: 10.673 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11299], Speed: 10.350 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11399], Speed: 10.595 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11499], Speed: 10.927 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11599], Speed: 10.532 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11699], Speed: 10.534 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11799], Speed: 10.611 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11899], Speed: 10.505 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 11999], Speed: 10.754 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.279,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12099], Speed: 10.651 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12199], Speed: 10.842 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.748,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12299], Speed: 10.687 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.148,RCNN_Mask=0.255,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12399], Speed: 10.822 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12499], Speed: 10.843 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12599], Speed: 10.821 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12699], Speed: 10.837 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12799], Speed: 10.520 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12899], Speed: 10.514 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 12999], Speed: 10.589 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13099], Speed: 10.662 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13199], Speed: 10.750 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13299], Speed: 10.559 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13399], Speed: 10.410 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13499], Speed: 10.622 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13599], Speed: 10.466 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13699], Speed: 10.664 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13799], Speed: 10.589 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13899], Speed: 10.486 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.325,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 13999], Speed: 10.384 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14099], Speed: 10.599 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14199], Speed: 10.657 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14299], Speed: 10.512 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14399], Speed: 10.739 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14499], Speed: 10.751 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16][Batch 14599], Speed: 10.815 samples/sec, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.747,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 16] Training cost: 11068.318, RPN_Conf=0.068,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.281,RCNN_SmoothL1=0.149,RCNN_Mask=0.256 [Epoch 16] Saving parameters to mask_rcnn_resnet101_v1d_coco_0016_0.0000.params [Epoch 17] Set learning rate to 0.001 [Epoch 17][Batch 99], Speed: 7.071 samples/sec, RPN_Conf=0.063,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.140,RCNN_Mask=0.250,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 199], Speed: 10.022 samples/sec, RPN_Conf=0.062,RPN_SmoothL1=0.074,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.136,RCNN_Mask=0.250,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 299], Speed: 10.382 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.072,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.134,RCNN_Mask=0.247,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 399], Speed: 10.453 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.246,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 499], Speed: 10.371 samples/sec, RPN_Conf=0.061,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.131,RCNN_Mask=0.245,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 599], Speed: 10.631 samples/sec, RPN_Conf=0.060,RPN_SmoothL1=0.070,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.129,RCNN_Mask=0.244,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 699], Speed: 10.725 samples/sec, RPN_Conf=0.059,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.129,RCNN_Mask=0.244,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 799], Speed: 10.639 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.069,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.128,RCNN_Mask=0.243,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 899], Speed: 10.871 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.128,RCNN_Mask=0.243,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 999], Speed: 10.584 samples/sec, RPN_Conf=0.058,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.128,RCNN_Mask=0.243,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1099], Speed: 10.731 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.068,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1199], Speed: 10.432 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1299], Speed: 10.531 samples/sec, RPN_Conf=0.057,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1399], Speed: 10.511 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.126,RCNN_Mask=0.242,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1499], Speed: 10.748 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.232,RCNN_SmoothL1=0.126,RCNN_Mask=0.242,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1599], Speed: 10.592 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.126,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1699], Speed: 10.468 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.126,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1799], Speed: 10.645 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1899], Speed: 10.647 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.125,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 1999], Speed: 10.466 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.125,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2099], Speed: 10.559 samples/sec, RPN_Conf=0.056,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.125,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2199], Speed: 10.723 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.067,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.125,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2299], Speed: 10.657 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2399], Speed: 10.612 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.124,RCNN_Mask=0.241,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2499], Speed: 10.825 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.124,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2599], Speed: 10.732 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.124,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2699], Speed: 10.722 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2799], Speed: 10.692 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2899], Speed: 10.603 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 2999], Speed: 10.541 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.894,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 3099], Speed: 10.564 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.894,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 3199], Speed: 10.698 samples/sec, RPN_Conf=0.055,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.894,RCNNL1Loss=0.744,MaskAcc=0.885,MaskFGAcc=0.522 [Epoch 17][Batch 3299], Speed: 10.674 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.123,RCNN_Mask=0.240,RPNAcc=0.970,RPNL1Loss=0.324,RCNNAcc=0.894,RCNNL1Loss=0.744,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3399], Speed: 10.659 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.066,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3499], Speed: 10.595 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3599], Speed: 10.574 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3699], Speed: 10.684 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3799], Speed: 10.560 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3899], Speed: 10.638 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 3999], Speed: 10.771 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4099], Speed: 10.431 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.122,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4199], Speed: 10.645 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4299], Speed: 10.485 samples/sec, RPN_Conf=0.054,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.743,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4399], Speed: 10.553 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4499], Speed: 10.457 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4599], Speed: 10.455 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4699], Speed: 10.564 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.121,RCNN_Mask=0.239,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4799], Speed: 10.737 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.121,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.522 [Epoch 17][Batch 4899], Speed: 10.646 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.121,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 4999], Speed: 10.646 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.121,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5099], Speed: 10.487 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.121,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5199], Speed: 10.704 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.121,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5299], Speed: 10.601 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.742,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5399], Speed: 10.777 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.065,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5499], Speed: 10.621 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5599], Speed: 10.520 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5699], Speed: 10.907 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5799], Speed: 10.592 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5899], Speed: 10.588 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 5999], Speed: 10.593 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6099], Speed: 10.604 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6199], Speed: 10.455 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.238,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6299], Speed: 10.751 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.741,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6399], Speed: 10.349 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6499], Speed: 10.461 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.323,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6599], Speed: 10.571 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6699], Speed: 10.371 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6799], Speed: 10.771 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6899], Speed: 10.663 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 6999], Speed: 10.675 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7099], Speed: 10.641 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7199], Speed: 10.555 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7299], Speed: 10.506 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.740,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7399], Speed: 10.691 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7499], Speed: 10.541 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.215,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7599], Speed: 10.569 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7699], Speed: 10.564 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7799], Speed: 10.669 samples/sec, RPN_Conf=0.053,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7899], Speed: 10.474 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 7999], Speed: 10.484 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8099], Speed: 10.663 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8199], Speed: 10.709 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.119,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8299], Speed: 10.468 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.739,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8399], Speed: 10.575 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8499], Speed: 10.567 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8599], Speed: 10.691 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8699], Speed: 10.687 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8799], Speed: 10.793 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8899], Speed: 10.742 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 8999], Speed: 10.706 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9099], Speed: 10.652 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9199], Speed: 10.509 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.237,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9299], Speed: 10.757 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.064,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9399], Speed: 10.705 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9499], Speed: 10.859 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9599], Speed: 10.575 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9699], Speed: 10.757 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9799], Speed: 10.613 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.322,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9899], Speed: 10.516 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 9999], Speed: 10.587 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10099], Speed: 10.346 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.118,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10199], Speed: 10.609 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10299], Speed: 10.637 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10399], Speed: 10.750 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10499], Speed: 10.577 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10599], Speed: 10.813 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10699], Speed: 10.561 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10799], Speed: 10.363 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10899], Speed: 10.650 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 10999], Speed: 10.355 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.970,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11099], Speed: 10.693 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11199], Speed: 10.487 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11299], Speed: 10.664 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.736,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11399], Speed: 10.604 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11499], Speed: 10.830 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11599], Speed: 10.735 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11699], Speed: 10.644 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11799], Speed: 