Namespace(batch_size=8, dataset='coco', 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='resnet50_v1b', num_workers=4, resume='', save_interval=1, save_prefix='mask_rcnn_resnet50_v1b_coco', seed=233, start_epoch=0, val_interval=1, verbose=False, wd=0.0001) Start training from [Epoch 0] [Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333 [Epoch 0][Batch 99], Speed: 8.126 samples/sec, RPN_Conf=0.479,RPN_SmoothL1=0.131,RCNN_CrossEntropy=1.067,RCNN_SmoothL1=0.286,RCNN_Mask=0.672,RPNAcc=0.860,RPNL1Loss=0.531,RCNNAcc=0.835,RCNNL1Loss=1.876,MaskAcc=0.578,MaskFGAcc=0.624 [Epoch 0 Iteration 100] Set learning rate to 0.004 [Epoch 0][Batch 199], Speed: 8.798 samples/sec, RPN_Conf=0.376,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.970,RCNN_SmoothL1=0.291,RCNN_Mask=0.634,RPNAcc=0.872,RPNL1Loss=0.532,RCNNAcc=0.838,RCNNL1Loss=1.877,MaskAcc=0.621,MaskFGAcc=0.646 [Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667 [Epoch 0][Batch 299], Speed: 8.868 samples/sec, RPN_Conf=0.334,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.946,RCNN_SmoothL1=0.307,RCNN_Mask=0.607,RPNAcc=0.879,RPNL1Loss=0.521,RCNNAcc=0.836,RCNNL1Loss=1.914,MaskAcc=0.651,MaskFGAcc=0.661 [Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333 [Epoch 0][Batch 399], Speed: 9.123 samples/sec, RPN_Conf=0.309,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.934,RCNN_SmoothL1=0.318,RCNN_Mask=0.587,RPNAcc=0.883,RPNL1Loss=0.523,RCNNAcc=0.833,RCNNL1Loss=1.934,MaskAcc=0.672,MaskFGAcc=0.660 [Epoch 0 Iteration 400] Set learning rate to 0.006 [Epoch 0][Batch 499], Speed: 9.223 samples/sec, RPN_Conf=0.290,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.919,RCNN_SmoothL1=0.329,RCNN_Mask=0.570,RPNAcc=0.887,RPNL1Loss=0.518,RCNNAcc=0.830,RCNNL1Loss=1.954,MaskAcc=0.688,MaskFGAcc=0.651 [Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666 [Epoch 0][Batch 599], Speed: 8.984 samples/sec, RPN_Conf=0.277,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.906,RCNN_SmoothL1=0.338,RCNN_Mask=0.557,RPNAcc=0.891,RPNL1Loss=0.516,RCNNAcc=0.828,RCNNL1Loss=1.966,MaskAcc=0.700,MaskFGAcc=0.641 [Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333 [Epoch 0][Batch 699], Speed: 9.298 samples/sec, RPN_Conf=0.267,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.890,RCNN_SmoothL1=0.344,RCNN_Mask=0.547,RPNAcc=0.893,RPNL1Loss=0.517,RCNNAcc=0.827,RCNNL1Loss=1.970,MaskAcc=0.709,MaskFGAcc=0.631 [Epoch 0 Iteration 700] Set learning rate to 0.008 [Epoch 0][Batch 799], Speed: 9.099 samples/sec, RPN_Conf=0.258,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.878,RCNN_SmoothL1=0.350,RCNN_Mask=0.537,RPNAcc=0.896,RPNL1Loss=0.515,RCNNAcc=0.825,RCNNL1Loss=1.972,MaskAcc=0.718,MaskFGAcc=0.623 [Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668 [Epoch 0][Batch 899], Speed: 9.296 samples/sec, RPN_Conf=0.251,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.867,RCNN_SmoothL1=0.356,RCNN_Mask=0.529,RPNAcc=0.898,RPNL1Loss=0.514,RCNNAcc=0.824,RCNNL1Loss=1.974,MaskAcc=0.725,MaskFGAcc=0.616 [Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334 [Epoch 0][Batch 999], Speed: 9.108 samples/sec, RPN_Conf=0.245,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.856,RCNN_SmoothL1=0.359,RCNN_Mask=0.522,RPNAcc=0.900,RPNL1Loss=0.511,RCNNAcc=0.823,RCNNL1Loss=1.973,MaskAcc=0.731,MaskFGAcc=0.609 [Epoch 0 Iteration 1000] Set learning rate to 0.01 [Epoch 0][Batch 1099], Speed: 9.322 samples/sec, RPN_Conf=0.239,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.847,RCNN_SmoothL1=0.363,RCNN_Mask=0.515,RPNAcc=0.902,RPNL1Loss=0.509,RCNNAcc=0.822,RCNNL1Loss=1.971,MaskAcc=0.736,MaskFGAcc=0.603 [Epoch 0][Batch 1199], Speed: 9.166 samples/sec, RPN_Conf=0.235,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.839,RCNN_SmoothL1=0.367,RCNN_Mask=0.509,RPNAcc=0.904,RPNL1Loss=0.506,RCNNAcc=0.821,RCNNL1Loss=1.970,MaskAcc=0.741,MaskFGAcc=0.596 [Epoch 0][Batch 1299], Speed: 9.334 samples/sec, RPN_Conf=0.231,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.830,RCNN_SmoothL1=0.370,RCNN_Mask=0.504,RPNAcc=0.905,RPNL1Loss=0.504,RCNNAcc=0.820,RCNNL1Loss=1.965,MaskAcc=0.745,MaskFGAcc=0.591 [Epoch 0][Batch 1399], Speed: 9.200 samples/sec, RPN_Conf=0.228,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.822,RCNN_SmoothL1=0.373,RCNN_Mask=0.499,RPNAcc=0.907,RPNL1Loss=0.501,RCNNAcc=0.820,RCNNL1Loss=1.962,MaskAcc=0.749,MaskFGAcc=0.587 [Epoch 0][Batch 1499], Speed: 9.367 samples/sec, RPN_Conf=0.224,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.813,RCNN_SmoothL1=0.374,RCNN_Mask=0.495,RPNAcc=0.908,RPNL1Loss=0.500,RCNNAcc=0.820,RCNNL1Loss=1.958,MaskAcc=0.752,MaskFGAcc=0.583 [Epoch 0][Batch 1599], Speed: 9.365 samples/sec, RPN_Conf=0.221,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.804,RCNN_SmoothL1=0.375,RCNN_Mask=0.490,RPNAcc=0.909,RPNL1Loss=0.499,RCNNAcc=0.820,RCNNL1Loss=1.950,MaskAcc=0.756,MaskFGAcc=0.579 [Epoch 0][Batch 1699], Speed: 9.126 samples/sec, RPN_Conf=0.218,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.796,RCNN_SmoothL1=0.376,RCNN_Mask=0.486,RPNAcc=0.911,RPNL1Loss=0.498,RCNNAcc=0.820,RCNNL1Loss=1.941,MaskAcc=0.759,MaskFGAcc=0.575 [Epoch 0][Batch 1799], Speed: 9.373 samples/sec, RPN_Conf=0.216,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.789,RCNN_SmoothL1=0.376,RCNN_Mask=0.482,RPNAcc=0.912,RPNL1Loss=0.496,RCNNAcc=0.820,RCNNL1Loss=1.930,MaskAcc=0.762,MaskFGAcc=0.572 [Epoch 0][Batch 1899], Speed: 9.295 samples/sec, RPN_Conf=0.214,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.782,RCNN_SmoothL1=0.376,RCNN_Mask=0.478,RPNAcc=0.913,RPNL1Loss=0.494,RCNNAcc=0.820,RCNNL1Loss=1.919,MaskAcc=0.765,MaskFGAcc=0.569 [Epoch 0][Batch 1999], Speed: 9.155 samples/sec, RPN_Conf=0.212,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.776,RCNN_SmoothL1=0.376,RCNN_Mask=0.475,RPNAcc=0.913,RPNL1Loss=0.493,RCNNAcc=0.821,RCNNL1Loss=1.909,MaskAcc=0.767,MaskFGAcc=0.567 [Epoch 0][Batch 2099], Speed: 9.265 samples/sec, RPN_Conf=0.210,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.769,RCNN_SmoothL1=0.375,RCNN_Mask=0.472,RPNAcc=0.914,RPNL1Loss=0.491,RCNNAcc=0.821,RCNNL1Loss=1.900,MaskAcc=0.769,MaskFGAcc=0.564 [Epoch 0][Batch 2199], Speed: 9.129 samples/sec, RPN_Conf=0.208,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.763,RCNN_SmoothL1=0.375,RCNN_Mask=0.468,RPNAcc=0.915,RPNL1Loss=0.491,RCNNAcc=0.821,RCNNL1Loss=1.890,MaskAcc=0.771,MaskFGAcc=0.561 [Epoch 0][Batch 2299], Speed: 9.410 samples/sec, RPN_Conf=0.206,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.758,RCNN_SmoothL1=0.374,RCNN_Mask=0.466,RPNAcc=0.916,RPNL1Loss=0.489,RCNNAcc=0.821,RCNNL1Loss=1.879,MaskAcc=0.773,MaskFGAcc=0.560 [Epoch 0][Batch 2399], Speed: 9.265 samples/sec, RPN_Conf=0.204,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.751,RCNN_SmoothL1=0.372,RCNN_Mask=0.463,RPNAcc=0.916,RPNL1Loss=0.489,RCNNAcc=0.822,RCNNL1Loss=1.868,MaskAcc=0.775,MaskFGAcc=0.558 [Epoch 0][Batch 2499], Speed: 9.485 samples/sec, RPN_Conf=0.202,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.745,RCNN_SmoothL1=0.371,RCNN_Mask=0.460,RPNAcc=0.917,RPNL1Loss=0.487,RCNNAcc=0.822,RCNNL1Loss=1.857,MaskAcc=0.777,MaskFGAcc=0.556 [Epoch 0][Batch 2599], Speed: 9.343 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.740,RCNN_SmoothL1=0.370,RCNN_Mask=0.457,RPNAcc=0.918,RPNL1Loss=0.487,RCNNAcc=0.823,RCNNL1Loss=1.847,MaskAcc=0.779,MaskFGAcc=0.555 [Epoch 0][Batch 2699], Speed: 9.460 samples/sec, RPN_Conf=0.199,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.735,RCNN_SmoothL1=0.369,RCNN_Mask=0.455,RPNAcc=0.919,RPNL1Loss=0.485,RCNNAcc=0.823,RCNNL1Loss=1.836,MaskAcc=0.781,MaskFGAcc=0.553 [Epoch 0][Batch 2799], Speed: 9.238 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.731,RCNN_SmoothL1=0.368,RCNN_Mask=0.453,RPNAcc=0.919,RPNL1Loss=0.484,RCNNAcc=0.823,RCNNL1Loss=1.827,MaskAcc=0.782,MaskFGAcc=0.551 [Epoch 0][Batch 2899], Speed: 9.349 samples/sec, RPN_Conf=0.196,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.727,RCNN_SmoothL1=0.367,RCNN_Mask=0.450,RPNAcc=0.920,RPNL1Loss=0.482,RCNNAcc=0.823,RCNNL1Loss=1.816,MaskAcc=0.784,MaskFGAcc=0.551 [Epoch 0][Batch 2999], Speed: 9.446 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.722,RCNN_SmoothL1=0.366,RCNN_Mask=0.448,RPNAcc=0.920,RPNL1Loss=0.481,RCNNAcc=0.824,RCNNL1Loss=1.805,MaskAcc=0.785,MaskFGAcc=0.550 [Epoch 0][Batch 3099], Speed: 8.968 samples/sec, RPN_Conf=0.193,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.717,RCNN_SmoothL1=0.365,RCNN_Mask=0.446,RPNAcc=0.921,RPNL1Loss=0.480,RCNNAcc=0.824,RCNNL1Loss=1.795,MaskAcc=0.787,MaskFGAcc=0.548 [Epoch 0][Batch 