10.509 samples/sec, RPN_Conf=0.052,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11899], Speed: 10.514 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.236,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 11999], Speed: 10.465 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12099], Speed: 10.164 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12199], Speed: 10.598 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12299], Speed: 10.774 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.735,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12399], Speed: 10.585 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12499], Speed: 10.643 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12599], Speed: 10.173 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12699], Speed: 10.550 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12799], Speed: 10.744 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12899], Speed: 10.636 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 12999], Speed: 10.737 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.321,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13099], Speed: 10.829 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13199], Speed: 10.343 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13299], Speed: 10.482 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.734,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13399], Speed: 10.644 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13499], Speed: 10.648 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13599], Speed: 10.735 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13699], Speed: 10.847 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13799], Speed: 10.606 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13899], Speed: 10.766 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 13999], Speed: 10.689 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14099], Speed: 10.699 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14199], Speed: 10.700 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14299], Speed: 10.795 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.733,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14399], Speed: 10.503 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14499], Speed: 10.440 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17][Batch 14599], Speed: 10.558 samples/sec, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 17] Training cost: 11097.097, RPN_Conf=0.051,RPN_SmoothL1=0.063,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235 [Epoch 17] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.396 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.601 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.428 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.215 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.440 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.370 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.607 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 ~~~~ Mean AP for bbox ~~~~ =39.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.160 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.299 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.483 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.537 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 ~~~~ Mean AP for segm ~~~~ =34.1 [Epoch 17] mAP 34.1 higher than current best [29.2] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 17] Saving parameters to mask_rcnn_resnet101_v1d_coco_0017_34.1000.params [Epoch 18][Batch 99], Speed: 6.436 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.199,RCNN_SmoothL1=0.109,RCNN_Mask=0.233,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 199], Speed: 9.501 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.109,RCNN_Mask=0.232,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 299], Speed: 9.489 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 399], Speed: 9.419 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 499], Speed: 9.446 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 599], Speed: 9.578 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.107,RCNN_Mask=0.231,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.732,MaskAcc=0.886,MaskFGAcc=0.521 [Epoch 18][Batch 699], Speed: 9.571 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.107,RCNN_Mask=0.231,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 799], Speed: 9.384 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 899], Speed: 9.369 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 999], Speed: 9.499 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1099], Speed: 9.493 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1199], Speed: 9.670 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1299], Speed: 9.605 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1399], Speed: 9.620 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1499], Speed: 9.599 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.320,RCNNAcc=0.895,RCNNL1Loss=0.731,MaskAcc=0.886,MaskFGAcc=0.520 [Epoch 18][Batch 1599], Speed: 9.583 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 1699], Speed: 9.626 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 1799], Speed: 9.690 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 1899], Speed: 9.925 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 1999], Speed: 9.669 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2099], Speed: 9.709 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2199], Speed: 9.692 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2299], Speed: 9.722 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2399], Speed: 9.815 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2499], Speed: 9.673 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2599], Speed: 9.587 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2699], Speed: 9.595 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2799], Speed: 9.633 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2899], Speed: 9.740 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.107,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 2999], Speed: 9.624 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3099], Speed: 9.695 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3199], Speed: 9.785 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3299], Speed: 9.657 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3399], Speed: 9.674 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3499], Speed: 9.837 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3599], Speed: 9.848 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3699], Speed: 9.903 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3799], Speed: 9.820 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3899], Speed: 10.121 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 3999], Speed: 9.811 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4099], Speed: 9.681 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4199], Speed: 9.784 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4299], Speed: 9.683 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4399], Speed: 9.495 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.728,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4499], Speed: 9.564 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4599], Speed: 9.718 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.319,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4699], Speed: 9.711 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4799], Speed: 9.638 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4899], Speed: 9.735 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 4999], Speed: 9.615 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5099], Speed: 9.940 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5199], Speed: 9.733 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5299], Speed: 9.658 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5399], Speed: 9.711 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.727,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5499], Speed: 9.492 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5599], Speed: 9.613 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5699], Speed: 9.758 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5799], Speed: 9.488 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5899], Speed: 9.472 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 5999], Speed: 9.780 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6099], Speed: 9.587 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6199], Speed: 9.995 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6299], Speed: 9.671 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6399], Speed: 9.657 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.726,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6499], Speed: 9.551 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6599], Speed: 9.533 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6699], Speed: 9.787 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6799], Speed: 9.753 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6899], Speed: 9.853 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 6999], Speed: 9.723 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.230,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7099], Speed: 9.715 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7199], Speed: 9.753 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7299], Speed: 9.605 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7399], Speed: 9.815 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.725,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7499], Speed: 9.839 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7599], Speed: 9.637 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7699], Speed: 9.651 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7799], Speed: 9.959 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.318,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7899], Speed: 9.847 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 7999], Speed: 9.855 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8099], Speed: 9.736 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8199], Speed: 9.674 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8299], Speed: 9.870 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8399], Speed: 9.672 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.724,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8499], Speed: 9.819 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8599], Speed: 9.672 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8699], Speed: 9.671 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8799], Speed: 9.825 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8899], Speed: 9.861 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 8999], Speed: 9.724 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9099], Speed: 9.561 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9199], Speed: 9.888 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9299], Speed: 9.539 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9399], Speed: 9.831 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.723,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9499], Speed: 9.813 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9599], Speed: 9.755 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9699], Speed: 9.671 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9799], Speed: 9.776 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.520 [Epoch 18][Batch 9899], Speed: 9.549 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 9999], Speed: 9.859 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10099], Speed: 9.709 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10199], Speed: 9.696 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10299], Speed: 9.847 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10399], Speed: 9.858 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10499], Speed: 9.638 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10599], Speed: 9.807 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10699], Speed: 9.789 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10799], Speed: 9.822 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10899], Speed: 9.987 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 10999], Speed: 9.832 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11099], Speed: 9.860 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.317,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11199], Speed: 9.697 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11299], Speed: 9.775 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11399], Speed: 9.887 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11499], Speed: 9.285 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11599], Speed: 9.903 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11699], Speed: 9.746 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11799], Speed: 9.945 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11899], Speed: 9.789 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 11999], Speed: 9.759 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12099], Speed: 9.687 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12199], Speed: 9.611 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12299], Speed: 9.824 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12399], Speed: 9.829 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12499], Speed: 9.769 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.720,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12599], Speed: 9.756 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12699], Speed: 9.601 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12799], Speed: 9.861 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12899], Speed: 9.611 samples/sec, RPN_Conf=0.047,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 12999], Speed: 9.692 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13099], Speed: 9.849 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13199], Speed: 9.613 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.193,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13299], Speed: 9.836 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13399], Speed: 9.660 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13499], Speed: 9.737 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.719,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13599], Speed: 9.767 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13699], Speed: 9.624 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13799], Speed: 9.556 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13899], Speed: 9.946 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 13999], Speed: 9.882 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14099], Speed: 9.871 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14199], Speed: 9.864 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14299], Speed: 9.763 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14399], Speed: 9.953 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.316,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14499], Speed: 9.924 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.718,MaskAcc=0.887,MaskFGAcc=0.519 [Epoch 18][Batch 14599], Speed: 9.916 samples/sec, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 18] Training cost: 12109.736, RPN_Conf=0.046,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.192,RCNN_SmoothL1=0.108,RCNN_Mask=0.229 [Epoch 18] Saving parameters to mask_rcnn_resnet101_v1d_coco_0018_0.0000.params [Epoch 19][Batch 99], Speed: 7.220 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.060,RCNN_CrossEntropy=0.186,RCNN_SmoothL1=0.102,RCNN_Mask=0.224,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 199], Speed: 9.769 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.101,RCNN_Mask=0.224,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 299], Speed: 9.755 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 399], Speed: 9.706 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.180,RCNN_SmoothL1=0.101,RCNN_Mask=0.224,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 499], Speed: 9.403 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.102,RCNN_Mask=0.225,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 599], Speed: 9.391 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.102,RCNN_Mask=0.225,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 699], Speed: 9.523 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.102,RCNN_Mask=0.225,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 799], Speed: 9.540 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 899], Speed: 9.522 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.181,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.717,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 999], Speed: 9.321 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1099], Speed: 9.350 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1199], Speed: 9.663 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1299], Speed: 9.535 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1399], Speed: 9.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1499], Speed: 9.355 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1599], Speed: 9.590 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1699], Speed: 9.513 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1799], Speed: 9.553 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.716,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1899], Speed: 9.455 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 1999], Speed: 9.564 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2099], Speed: 9.763 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2199], Speed: 9.597 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2299], Speed: 9.488 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2399], Speed: 9.477 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2499], Speed: 9.411 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2599], Speed: 9.544 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2699], Speed: 9.403 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2799], Speed: 9.413 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.715,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2899], Speed: 9.260 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 2999], Speed: 9.420 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.315,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3099], Speed: 9.284 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3199], Speed: 9.471 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3299], Speed: 9.483 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3399], Speed: 9.509 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3499], Speed: 9.298 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3599], Speed: 9.523 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3699], Speed: 9.351 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3799], Speed: 9.494 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.971,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3899], Speed: 9.420 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 3999], Speed: 9.503 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 4099], Speed: 9.579 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.519 [Epoch 19][Batch 4199], Speed: 9.526 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4299], Speed: 9.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4399], Speed: 9.382 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4499], Speed: 9.548 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.182,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.897,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4599], Speed: 9.413 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4699], Speed: 9.397 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4799], Speed: 9.427 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.713,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4899], Speed: 9.439 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 4999], Speed: 9.529 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5099], Speed: 9.370 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5199], Speed: 9.349 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5299], Speed: 9.383 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5399], Speed: 9.473 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5499], Speed: 9.591 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5599], Speed: 9.587 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5699], Speed: 9.655 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5799], Speed: 9.293 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.712,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5899], Speed: 9.593 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 5999], Speed: 9.547 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6099], Speed: 9.417 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6199], Speed: 9.671 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6299], Speed: 9.390 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.314,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6399], Speed: 9.549 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6499], Speed: 9.329 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6599], Speed: 9.489 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6699], Speed: 9.530 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6799], Speed: 9.498 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6899], Speed: 9.337 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.711,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 6999], Speed: 9.364 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7099], Speed: 9.514 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7199], Speed: 9.624 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7299], Speed: 9.366 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7399], Speed: 9.433 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7499], Speed: 9.284 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7599], Speed: 9.392 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7699], Speed: 9.273 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7799], Speed: 9.381 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7899], Speed: 9.498 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.710,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 7999], Speed: 9.449 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8099], Speed: 9.604 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8199], Speed: 9.401 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8299], Speed: 9.495 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8399], Speed: 9.628 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8499], Speed: 9.322 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8599], Speed: 9.626 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8699], Speed: 9.652 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8799], Speed: 9.456 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8899], Speed: 9.579 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 8999], Speed: 9.468 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.709,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9099], Speed: 9.550 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9199], Speed: 9.640 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9299], Speed: 9.510 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9399], Speed: 9.504 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9499], Speed: 9.429 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9599], Speed: 9.558 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.313,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9699], Speed: 9.525 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9799], Speed: 9.464 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9899], Speed: 9.583 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 9999], Speed: 9.484 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.708,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10099], Speed: 9.545 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10199], Speed: 9.739 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10299], Speed: 9.467 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10399], Speed: 9.491 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10499], Speed: 9.538 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10599], Speed: 9.402 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10699], Speed: 9.765 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10799], Speed: 9.344 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10899], Speed: 9.302 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 10999], Speed: 9.461 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11099], Speed: 9.455 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.707,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11199], Speed: 9.498 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11299], Speed: 9.345 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11399], Speed: 9.568 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11499], Speed: 9.682 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11599], Speed: 9.502 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11699], Speed: 9.519 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11799], Speed: 9.366 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11899], Speed: 9.531 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 11999], Speed: 9.465 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12099], Speed: 9.362 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12199], Speed: 9.626 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.706,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12299], Speed: 9.338 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12399], Speed: 9.426 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12499], Speed: 9.249 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.898,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12599], Speed: 9.439 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12699], Speed: 9.577 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12799], Speed: 9.509 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12899], Speed: 9.635 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 12999], Speed: 9.703 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 13099], Speed: 9.448 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.312,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 13199], Speed: 9.417 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.705,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 13299], Speed: 9.347 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.888,MaskFGAcc=0.518 [Epoch 19][Batch 13399], Speed: 9.422 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.518 [Epoch 19][Batch 13499], Speed: 9.330 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 13599], Speed: 9.347 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.183,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 13699], Speed: 9.358 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 13799], Speed: 9.437 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 13899], Speed: 9.443 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 13999], Speed: 9.435 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14099], Speed: 9.215 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14199], Speed: 9.156 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14299], Speed: 9.624 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.704,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14399], Speed: 9.452 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14499], Speed: 9.264 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19][Batch 14599], Speed: 9.294 samples/sec, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.104,RCNN_Mask=0.226,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 19] Training cost: 12406.189, RPN_Conf=0.044,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.184,RCNN_SmoothL1=0.103,RCNN_Mask=0.226 [Epoch 19] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.404 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.611 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.436 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.338 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 ~~~~ Mean AP for bbox ~~~~ =40.4 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.169 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.386 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.302 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.297 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.671 ~~~~ Mean AP for segm ~~~~ =34.7 [Epoch 19] mAP 34.7 higher than current best [34.1] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 19] Saving parameters to mask_rcnn_resnet101_v1d_coco_0019_34.7000.params [Epoch 20][Batch 99], Speed: 8.175 samples/sec, RPN_Conf=0.045,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RCNN_Mask=0.222,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 199], Speed: 9.827 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.175,RCNN_SmoothL1=0.100,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 299], Speed: 9.628 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.101,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 399], Speed: 9.880 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 499], Speed: 9.938 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 599], Speed: 9.951 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.100,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 699], Speed: 9.961 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.100,RCNN_Mask=0.225,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.703,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 799], Speed: 10.127 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.100,RCNN_Mask=0.224,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 899], Speed: 9.802 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RCNN_Mask=0.224,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 999], Speed: 9.912 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.179,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1099], Speed: 9.968 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1199], Speed: 10.108 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.178,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1299], Speed: 