3199], Speed: 9.068 samples/sec, RPN_Conf=0.192,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.713,RCNN_SmoothL1=0.364,RCNN_Mask=0.444,RPNAcc=0.922,RPNL1Loss=0.478,RCNNAcc=0.824,RCNNL1Loss=1.786,MaskAcc=0.788,MaskFGAcc=0.547 [Epoch 0][Batch 3299], Speed: 9.181 samples/sec, RPN_Conf=0.191,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.709,RCNN_SmoothL1=0.363,RCNN_Mask=0.442,RPNAcc=0.922,RPNL1Loss=0.477,RCNNAcc=0.825,RCNNL1Loss=1.775,MaskAcc=0.789,MaskFGAcc=0.546 [Epoch 0][Batch 3399], Speed: 9.234 samples/sec, RPN_Conf=0.190,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.705,RCNN_SmoothL1=0.362,RCNN_Mask=0.440,RPNAcc=0.923,RPNL1Loss=0.476,RCNNAcc=0.825,RCNNL1Loss=1.766,MaskAcc=0.791,MaskFGAcc=0.545 [Epoch 0][Batch 3499], Speed: 9.418 samples/sec, RPN_Conf=0.189,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.701,RCNN_SmoothL1=0.360,RCNN_Mask=0.438,RPNAcc=0.923,RPNL1Loss=0.475,RCNNAcc=0.826,RCNNL1Loss=1.757,MaskAcc=0.792,MaskFGAcc=0.544 [Epoch 0][Batch 3599], Speed: 9.265 samples/sec, RPN_Conf=0.188,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.697,RCNN_SmoothL1=0.359,RCNN_Mask=0.436,RPNAcc=0.923,RPNL1Loss=0.474,RCNNAcc=0.826,RCNNL1Loss=1.747,MaskAcc=0.793,MaskFGAcc=0.543 [Epoch 0][Batch 3699], Speed: 8.991 samples/sec, RPN_Conf=0.187,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.695,RCNN_SmoothL1=0.358,RCNN_Mask=0.435,RPNAcc=0.924,RPNL1Loss=0.473,RCNNAcc=0.826,RCNNL1Loss=1.739,MaskAcc=0.794,MaskFGAcc=0.543 [Epoch 0][Batch 3799], Speed: 9.273 samples/sec, RPN_Conf=0.186,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.691,RCNN_SmoothL1=0.357,RCNN_Mask=0.433,RPNAcc=0.924,RPNL1Loss=0.472,RCNNAcc=0.826,RCNNL1Loss=1.731,MaskAcc=0.795,MaskFGAcc=0.542 [Epoch 0][Batch 3899], Speed: 9.210 samples/sec, RPN_Conf=0.185,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.687,RCNN_SmoothL1=0.356,RCNN_Mask=0.432,RPNAcc=0.924,RPNL1Loss=0.471,RCNNAcc=0.827,RCNNL1Loss=1.723,MaskAcc=0.796,MaskFGAcc=0.541 [Epoch 0][Batch 3999], Speed: 9.293 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.684,RCNN_SmoothL1=0.354,RCNN_Mask=0.430,RPNAcc=0.925,RPNL1Loss=0.471,RCNNAcc=0.827,RCNNL1Loss=1.714,MaskAcc=0.797,MaskFGAcc=0.540 [Epoch 0][Batch 4099], Speed: 9.127 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.681,RCNN_SmoothL1=0.353,RCNN_Mask=0.429,RPNAcc=0.925,RPNL1Loss=0.470,RCNNAcc=0.827,RCNNL1Loss=1.706,MaskAcc=0.798,MaskFGAcc=0.540 [Epoch 0][Batch 4199], Speed: 9.306 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.678,RCNN_SmoothL1=0.352,RCNN_Mask=0.427,RPNAcc=0.926,RPNL1Loss=0.469,RCNNAcc=0.828,RCNNL1Loss=1.699,MaskAcc=0.799,MaskFGAcc=0.539 [Epoch 0][Batch 4299], Speed: 9.230 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.675,RCNN_SmoothL1=0.351,RCNN_Mask=0.426,RPNAcc=0.926,RPNL1Loss=0.468,RCNNAcc=0.828,RCNNL1Loss=1.692,MaskAcc=0.799,MaskFGAcc=0.539 [Epoch 0][Batch 4399], Speed: 9.256 samples/sec, RPN_Conf=0.181,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.672,RCNN_SmoothL1=0.350,RCNN_Mask=0.425,RPNAcc=0.926,RPNL1Loss=0.467,RCNNAcc=0.828,RCNNL1Loss=1.685,MaskAcc=0.800,MaskFGAcc=0.538 [Epoch 0][Batch 4499], Speed: 9.252 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.669,RCNN_SmoothL1=0.349,RCNN_Mask=0.423,RPNAcc=0.927,RPNL1Loss=0.467,RCNNAcc=0.829,RCNNL1Loss=1.678,MaskAcc=0.801,MaskFGAcc=0.538 [Epoch 0][Batch 4599], Speed: 9.281 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.667,RCNN_SmoothL1=0.348,RCNN_Mask=0.422,RPNAcc=0.927,RPNL1Loss=0.466,RCNNAcc=0.829,RCNNL1Loss=1.671,MaskAcc=0.802,MaskFGAcc=0.537 [Epoch 0][Batch 4699], Speed: 9.165 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.664,RCNN_SmoothL1=0.347,RCNN_Mask=0.421,RPNAcc=0.927,RPNL1Loss=0.465,RCNNAcc=0.829,RCNNL1Loss=1.664,MaskAcc=0.803,MaskFGAcc=0.537 [Epoch 0][Batch 4799], Speed: 9.146 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.662,RCNN_SmoothL1=0.346,RCNN_Mask=0.420,RPNAcc=0.927,RPNL1Loss=0.464,RCNNAcc=0.829,RCNNL1Loss=1.657,MaskAcc=0.803,MaskFGAcc=0.536 [Epoch 0][Batch 4899], Speed: 9.161 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.659,RCNN_SmoothL1=0.345,RCNN_Mask=0.419,RPNAcc=0.928,RPNL1Loss=0.464,RCNNAcc=0.830,RCNNL1Loss=1.651,MaskAcc=0.804,MaskFGAcc=0.536 [Epoch 0][Batch 4999], Speed: 9.437 