10.055 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1399], Speed: 9.966 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.059,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1499], Speed: 9.984 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1599], Speed: 9.939 samples/sec, RPN_Conf=0.043,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1699], Speed: 10.016 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.702,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1799], Speed: 10.123 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.311,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1899], Speed: 9.991 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 1999], Speed: 9.916 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.222,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2099], Speed: 10.051 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.222,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2199], Speed: 10.010 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.222,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2299], Speed: 9.970 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.222,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2399], Speed: 9.936 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2499], Speed: 9.984 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2599], Speed: 10.052 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2699], Speed: 10.089 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2799], Speed: 9.978 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.701,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2899], Speed: 10.063 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 2999], Speed: 10.056 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3099], Speed: 9.993 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3199], Speed: 10.183 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3299], Speed: 10.149 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3399], Speed: 9.853 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3499], Speed: 10.059 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3599], Speed: 10.047 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3699], Speed: 10.044 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3799], Speed: 10.158 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.700,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3899], Speed: 9.942 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 3999], Speed: 10.074 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4099], Speed: 10.291 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4199], Speed: 10.175 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4299], Speed: 10.416 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4399], Speed: 9.956 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4499], Speed: 10.065 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4599], Speed: 10.396 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4699], Speed: 10.108 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4799], Speed: 10.309 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4899], Speed: 9.965 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.699,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 4999], Speed: 10.110 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5099], Speed: 10.026 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5199], Speed: 10.102 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.099,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.310,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5299], Speed: 9.834 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5399], Speed: 10.117 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5499], Speed: 10.056 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5599], Speed: 10.026 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5699], Speed: 9.849 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5799], Speed: 10.033 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5899], Speed: 10.113 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.899,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 5999], Speed: 10.013 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.698,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6099], Speed: 10.080 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6199], Speed: 9.897 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6299], Speed: 9.946 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6399], Speed: 10.034 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6499], Speed: 10.033 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6599], Speed: 10.223 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6699], Speed: 10.000 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6799], Speed: 10.037 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6899], Speed: 9.987 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.176,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 6999], Speed: 10.011 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.697,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7099], Speed: 10.042 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7199], Speed: 9.896 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7299], Speed: 9.867 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7399], Speed: 9.999 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7499], Speed: 9.962 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7599], Speed: 9.938 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7699], Speed: 10.068 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.517 [Epoch 20][Batch 7799], Speed: 9.988 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 7899], Speed: 9.908 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 7999], Speed: 10.038 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8099], Speed: 9.909 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.696,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8199], Speed: 9.950 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8299], Speed: 10.089 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8399], Speed: 9.904 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8499], Speed: 10.009 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8599], Speed: 9.892 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8699], Speed: 9.932 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.309,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8799], Speed: 9.787 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8899], Speed: 10.030 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 8999], Speed: 9.860 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9099], Speed: 10.084 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9199], Speed: 9.928 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.695,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9299], Speed: 9.908 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9399], Speed: 10.017 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9499], Speed: 9.981 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9599], Speed: 9.951 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9699], Speed: 9.801 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9799], Speed: 9.901 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9899], Speed: 10.114 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 9999], Speed: 10.193 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10099], Speed: 10.208 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10199], Speed: 9.828 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10299], Speed: 9.840 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.694,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10399], Speed: 9.970 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10499], Speed: 9.860 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10599], Speed: 9.778 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10699], Speed: 10.009 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10799], Speed: 10.157 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10899], Speed: 10.125 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 10999], Speed: 10.133 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11099], Speed: 9.876 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11199], Speed: 10.086 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11299], Speed: 10.200 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11399], Speed: 9.876 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.693,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11499], Speed: 10.163 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11599], Speed: 9.897 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11699], Speed: 9.925 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11799], Speed: 9.818 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11899], Speed: 9.888 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 11999], Speed: 9.880 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12099], Speed: 9.957 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12199], Speed: 9.909 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12299], Speed: 9.813 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.308,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12399], Speed: 9.842 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12499], Speed: 10.072 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.692,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12599], Speed: 10.168 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.972,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12699], Speed: 9.861 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.889,MaskFGAcc=0.516 [Epoch 20][Batch 12799], Speed: 9.916 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 12899], Speed: 10.020 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 12999], Speed: 9.925 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13099], Speed: 10.022 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13199], Speed: 10.006 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13299], Speed: 10.256 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13399], Speed: 9.877 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13499], Speed: 9.901 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13599], Speed: 9.960 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13699], Speed: 9.811 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.691,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13799], Speed: 9.872 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13899], Speed: 10.184 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 13999], Speed: 9.918 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14099], Speed: 9.966 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14199], Speed: 10.048 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14299], Speed: 9.959 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.900,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14399], Speed: 9.965 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14499], Speed: 10.305 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20][Batch 14599], Speed: 9.841 samples/sec, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 20] Training cost: 11746.888, RPN_Conf=0.042,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.177,RCNN_SmoothL1=0.100,RCNN_Mask=0.223 [Epoch 20] Saving parameters to mask_rcnn_resnet101_v1d_coco_0020_0.0000.params [Epoch 21][Batch 99], Speed: 6.801 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.093,RCNN_Mask=0.218,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 199], Speed: 9.939 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.168,RCNN_SmoothL1=0.096,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.690,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 299], Speed: 10.119 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.167,RCNN_SmoothL1=0.095,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 399], Speed: 9.965 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 499], Speed: 10.206 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.169,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 599], Speed: 10.378 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 699], Speed: 10.406 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 799], Speed: 10.308 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 899], Speed: 10.194 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.058,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 999], Speed: 10.131 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1099], Speed: 10.359 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1199], Speed: 10.289 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.689,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1299], Speed: 10.453 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.307,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1399], Speed: 10.409 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1499], Speed: 10.080 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1599], Speed: 10.350 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1699], Speed: 10.432 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1799], Speed: 10.403 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.516 [Epoch 21][Batch 1899], Speed: 10.425 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 1999], Speed: 10.270 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2099], Speed: 10.132 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2199], Speed: 10.141 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2299], Speed: 10.449 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.688,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2399], Speed: 10.350 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2499], Speed: 10.224 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2599], Speed: 10.302 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2699], Speed: 10.288 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2799], Speed: 10.331 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2899], Speed: 10.301 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 2999], Speed: 10.322 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3099], Speed: 10.396 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3199], Speed: 10.347 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3299], Speed: 10.343 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3399], Speed: 10.214 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.687,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3499], Speed: 10.279 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3599], Speed: 10.438 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3699], Speed: 10.119 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3799], Speed: 10.070 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3899], Speed: 10.003 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 3999], Speed: 10.250 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.096,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4099], Speed: 10.366 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.096,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4199], Speed: 10.101 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4299], Speed: 10.135 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4399], Speed: 10.387 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4499], Speed: 10.386 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.686,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4599], Speed: 10.288 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4699], Speed: 10.431 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4799], Speed: 10.456 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4899], Speed: 10.084 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.306,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 4999], Speed: 10.178 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5099], Speed: 10.118 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5199], Speed: 10.213 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5299], Speed: 9.979 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5399], Speed: 10.119 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5499], Speed: 10.074 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5599], Speed: 10.202 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.685,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5699], Speed: 10.314 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5799], Speed: 10.247 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5899], Speed: 10.252 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 5999], Speed: 10.376 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6099], Speed: 10.325 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6199], Speed: 10.347 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6299], Speed: 10.428 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6399], Speed: 10.358 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6499], Speed: 10.348 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6599], Speed: 10.267 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6699], Speed: 10.246 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6799], Speed: 10.207 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.684,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6899], Speed: 10.485 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 6999], Speed: 10.091 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7099], Speed: 10.223 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7199], Speed: 10.189 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7299], Speed: 10.189 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7399], Speed: 10.313 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7499], Speed: 10.280 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7599], Speed: 10.393 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7699], Speed: 10.202 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7799], Speed: 10.232 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7899], Speed: 10.142 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.683,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 7999], Speed: 10.224 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.901,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8099], Speed: 10.393 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8199], Speed: 10.309 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8299], Speed: 10.324 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8399], Speed: 10.373 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8499], Speed: 10.401 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8599], Speed: 10.297 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8699], Speed: 10.450 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.305,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8799], Speed: 10.418 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8899], Speed: 10.248 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 8999], Speed: 10.202 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9099], Speed: 10.335 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.682,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9199], Speed: 10.255 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.170,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9299], Speed: 10.274 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9399], Speed: 10.487 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9499], Speed: 10.386 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9599], Speed: 10.191 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9699], Speed: 10.203 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9799], Speed: 10.291 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9899], Speed: 10.244 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 9999], Speed: 10.404 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10099], Speed: 10.143 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10199], Speed: 10.356 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.681,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10299], Speed: 10.300 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10399], Speed: 10.207 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10499], Speed: 10.195 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10599], Speed: 9.919 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10699], Speed: 10.251 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10799], Speed: 10.267 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.222,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10899], Speed: 10.168 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 10999], Speed: 10.428 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 11099], Speed: 10.072 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.515 [Epoch 21][Batch 11199], Speed: 10.055 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11299], Speed: 10.218 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11399], Speed: 10.077 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.680,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11499], Speed: 10.216 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11599], Speed: 10.301 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11699], Speed: 10.396 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11799], Speed: 10.481 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11899], Speed: 10.293 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 11999], Speed: 10.406 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12099], Speed: 10.379 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12199], Speed: 10.200 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12299], Speed: 10.304 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12399], Speed: 10.035 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12499], Speed: 10.299 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.304,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12599], Speed: 10.475 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.679,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12699], Speed: 10.174 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12799], Speed: 10.316 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.890,MaskFGAcc=0.514 [Epoch 21][Batch 12899], Speed: 10.113 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 12999], Speed: 10.157 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13099], Speed: 10.191 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13199], Speed: 10.305 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13299], Speed: 10.270 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13399], Speed: 10.474 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13499], Speed: 10.242 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13599], Speed: 10.281 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13699], Speed: 10.306 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13799], Speed: 10.428 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.678,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13899], Speed: 10.253 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 13999], Speed: 10.283 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14099], Speed: 10.136 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14199], Speed: 10.433 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14299], Speed: 10.336 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14399], Speed: 10.366 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14499], Speed: 10.390 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21][Batch 14599], Speed: 10.288 samples/sec, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 21] Training cost: 11457.657, RPN_Conf=0.041,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.171,RCNN_SmoothL1=0.097,RCNN_Mask=0.221 [Epoch 21] Validation: ~~~~ Summary bbox 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 ] = 0.614 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.442 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 ] = 0.453 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.340 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.723 ~~~~ Mean AP for bbox ~~~~ =40.9 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.175 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.388 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.296 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.670 ~~~~ Mean AP for segm ~~~~ =35.0 [Epoch 21] mAP 35.0 higher than current best [34.7] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 21] Saving parameters to mask_rcnn_resnet101_v1d_coco_0021_35.0000.params [Epoch 22][Batch 99], Speed: 6.627 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.092,RCNN_Mask=0.218,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 199], Speed: 9.939 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.092,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 299], Speed: 9.877 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.677,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 399], Speed: 9.915 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 499], Speed: 9.951 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.166,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 599], Speed: 9.829 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 699], Speed: 9.789 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 799], Speed: 9.934 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 899], Speed: 9.975 samples/sec, RPN_Conf=0.040,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 999], Speed: 10.076 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.057,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1099], Speed: 10.091 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1199], Speed: 10.069 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1299], Speed: 9.981 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1399], Speed: 10.030 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.676,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1499], Speed: 9.881 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1599], Speed: 9.980 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.303,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1699], Speed: 10.233 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1799], Speed: 9.853 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1899], Speed: 9.924 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 1999], Speed: 10.199 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2099], Speed: 9.852 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.902,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2199], Speed: 9.938 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2299], Speed: 9.907 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2399], Speed: 10.028 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2499], Speed: 10.102 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.675,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2599], Speed: 10.017 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2699], Speed: 10.100 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2799], Speed: 10.108 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2899], Speed: 9.932 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.163,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 2999], Speed: 10.026 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3099], Speed: 9.982 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3199], Speed: 10.202 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3299], Speed: 10.186 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3399], Speed: 10.282 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3499], Speed: 10.040 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3599], Speed: 9.924 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3699], Speed: 9.792 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.674,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3799], Speed: 10.112 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3899], Speed: 9.931 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 3999], Speed: 10.101 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4099], Speed: 10.003 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4199], Speed: 10.046 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4299], Speed: 10.073 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4399], Speed: 10.000 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4499], Speed: 10.070 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4599], Speed: 10.004 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4699], Speed: 10.254 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4799], Speed: 10.164 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4899], Speed: 9.944 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.673,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 4999], Speed: 10.111 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5099], Speed: 10.078 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5199], Speed: 9.976 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5299], Speed: 10.023 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5399], Speed: 9.935 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.302,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5499], Speed: 9.974 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5599], Speed: 9.920 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5699], Speed: 9.709 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5799], Speed: 9.882 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.514 [Epoch 22][Batch 5899], Speed: 10.092 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.093,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 5999], Speed: 10.059 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.672,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6099], Speed: 9.822 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6199], Speed: 10.114 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6299], Speed: 10.107 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6399], Speed: 10.126 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6499], Speed: 9.949 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6599], Speed: 10.041 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6699], Speed: 9.795 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6799], Speed: 9.967 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6899], Speed: 10.082 