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.657,RCNN_SmoothL1=0.344,RCNN_Mask=0.418,RPNAcc=0.928,RPNL1Loss=0.463,RCNNAcc=0.830,RCNNL1Loss=1.644,MaskAcc=0.805,MaskFGAcc=0.536 [Epoch 0][Batch 5099], Speed: 9.293 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.655,RCNN_SmoothL1=0.343,RCNN_Mask=0.416,RPNAcc=0.928,RPNL1Loss=0.463,RCNNAcc=0.830,RCNNL1Loss=1.637,MaskAcc=0.805,MaskFGAcc=0.536 [Epoch 0][Batch 5199], Speed: 9.133 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.652,RCNN_SmoothL1=0.342,RCNN_Mask=0.415,RPNAcc=0.929,RPNL1Loss=0.462,RCNNAcc=0.831,RCNNL1Loss=1.631,MaskAcc=0.806,MaskFGAcc=0.535 [Epoch 0][Batch 5299], Speed: 9.379 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.650,RCNN_SmoothL1=0.341,RCNN_Mask=0.414,RPNAcc=0.929,RPNL1Loss=0.461,RCNNAcc=0.831,RCNNL1Loss=1.625,MaskAcc=0.807,MaskFGAcc=0.535 [Epoch 0][Batch 5399], Speed: 9.156 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.648,RCNN_SmoothL1=0.340,RCNN_Mask=0.413,RPNAcc=0.929,RPNL1Loss=0.461,RCNNAcc=0.831,RCNNL1Loss=1.620,MaskAcc=0.807,MaskFGAcc=0.535 [Epoch 0][Batch 5499], Speed: 9.460 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.646,RCNN_SmoothL1=0.339,RCNN_Mask=0.412,RPNAcc=0.929,RPNL1Loss=0.460,RCNNAcc=0.831,RCNNL1Loss=1.614,MaskAcc=0.808,MaskFGAcc=0.535 [Epoch 0][Batch 5599], Speed: 9.102 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.644,RCNN_SmoothL1=0.338,RCNN_Mask=0.411,RPNAcc=0.930,RPNL1Loss=0.460,RCNNAcc=0.831,RCNNL1Loss=1.609,MaskAcc=0.809,MaskFGAcc=0.535 [Epoch 0][Batch 5699], Speed: 9.214 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.642,RCNN_SmoothL1=0.337,RCNN_Mask=0.410,RPNAcc=0.930,RPNL1Loss=0.459,RCNNAcc=0.832,RCNNL1Loss=1.603,MaskAcc=0.809,MaskFGAcc=0.534 [Epoch 0][Batch 5799], Speed: 9.053 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.640,RCNN_SmoothL1=0.336,RCNN_Mask=0.409,RPNAcc=0.930,RPNL1Loss=0.459,RCNNAcc=0.832,RCNNL1Loss=1.597,MaskAcc=0.810,MaskFGAcc=0.534 [Epoch 0][Batch 5899], Speed: 9.451 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.638,RCNN_SmoothL1=0.336,RCNN_Mask=0.408,RPNAcc=0.930,RPNL1Loss=0.458,RCNNAcc=0.832,RCNNL1Loss=1.592,MaskAcc=0.810,MaskFGAcc=0.534 [Epoch 0][Batch 5999], Speed: 9.099 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.636,RCNN_SmoothL1=0.335,RCNN_Mask=0.408,RPNAcc=0.931,RPNL1Loss=0.458,RCNNAcc=0.832,RCNNL1Loss=1.587,MaskAcc=0.811,MaskFGAcc=0.533 [Epoch 0][Batch 6099], Speed: 9.224 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.634,RCNN_SmoothL1=0.334,RCNN_Mask=0.407,RPNAcc=0.931,RPNL1Loss=0.457,RCNNAcc=0.833,RCNNL1Loss=1.581,MaskAcc=0.812,MaskFGAcc=0.533 [Epoch 0][Batch 6199], Speed: 9.442 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.632,RCNN_SmoothL1=0.333,RCNN_Mask=0.406,RPNAcc=0.931,RPNL1Loss=0.457,RCNNAcc=0.833,RCNNL1Loss=1.576,MaskAcc=0.812,MaskFGAcc=0.532 [Epoch 0][Batch 6299], Speed: 9.157 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.630,RCNN_SmoothL1=0.332,RCNN_Mask=0.405,RPNAcc=0.931,RPNL1Loss=0.456,RCNNAcc=0.833,RCNNL1Loss=1.571,MaskAcc=0.813,MaskFGAcc=0.532 [Epoch 0][Batch 6399], Speed: 9.306 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.628,RCNN_SmoothL1=0.331,RCNN_Mask=0.404,RPNAcc=0.931,RPNL1Loss=0.456,RCNNAcc=0.833,RCNNL1Loss=1.566,MaskAcc=0.813,MaskFGAcc=0.531 [Epoch 0][Batch 6499], Speed: 9.269 samples/sec, RPN_Conf=0.168,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.627,RCNN_SmoothL1=0.331,RCNN_Mask=0.403,RPNAcc=0.932,RPNL1Loss=0.455,RCNNAcc=0.834,RCNNL1Loss=1.562,MaskAcc=0.813,MaskFGAcc=0.531 [Epoch 0][Batch 6599], Speed: 9.227 samples/sec, RPN_Conf=0.168,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.625,RCNN_SmoothL1=0.330,RCNN_Mask=0.403,RPNAcc=0.932,RPNL1Loss=0.455,RCNNAcc=0.834,RCNNL1Loss=1.557,MaskAcc=0.814,MaskFGAcc=0.531 [Epoch 0][Batch 6699], Speed: 9.541 samples/sec, RPN_Conf=0.168,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.623,RCNN_SmoothL1=0.329,RCNN_Mask=0.402,RPNAcc=0.932,RPNL1Loss=0.454,RCNNAcc=0.834,RCNNL1Loss=1.553,MaskAcc=0.814,MaskFGAcc=0.530 [Epoch 0][Batch 6799], Speed: 9.215 samples/sec, RPN_Conf=0.167,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.622,RCNN_SmoothL1=0.328,RCNN_Mask=0.401,RPNAcc=0.932,RPNL1Loss=0.453,RCNNAcc=0.834,RCNNL1Loss=1.548,MaskAcc=0.815,MaskFGAcc=0.530 [Epoch 0][Batch 6899], Speed: 9.189 samples/sec, RPN_Conf=0.167,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.620,RCNN_SmoothL1=0.327,RCNN_Mask=0.400,RPNAcc=0.932,RPNL1Loss=0.453,RCNNAcc=0.834,RCNNL1Loss=1.544,MaskAcc=0.815,MaskFGAcc=0.530 [Epoch 0][Batch 6999], Speed: 9.125 samples/sec, RPN_Conf=0.166,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.618,RCNN_SmoothL1=0.327,RCNN_Mask=0.400,RPNAcc=0.932,RPNL1Loss=0.452,RCNNAcc=0.835,RCNNL1Loss=1.539,MaskAcc=0.816,MaskFGAcc=0.530 [Epoch 0][Batch 7099], Speed: 9.254 samples/sec, RPN_Conf=0.166,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.617,RCNN_SmoothL1=0.326,RCNN_Mask=0.399,RPNAcc=0.933,RPNL1Loss=0.452,RCNNAcc=0.835,RCNNL1Loss=1.535,MaskAcc=0.816,MaskFGAcc=0.529 [Epoch 0][Batch 7199], Speed: 9.331 samples/sec, RPN_Conf=0.165,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.615,RCNN_SmoothL1=0.325,RCNN_Mask=0.398,RPNAcc=0.933,RPNL1Loss=0.451,RCNNAcc=0.835,RCNNL1Loss=1.531,MaskAcc=0.816,MaskFGAcc=0.529 [Epoch 0][Batch 7299], Speed: 9.169 samples/sec, RPN_Conf=0.165,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.614,RCNN_SmoothL1=0.325,RCNN_Mask=0.398,RPNAcc=0.933,RPNL1Loss=0.451,RCNNAcc=0.835,RCNNL1Loss=1.528,MaskAcc=0.817,MaskFGAcc=0.528 [Epoch 0][Batch 7399], Speed: 9.371 samples/sec, RPN_Conf=0.165,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.612,RCNN_SmoothL1=0.324,RCNN_Mask=0.397,RPNAcc=0.933,RPNL1Loss=0.450,RCNNAcc=0.836,RCNNL1Loss=1.524,MaskAcc=0.817,MaskFGAcc=0.528 [Epoch 0][Batch 7499], Speed: 9.087 samples/sec, RPN_Conf=0.164,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.611,RCNN_SmoothL1=0.323,RCNN_Mask=0.396,RPNAcc=0.933,RPNL1Loss=0.450,RCNNAcc=0.836,RCNNL1Loss=1.519,MaskAcc=0.818,MaskFGAcc=0.528 [Epoch 0][Batch 7599], Speed: 9.204 samples/sec, RPN_Conf=0.164,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.609,RCNN_SmoothL1=0.323,RCNN_Mask=0.396,RPNAcc=0.933,RPNL1Loss=0.449,RCNNAcc=0.836,RCNNL1Loss=1.515,MaskAcc=0.818,MaskFGAcc=0.528 [Epoch 0][Batch 7699], Speed: 9.193 samples/sec, RPN_Conf=0.164,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.608,RCNN_SmoothL1=0.322,RCNN_Mask=0.395,RPNAcc=0.934,RPNL1Loss=0.449,RCNNAcc=0.836,RCNNL1Loss=1.511,MaskAcc=0.819,MaskFGAcc=0.527 [Epoch 0][Batch 7799], Speed: 9.208 samples/sec, RPN_Conf=0.163,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.606,RCNN_SmoothL1=0.321,RCNN_Mask=0.394,RPNAcc=0.934,RPNL1Loss=0.449,RCNNAcc=0.836,RCNNL1Loss=1.507,MaskAcc=0.819,MaskFGAcc=0.527 [Epoch 0][Batch 7899], Speed: 9.054 samples/sec, RPN_Conf=0.163,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.605,RCNN_SmoothL1=0.321,RCNN_Mask=0.394,RPNAcc=0.934,RPNL1Loss=0.448,RCNNAcc=0.836,RCNNL1Loss=1.504,MaskAcc=0.819,MaskFGAcc=0.527 [Epoch 0][Batch 7999], Speed: 9.286 samples/sec, RPN_Conf=0.163,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.603,RCNN_SmoothL1=0.320,RCNN_Mask=0.393,RPNAcc=0.934,RPNL1Loss=0.448,RCNNAcc=0.837,RCNNL1Loss=1.500,MaskAcc=0.820,MaskFGAcc=0.526 [Epoch 0][Batch 8099], Speed: 9.037 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.602,RCNN_SmoothL1=0.319,RCNN_Mask=0.393,RPNAcc=0.934,RPNL1Loss=0.447,RCNNAcc=0.837,RCNNL1Loss=1.496,MaskAcc=0.820,MaskFGAcc=0.526 [Epoch 0][Batch 8199], Speed: 9.130 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.601,RCNN_SmoothL1=0.319,RCNN_Mask=0.392,RPNAcc=0.934,RPNL1Loss=0.447,RCNNAcc=0.837,RCNNL1Loss=1.492,MaskAcc=0.820,MaskFGAcc=0.526 [Epoch 0][Batch 8299], Speed: 9.291 samples/sec, RPN_Conf=0.162,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.599,RCNN_SmoothL1=0.318,RCNN_Mask=0.391,RPNAcc=0.934,RPNL1Loss=0.447,RCNNAcc=0.837,RCNNL1Loss=1.489,MaskAcc=0.821,MaskFGAcc=0.526 [Epoch 0][Batch 8399], Speed: 9.020 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.598,RCNN_SmoothL1=0.317,RCNN_Mask=0.391,RPNAcc=0.935,RPNL1Loss=0.446,RCNNAcc=0.837,RCNNL1Loss=1.485,MaskAcc=0.821,MaskFGAcc=0.525 [Epoch 0][Batch 8499], Speed: 9.235 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.597,RCNN_SmoothL1=0.317,RCNN_Mask=0.390,RPNAcc=0.935,RPNL1Loss=0.446,RCNNAcc=0.838,RCNNL1Loss=1.482,MaskAcc=0.821,MaskFGAcc=0.525 [Epoch 0][Batch 8599], Speed: 9.017 samples/sec, RPN_Conf=0.161,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.596,RCNN_SmoothL1=0.316,RCNN_Mask=0.390,RPNAcc=0.935,RPNL1Loss=0.446,RCNNAcc=0.838,RCNNL1Loss=1.478,MaskAcc=0.822,MaskFGAcc=0.525 [Epoch 0][Batch 8699], Speed: 9.277 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.595,RCNN_SmoothL1=0.316,RCNN_Mask=0.389,RPNAcc=0.935,RPNL1Loss=0.445,RCNNAcc=0.838,RCNNL1Loss=1.475,MaskAcc=0.822,MaskFGAcc=0.525 [Epoch 0][Batch 8799], Speed: 9.169 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.594,RCNN_SmoothL1=0.315,RCNN_Mask=0.389,RPNAcc=0.935,RPNL1Loss=0.445,RCNNAcc=0.838,RCNNL1Loss=1.472,MaskAcc=0.822,MaskFGAcc=0.524 [Epoch 0][Batch 8899], Speed: 9.232 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.592,RCNN_SmoothL1=0.314,RCNN_Mask=0.388,RPNAcc=0.935,RPNL1Loss=0.445,RCNNAcc=0.838,RCNNL1Loss=1.469,MaskAcc=0.823,MaskFGAcc=0.524 [Epoch 0][Batch 8999], Speed: 9.324 samples/sec, RPN_Conf=0.160,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.591,RCNN_SmoothL1=0.314,RCNN_Mask=0.388,RPNAcc=0.935,RPNL1Loss=0.444,RCNNAcc=0.838,RCNNL1Loss=1.466,MaskAcc=0.823,MaskFGAcc=0.524 [Epoch 0][Batch 9099], Speed: 9.320 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.590,RCNN_SmoothL1=0.313,RCNN_Mask=0.387,RPNAcc=0.935,RPNL1Loss=0.444,RCNNAcc=0.839,RCNNL1Loss=1.462,MaskAcc=0.823,MaskFGAcc=0.524 [Epoch 0][Batch 9199], Speed: 9.212 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.589,RCNN_SmoothL1=0.313,RCNN_Mask=0.386,RPNAcc=0.935,RPNL1Loss=0.444,RCNNAcc=0.839,RCNNL1Loss=1.459,MaskAcc=0.823,MaskFGAcc=0.524 [Epoch 0][Batch 9299], Speed: 9.306 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.588,RCNN_SmoothL1=0.312,RCNN_Mask=0.386,RPNAcc=0.936,RPNL1Loss=0.443,RCNNAcc=0.839,RCNNL1Loss=1.455,MaskAcc=0.824,MaskFGAcc=0.524 [Epoch 0][Batch 9399], Speed: 9.131 samples/sec, RPN_Conf=0.159,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.587,RCNN_SmoothL1=0.312,RCNN_Mask=0.385,RPNAcc=0.936,RPNL1Loss=0.443,RCNNAcc=0.839,RCNNL1Loss=1.452,MaskAcc=0.824,MaskFGAcc=0.523 [Epoch 0][Batch 9499], Speed: 9.399 samples/sec, RPN_Conf=0.158,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.586,RCNN_SmoothL1=0.311,RCNN_Mask=0.385,RPNAcc=0.936,RPNL1Loss=0.442,RCNNAcc=0.839,RCNNL1Loss=1.450,MaskAcc=0.824,MaskFGAcc=0.523 [Epoch 0][Batch 9599], Speed: 9.434 samples/sec, RPN_Conf=0.158,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.585,RCNN_SmoothL1=0.311,RCNN_Mask=0.385,RPNAcc=0.936,RPNL1Loss=0.442,RCNNAcc=0.839,RCNNL1Loss=1.447,MaskAcc=0.825,MaskFGAcc=0.523 [Epoch 0][Batch 9699], Speed: 9.418 samples/sec, RPN_Conf=0.158,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.310,RCNN_Mask=0.384,RPNAcc=0.936,RPNL1Loss=0.442,RCNNAcc=0.840,RCNNL1Loss=1.444,MaskAcc=0.825,MaskFGAcc=0.523 [Epoch 0][Batch 9799], Speed: 9.393 samples/sec, RPN_Conf=0.158,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.583,RCNN_SmoothL1=0.310,RCNN_Mask=0.384,RPNAcc=0.936,RPNL1Loss=0.442,RCNNAcc=0.840,RCNNL1Loss=1.441,MaskAcc=0.825,MaskFGAcc=0.522 [Epoch 0][Batch 9899], Speed: 9.286 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.581,RCNN_SmoothL1=0.309,RCNN_Mask=0.383,RPNAcc=0.936,RPNL1Loss=0.441,RCNNAcc=0.840,RCNNL1Loss=1.438,MaskAcc=0.825,MaskFGAcc=0.522 [Epoch 0][Batch 9999], Speed: 9.246 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.581,RCNN_SmoothL1=0.309,RCNN_Mask=0.383,RPNAcc=0.936,RPNL1Loss=0.441,RCNNAcc=0.840,RCNNL1Loss=1.435,MaskAcc=0.826,MaskFGAcc=0.522 [Epoch 0][Batch 10099], Speed: 9.272 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.579,RCNN_SmoothL1=0.308,RCNN_Mask=0.382,RPNAcc=0.936,RPNL1Loss=0.441,RCNNAcc=0.840,RCNNL1Loss=1.433,MaskAcc=0.826,MaskFGAcc=0.522 [Epoch 0][Batch 10199], Speed: 9.396 samples/sec, RPN_Conf=0.157,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.578,RCNN_SmoothL1=0.308,RCNN_Mask=0.382,RPNAcc=0.936,RPNL1Loss=0.441,RCNNAcc=0.840,RCNNL1Loss=1.430,MaskAcc=0.826,MaskFGAcc=0.522 [Epoch 0][Batch 10299], Speed: 9.234 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.307,RCNN_Mask=0.382,RPNAcc=0.937,RPNL1Loss=0.440,RCNNAcc=0.841,RCNNL1Loss=1.427,MaskAcc=0.826,MaskFGAcc=0.521 [Epoch 0][Batch 10399], Speed: 9.137 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.113,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.307,RCNN_Mask=0.381,RPNAcc=0.937,RPNL1Loss=0.440,RCNNAcc=0.841,RCNNL1Loss=1.424,MaskAcc=0.827,MaskFGAcc=0.521 [Epoch 0][Batch 