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 6999], Speed: 10.012 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.164,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7099], Speed: 10.125 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7199], Speed: 10.141 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.671,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7299], Speed: 10.209 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7399], Speed: 10.182 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7499], Speed: 9.932 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7599], Speed: 9.937 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7699], Speed: 9.984 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7799], Speed: 10.047 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7899], Speed: 9.870 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 7999], Speed: 10.040 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8099], Speed: 10.139 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8199], Speed: 10.167 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8299], Speed: 10.293 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8399], Speed: 9.935 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.670,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8499], Speed: 10.051 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.973,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8599], Speed: 9.931 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8699], Speed: 10.078 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8799], Speed: 9.894 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8899], Speed: 10.168 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 8999], Speed: 9.989 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9099], Speed: 9.884 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9199], Speed: 9.977 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9299], Speed: 10.011 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9399], Speed: 9.845 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.301,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9499], Speed: 9.924 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9599], Speed: 9.864 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9699], Speed: 10.144 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.669,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9799], Speed: 10.020 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9899], Speed: 10.135 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 9999], Speed: 10.404 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10099], Speed: 9.972 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10199], Speed: 10.190 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10299], Speed: 9.668 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10399], Speed: 10.180 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10499], Speed: 9.927 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10599], Speed: 10.113 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10699], Speed: 9.810 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10799], Speed: 10.118 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10899], Speed: 10.051 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.903,RCNNL1Loss=0.668,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 10999], Speed: 10.245 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11099], Speed: 10.219 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11199], Speed: 9.962 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11299], Speed: 9.867 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11399], Speed: 9.910 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11499], Speed: 9.718 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11599], Speed: 10.076 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11699], Speed: 10.102 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11799], Speed: 9.995 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11899], Speed: 10.000 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 11999], Speed: 10.073 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12099], Speed: 10.129 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.219,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.667,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12199], Speed: 10.113 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12299], Speed: 9.959 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12399], Speed: 10.086 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12499], Speed: 10.046 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12599], Speed: 10.133 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12699], Speed: 9.754 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12799], Speed: 10.142 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12899], Speed: 10.091 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 12999], Speed: 10.141 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13099], Speed: 10.136 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13199], Speed: 10.029 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13299], Speed: 9.950 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13399], Speed: 9.931 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.300,RCNNAcc=0.904,RCNNL1Loss=0.666,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13499], Speed: 10.362 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13599], Speed: 10.135 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13699], Speed: 9.902 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13799], Speed: 10.114 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.891,MaskFGAcc=0.513 [Epoch 22][Batch 13899], Speed: 10.070 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 13999], Speed: 9.754 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14099], Speed: 9.806 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14199], Speed: 10.092 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14299], Speed: 9.934 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14399], Speed: 10.091 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14499], Speed: 10.140 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22][Batch 14599], Speed: 9.959 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.665,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 22] Training cost: 11744.945, RPN_Conf=0.039,RPN_SmoothL1=0.056,RCNN_CrossEntropy=0.165,RCNN_SmoothL1=0.094,RCNN_Mask=0.220 [Epoch 22] Saving parameters to mask_rcnn_resnet101_v1d_coco_0022_0.0000.params [Epoch 23] Set learning rate to 0.0001 [Epoch 23][Batch 99], Speed: 8.565 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.091,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 199], Speed: 9.457 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.051,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.091,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 299], Speed: 9.855 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 399], Speed: 9.594 samples/sec, RPN_Conf=0.039,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 499], Speed: 9.870 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.091,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 599], Speed: 9.436 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.091,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 699], Speed: 9.641 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.513 [Epoch 23][Batch 799], Speed: 9.853 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 899], Speed: 9.597 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 999], Speed: 9.818 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.159,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1099], Speed: 9.755 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.664,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1199], Speed: 9.755 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1299], Speed: 9.887 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1399], Speed: 9.777 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1499], Speed: 9.856 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.090,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1599], Speed: 9.714 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1699], Speed: 9.850 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1799], Speed: 9.746 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1899], Speed: 9.874 samples/sec, RPN_Conf=0.038,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.218,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 1999], Speed: 9.745 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2099], Speed: 9.549 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.158,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2199], Speed: 9.699 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2299], Speed: 9.663 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.663,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2399], Speed: 9.683 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2499], Speed: 9.760 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2599], Speed: 9.762 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.299,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2699], Speed: 9.779 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2799], Speed: 9.656 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2899], Speed: 9.845 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 2999], Speed: 9.631 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3099], Speed: 9.753 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3199], Speed: 9.817 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3299], Speed: 9.610 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3399], Speed: 9.804 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.662,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3499], Speed: 9.561 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3599], Speed: 9.736 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3699], Speed: 9.710 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3799], Speed: 9.601 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3899], Speed: 9.831 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 3999], Speed: 9.709 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4099], Speed: 9.664 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4199], Speed: 9.898 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.157,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4299], Speed: 9.943 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4399], Speed: 9.619 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4499], Speed: 9.832 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4599], Speed: 9.559 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.661,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4699], Speed: 9.716 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4799], Speed: 9.488 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4899], Speed: 9.659 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 4999], Speed: 9.467 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5099], Speed: 9.737 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5199], Speed: 9.516 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.904,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5299], Speed: 9.715 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5399], Speed: 9.788 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5499], Speed: 9.945 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5599], Speed: 9.597 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5699], Speed: 9.891 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5799], Speed: 9.754 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.660,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5899], Speed: 9.075 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 5999], Speed: 9.717 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6099], Speed: 9.781 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6199], Speed: 9.755 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6299], Speed: 9.529 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.298,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6399], Speed: 9.750 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6499], Speed: 9.755 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6599], Speed: 9.769 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6699], Speed: 9.687 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6799], Speed: 9.815 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6899], Speed: 9.783 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 6999], Speed: 10.067 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.659,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7099], Speed: 9.758 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7199], Speed: 9.711 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7299], Speed: 9.692 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7399], Speed: 9.719 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7499], Speed: 9.826 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7599], Speed: 9.964 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7699], Speed: 9.942 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7799], Speed: 9.741 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7899], Speed: 10.005 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 7999], Speed: 9.920 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8099], Speed: 9.773 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8199], Speed: 9.768 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.658,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8299], Speed: 9.782 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8399], Speed: 9.894 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8499], Speed: 9.991 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8599], Speed: 9.870 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8699], Speed: 9.715 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8799], Speed: 9.998 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8899], Speed: 10.049 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 8999], Speed: 9.899 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9099], Speed: 9.761 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9199], Speed: 9.694 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9299], Speed: 9.908 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9399], Speed: 9.828 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.657,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9499], Speed: 9.707 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9599], Speed: 9.648 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9699], Speed: 9.579 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9799], Speed: 9.702 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9899], Speed: 9.780 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 9999], Speed: 9.945 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 10099], Speed: 9.780 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 10199], Speed: 9.965 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.297,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 10299], Speed: 9.620 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.512 [Epoch 23][Batch 10399], Speed: 9.859 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10499], Speed: 9.739 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10599], Speed: 9.658 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.656,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10699], Speed: 9.631 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10799], Speed: 9.536 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10899], Speed: 9.701 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 10999], Speed: 9.689 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11099], Speed: 9.739 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11199], Speed: 9.717 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11299], Speed: 9.624 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11399], Speed: 9.676 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11499], Speed: 9.889 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11599], Speed: 9.698 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11699], Speed: 9.797 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11799], Speed: 9.937 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.655,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11899], Speed: 9.740 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 11999], Speed: 9.716 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.089,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12099], Speed: 9.711 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12199], Speed: 9.645 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12299], Speed: 9.575 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12399], Speed: 9.738 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12499], Speed: 9.807 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12599], Speed: 9.535 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12699], Speed: 9.776 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12799], Speed: 9.554 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12899], Speed: 9.947 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 12999], Speed: 9.620 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.654,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13099], Speed: 9.891 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13199], Speed: 9.510 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13299], Speed: 9.444 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13399], Speed: 9.859 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13499], Speed: 9.927 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.155,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13599], Speed: 9.717 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13699], Speed: 9.874 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13799], Speed: 9.784 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13899], Speed: 9.812 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 13999], Speed: 9.719 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14099], Speed: 9.631 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.296,RCNNAcc=0.905,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14199], Speed: 9.762 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.653,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14299], Speed: 9.722 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14399], Speed: 9.932 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14499], Speed: 9.973 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23][Batch 14599], Speed: 10.247 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 23] Training cost: 12044.380, RPN_Conf=0.037,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.216 [Epoch 23] Validation: ~~~~ Summary bbox 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 ] = 0.618 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.234 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.456 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.341 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.564 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 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 ~~~~ Mean AP for bbox ~~~~ =41.2 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.176 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.392 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.298 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 ~~~~ Mean AP for segm ~~~~ =35.2 [Epoch 23] mAP 35.2 higher than current best [35.0] saving to mask_rcnn_resnet101_v1d_coco_best.params [Epoch 23] Saving parameters to mask_rcnn_resnet101_v1d_coco_0023_35.2000.params [Epoch 24][Batch 99], Speed: 7.345 samples/sec, RPN_Conf=0.037,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.156,RCNN_SmoothL1=0.088,RCNN_Mask=0.217,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 24][Batch 199], Speed: 9.732 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.085,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 24][Batch 299], Speed: 9.843 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.148,RCNN_SmoothL1=0.085,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 24][Batch 399], Speed: 9.707 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.149,RCNN_SmoothL1=0.085,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.892,MaskFGAcc=0.511 [Epoch 24][Batch 499], Speed: 9.775 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.085,RCNN_Mask=0.212,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 599], Speed: 9.764 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.085,RCNN_Mask=0.212,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 699], Speed: 9.718 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.085,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 799], Speed: 10.032 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.652,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 899], Speed: 9.937 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 999], Speed: 9.530 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1099], Speed: 9.614 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.213,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1199], Speed: 9.592 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1299], Speed: 9.925 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1399], Speed: 9.850 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1499], Speed: 9.963 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1599], Speed: 10.121 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1699], Speed: 9.766 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1799], Speed: 9.798 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1899], Speed: 9.854 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 1999], Speed: 9.805 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.651,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2099], Speed: 9.808 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.214,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2199], Speed: 9.598 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2299], Speed: 9.470 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2399], Speed: 9.643 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2499], Speed: 9.812 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2599], Speed: 9.947 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2699], Speed: 9.730 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2799], Speed: 9.860 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2899], Speed: 9.838 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 2999], Speed: 9.725 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3099], Speed: 9.876 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3199], Speed: 9.804 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.650,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3299], Speed: 9.946 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3399], Speed: 9.787 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.295,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3499], Speed: 9.826 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3599], Speed: 9.814 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3699], Speed: 9.709 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3799], Speed: 9.699 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3899], Speed: 9.568 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 3999], Speed: 9.798 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4099], Speed: 9.767 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4199], Speed: 9.707 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4299], Speed: 9.800 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4399], Speed: 9.913 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4499], Speed: 9.732 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.649,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4599], Speed: 10.126 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4699], Speed: 9.866 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4799], Speed: 9.842 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4899], Speed: 9.684 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 4999], Speed: 9.871 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5099], Speed: 9.678 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5199], Speed: 9.780 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5299], Speed: 9.920 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5399], Speed: 9.785 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5499], Speed: 9.850 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5599], Speed: 9.935 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5699], Speed: 9.857 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.648,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5799], Speed: 9.860 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.974,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5899], Speed: 9.609 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.511 [Epoch 24][Batch 5999], Speed: 9.768 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6099], Speed: 9.564 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6199], Speed: 9.875 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6299], Speed: 9.734 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6399], Speed: 9.611 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6499], Speed: 9.763 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6599], Speed: 9.579 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6699], Speed: 9.718 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6799], Speed: 9.805 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6899], Speed: 9.774 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 6999], Speed: 9.957 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.647,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7099], Speed: 9.846 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7199], Speed: 9.745 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7299], Speed: 9.789 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7399], Speed: 9.616 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7499], Speed: 9.802 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.294,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7599], Speed: 9.753 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7699], Speed: 9.982 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7799], Speed: 9.727 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7899], Speed: 9.811 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 7999], Speed: 9.914 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8099], Speed: 9.756 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8199], Speed: 9.902 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8299], Speed: 9.821 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.646,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8399], Speed: 9.648 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8499], Speed: 9.917 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8599], Speed: 9.801 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.906,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8699], Speed: 9.693 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8799], Speed: 9.852 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8899], Speed: 9.810 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 8999], Speed: 9.572 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9099], Speed: 9.806 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9199], Speed: 9.882 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9299], Speed: 9.784 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9399], Speed: 9.942 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9499], Speed: 9.824 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9599], Speed: 9.687 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.645,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9699], Speed: 9.803 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9799], Speed: 9.957 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9899], Speed: 9.831 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 9999], Speed: 9.937 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10099], Speed: 9.773 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10199], Speed: 9.716 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10299], Speed: 9.943 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10399], Speed: 9.780 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10499], Speed: 9.870 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10599], Speed: 9.785 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10699], Speed: 9.686 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10799], Speed: 9.800 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10899], Speed: 9.736 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.644,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 10999], Speed: 9.696 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11099], Speed: 9.852 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11199], Speed: 9.985 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11299], Speed: 9.326 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11399], Speed: 9.962 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11499], Speed: 9.579 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11599], Speed: 9.705 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.293,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11699], Speed: 9.894 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11799], Speed: 9.640 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11899], Speed: 9.783 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 11999], Speed: 9.894 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12099], Speed: 9.729 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12199], Speed: 9.600 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.643,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12299], Speed: 9.840 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12399], Speed: 9.846 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12499], Speed: 9.835 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12599], Speed: 9.806 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12699], Speed: 9.943 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12799], Speed: 9.706 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12899], Speed: 9.933 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 12999], Speed: 9.913 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13099], Speed: 9.682 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13199], Speed: 9.884 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13299], Speed: 9.861 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13399], Speed: 9.661 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13499], Speed: 9.660 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.642,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13599], Speed: 9.845 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13699], Speed: 9.811 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13799], Speed: 9.685 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13899], Speed: 9.704 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 13999], Speed: 9.772 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14099], Speed: 9.816 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14199], Speed: 9.606 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14299], Speed: 9.798 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14399], Speed: 9.870 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14499], Speed: 9.830 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24][Batch 14599], Speed: 9.778 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 24] Training cost: 12007.904, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216 [Epoch 24] Saving parameters to mask_rcnn_resnet101_v1d_coco_0024_0.0000.params [Epoch 25][Batch 99], Speed: 6.676 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.055,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.088,RCNN_Mask=0.218,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.641,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 199], Speed: 10.001 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.054,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.218,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 299], Speed: 10.258 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.154,RCNN_SmoothL1=0.088,RCNN_Mask=0.218,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 399], Speed: 10.317 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 499], Speed: 10.226 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.088,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 599], Speed: 10.118 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 699], Speed: 10.161 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 799], Speed: 10.344 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.153,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 899], Speed: 10.270 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 999], Speed: 10.098 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.217,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1099], Speed: 10.198 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.152,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1199], Speed: 10.262 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.292,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1299], Speed: 10.172 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1399], Speed: 10.360 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1499], Speed: 10.364 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.640,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1599], Speed: 10.394 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1699], Speed: 10.284 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1799], Speed: 10.292 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1899], Speed: 10.443 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 1999], Speed: 10.360 samples/sec, RPN_Conf=0.035,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.510 [Epoch 25][Batch 2099], Speed: 10.371 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2199], Speed: 10.254 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2299], Speed: 10.486 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2399], Speed: 10.319 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2499], Speed: 10.429 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2599], Speed: 10.286 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2699], Speed: 10.192 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2799], Speed: 10.195 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.639,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2899], Speed: 10.132 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 2999], Speed: 10.222 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 3099], Speed: 10.148 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.087,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.893,MaskFGAcc=0.509 [Epoch 25][Batch 3199], Speed: 10.298 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3299], Speed: 10.331 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3399], Speed: 10.484 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3499], Speed: 10.456 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3599], Speed: 10.204 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.216,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.907,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3699], Speed: 10.171 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3799], Speed: 10.416 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3899], Speed: 10.262 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 3999], Speed: 10.187 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4099], Speed: 10.363 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.638,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4199], Speed: 10.138 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4299], Speed: 10.342 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4399], Speed: 10.361 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4499], Speed: 10.291 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4599], Speed: 10.328 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4699], Speed: 10.108 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4799], Speed: 10.488 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4899], Speed: 10.358 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 4999], Speed: 10.328 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5099], Speed: 10.447 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5199], Speed: 9.990 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5299], Speed: 10.210 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5399], Speed: 10.413 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.637,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5499], Speed: 10.420 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.291,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5599], Speed: 10.414 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5699], Speed: 10.584 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5799], Speed: 10.207 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5899], Speed: 10.397 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 5999], Speed: 10.206 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6099], Speed: 10.064 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6199], Speed: 10.124 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6299], Speed: 10.323 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6399], Speed: 10.367 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6499], Speed: 10.146 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6599], Speed: 10.266 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6699], Speed: 10.391 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6799], Speed: 9.981 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.636,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6899], Speed: 10.221 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.150,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 6999], Speed: 10.195 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7099], Speed: 10.155 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7199], Speed: 10.218 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7299], Speed: 10.307 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7399], Speed: 10.174 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7499], Speed: 10.398 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7599], Speed: 10.317 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7699], Speed: 10.180 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7799], Speed: 10.217 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7899], Speed: 10.255 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 7999], Speed: 9.895 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8099], Speed: 10.379 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8199], Speed: 10.256 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.635,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8299], Speed: 10.318 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8399], Speed: 10.305 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8499], Speed: 10.342 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8599], Speed: 10.280 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8699], Speed: 10.341 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8799], Speed: 10.083 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8899], Speed: 10.406 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 8999], Speed: 10.101 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9099], Speed: 10.423 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9199], Speed: 10.494 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9299], Speed: 10.458 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9399], Speed: 10.076 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9499], Speed: 10.318 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.634,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9599], Speed: 10.434 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9699], Speed: 10.221 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9799], Speed: 10.006 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.290,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9899], Speed: 10.481 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 9999], Speed: 10.088 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10099], Speed: 10.022 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10199], Speed: 9.979 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10299], Speed: 10.417 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10399], Speed: 10.444 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10499], Speed: 10.382 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10599], Speed: 10.312 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10699], Speed: 10.186 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10799], Speed: 10.307 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10899], Speed: 10.308 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.633,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 10999], Speed: 10.237 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11099], Speed: 10.110 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11199], Speed: 10.303 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11299], Speed: 10.280 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11399], Speed: 10.216 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11499], Speed: 10.257 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11599], Speed: 10.107 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11699], Speed: 10.365 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11799], Speed: 10.167 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11899], Speed: 10.462 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 11999], Speed: 10.236 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12099], Speed: 10.079 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12199], Speed: 10.024 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12299], Speed: 10.281 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.632,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12399], Speed: 10.156 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12499], Speed: 10.240 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12599], Speed: 10.108 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12699], Speed: 10.118 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12799], Speed: 10.223 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12899], Speed: 10.201 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 12999], Speed: 10.384 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.509 [Epoch 25][Batch 13099], Speed: 10.182 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13199], Speed: 10.229 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.052,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13299], Speed: 10.087 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13399], Speed: 10.205 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13499], Speed: 10.375 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13599], Speed: 10.284 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13699], Speed: 10.594 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.631,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13799], Speed: 10.206 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.908,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13899], Speed: 10.275 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 13999], Speed: 10.031 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14099], Speed: 10.412 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14199], Speed: 10.157 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14299], Speed: 10.077 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14399], Speed: 10.554 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14499], Speed: 10.321 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.289,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25][Batch 14599], Speed: 10.235 samples/sec, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215,RPNAcc=0.975,RPNL1Loss=0.288,RCNNAcc=0.909,RCNNL1Loss=0.630,MaskAcc=0.894,MaskFGAcc=0.508 [Epoch 25] Training cost: 11467.859, RPN_Conf=0.036,RPN_SmoothL1=0.053,RCNN_CrossEntropy=0.151,RCNN_SmoothL1=0.086,RCNN_Mask=0.215 [Epoch 25] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.413 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.617 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.444 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.234 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.456 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.341 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.535 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.728 ~~~~ Mean AP for bbox ~~~~ =41.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.369 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.175 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.391 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.465 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.487 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.295 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.666 ~~~~ Mean AP for segm ~~~~ =35.2 [Epoch 25] Saving parameters to mask_rcnn_resnet101_v1d_coco_0025_35.2000.params