10499], Speed: 9.192 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.576,RCNN_SmoothL1=0.306,RCNN_Mask=0.381,RPNAcc=0.937,RPNL1Loss=0.440,RCNNAcc=0.841,RCNNL1Loss=1.422,MaskAcc=0.827,MaskFGAcc=0.521 [Epoch 0][Batch 10599], Speed: 9.217 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.575,RCNN_SmoothL1=0.306,RCNN_Mask=0.380,RPNAcc=0.937,RPNL1Loss=0.439,RCNNAcc=0.841,RCNNL1Loss=1.419,MaskAcc=0.827,MaskFGAcc=0.521 [Epoch 0][Batch 10699], Speed: 9.383 samples/sec, RPN_Conf=0.156,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.574,RCNN_SmoothL1=0.305,RCNN_Mask=0.380,RPNAcc=0.937,RPNL1Loss=0.439,RCNNAcc=0.841,RCNNL1Loss=1.416,MaskAcc=0.827,MaskFGAcc=0.521 [Epoch 0][Batch 10799], Speed: 9.217 samples/sec, RPN_Conf=0.155,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.573,RCNN_SmoothL1=0.305,RCNN_Mask=0.379,RPNAcc=0.937,RPNL1Loss=0.439,RCNNAcc=0.841,RCNNL1Loss=1.414,MaskAcc=0.828,MaskFGAcc=0.520 [Epoch 0][Batch 10899], Speed: 9.348 samples/sec, RPN_Conf=0.155,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.572,RCNN_SmoothL1=0.304,RCNN_Mask=0.379,RPNAcc=0.937,RPNL1Loss=0.438,RCNNAcc=0.841,RCNNL1Loss=1.411,MaskAcc=0.828,MaskFGAcc=0.520 [Epoch 0][Batch 10999], Speed: 9.259 samples/sec, RPN_Conf=0.155,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.571,RCNN_SmoothL1=0.304,RCNN_Mask=0.379,RPNAcc=0.937,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.409,MaskAcc=0.828,MaskFGAcc=0.520 [Epoch 0][Batch 11099], Speed: 9.101 samples/sec, RPN_Conf=0.155,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.570,RCNN_SmoothL1=0.303,RCNN_Mask=0.378,RPNAcc=0.937,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.406,MaskAcc=0.828,MaskFGAcc=0.520 [Epoch 0][Batch 11199], Speed: 9.387 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.569,RCNN_SmoothL1=0.303,RCNN_Mask=0.378,RPNAcc=0.937,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.404,MaskAcc=0.829,MaskFGAcc=0.520 [Epoch 0][Batch 11299], Speed: 9.237 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.302,RCNN_Mask=0.378,RPNAcc=0.937,RPNL1Loss=0.438,RCNNAcc=0.842,RCNNL1Loss=1.402,MaskAcc=0.829,MaskFGAcc=0.520 [Epoch 0][Batch 11399], Speed: 9.192 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.567,RCNN_SmoothL1=0.302,RCNN_Mask=0.377,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.842,RCNNL1Loss=1.399,MaskAcc=0.829,MaskFGAcc=0.520 [Epoch 0][Batch 11499], Speed: 9.310 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.567,RCNN_SmoothL1=0.302,RCNN_Mask=0.377,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.842,RCNNL1Loss=1.397,MaskAcc=0.829,MaskFGAcc=0.519 [Epoch 0][Batch 11599], Speed: 9.060 samples/sec, RPN_Conf=0.154,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.566,RCNN_SmoothL1=0.301,RCNN_Mask=0.376,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.842,RCNNL1Loss=1.394,MaskAcc=0.829,MaskFGAcc=0.519 [Epoch 0][Batch 11699], Speed: 9.226 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.301,RCNN_Mask=0.376,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.842,RCNNL1Loss=1.392,MaskAcc=0.830,MaskFGAcc=0.519 [Epoch 0][Batch 11799], Speed: 9.343 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.300,RCNN_Mask=0.376,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.843,RCNNL1Loss=1.389,MaskAcc=0.830,MaskFGAcc=0.519 [Epoch 0][Batch 11899], Speed: 9.261 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.564,RCNN_SmoothL1=0.300,RCNN_Mask=0.375,RPNAcc=0.938,RPNL1Loss=0.437,RCNNAcc=0.843,RCNNL1Loss=1.387,MaskAcc=0.830,MaskFGAcc=0.519 [Epoch 0][Batch 11999], Speed: 9.352 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.299,RCNN_Mask=0.375,RPNAcc=0.938,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.385,MaskAcc=0.830,MaskFGAcc=0.519 [Epoch 0][Batch 12099], Speed: 9.375 samples/sec, RPN_Conf=0.153,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.562,RCNN_SmoothL1=0.299,RCNN_Mask=0.374,RPNAcc=0.938,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.382,MaskAcc=0.831,MaskFGAcc=0.519 [Epoch 0][Batch 12199], Speed: 9.159 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.112,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.298,RCNN_Mask=0.374,RPNAcc=0.938,RPNL1Loss=0.436,RCNNAcc=0.843,RCNNL1Loss=1.380,MaskAcc=0.831,MaskFGAcc=0.519 [Epoch 0][Batch 12299], Speed: 9.268 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.298,RCNN_Mask=0.374,RPNAcc=0.938,RPNL1Loss=0.435,RCNNAcc=0.843,RCNNL1Loss=1.378,MaskAcc=0.831,MaskFGAcc=0.519 [Epoch 0][Batch 12399], Speed: 9.072 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.560,RCNN_SmoothL1=0.298,RCNN_Mask=0.373,RPNAcc=0.938,RPNL1Loss=0.435,RCNNAcc=0.843,RCNNL1Loss=1.376,MaskAcc=0.831,MaskFGAcc=0.519 [Epoch 0][Batch 12499], Speed: 9.338 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.559,RCNN_SmoothL1=0.297,RCNN_Mask=0.373,RPNAcc=0.938,RPNL1Loss=0.435,RCNNAcc=0.843,RCNNL1Loss=1.373,MaskAcc=0.831,MaskFGAcc=0.519 [Epoch 0][Batch 12599], Speed: 9.465 samples/sec, RPN_Conf=0.152,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.558,RCNN_SmoothL1=0.297,RCNN_Mask=0.373,RPNAcc=0.939,RPNL1Loss=0.435,RCNNAcc=0.844,RCNNL1Loss=1.371,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 12699], Speed: 9.319 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.296,RCNN_Mask=0.372,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.369,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 12799], Speed: 9.082 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.296,RCNN_Mask=0.372,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.367,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 12899], Speed: 9.125 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.556,RCNN_SmoothL1=0.296,RCNN_Mask=0.372,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.365,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 12999], Speed: 9.530 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.295,RCNN_Mask=0.371,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.363,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 13099], Speed: 9.099 samples/sec, RPN_Conf=0.151,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.554,RCNN_SmoothL1=0.295,RCNN_Mask=0.371,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.361,MaskAcc=0.832,MaskFGAcc=0.518 [Epoch 0][Batch 13199], Speed: 9.491 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.554,RCNN_SmoothL1=0.295,RCNN_Mask=0.371,RPNAcc=0.939,RPNL1Loss=0.434,RCNNAcc=0.844,RCNNL1Loss=1.359,MaskAcc=0.833,MaskFGAcc=0.518 [Epoch 0][Batch 13299], Speed: 9.165 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.294,RCNN_Mask=0.370,RPNAcc=0.939,RPNL1Loss=0.433,RCNNAcc=0.844,RCNNL1Loss=1.357,MaskAcc=0.833,MaskFGAcc=0.517 [Epoch 0][Batch 13399], Speed: 9.356 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.294,RCNN_Mask=0.370,RPNAcc=0.939,RPNL1Loss=0.433,RCNNAcc=0.845,RCNNL1Loss=1.355,MaskAcc=0.833,MaskFGAcc=0.517 [Epoch 0][Batch 13499], Speed: 9.393 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.293,RCNN_Mask=0.370,RPNAcc=0.939,RPNL1Loss=0.433,RCNNAcc=0.845,RCNNL1Loss=1.353,MaskAcc=0.833,MaskFGAcc=0.517 [Epoch 0][Batch 13599], Speed: 9.305 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.293,RCNN_Mask=0.369,RPNAcc=0.939,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.351,MaskAcc=0.833,MaskFGAcc=0.517 [Epoch 0][Batch 13699], Speed: 9.226 samples/sec, RPN_Conf=0.150,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.293,RCNN_Mask=0.369,RPNAcc=0.939,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.349,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 13799], Speed: 9.377 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.292,RCNN_Mask=0.369,RPNAcc=0.939,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.348,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 13899], Speed: 9.448 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.292,RCNN_Mask=0.368,RPNAcc=0.940,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.346,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 13999], Speed: 9.466 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.292,RCNN_Mask=0.368,RPNAcc=0.940,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.344,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 14099], Speed: 9.055 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.291,RCNN_Mask=0.368,RPNAcc=0.940,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.342,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 14199], Speed: 9.343 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.291,RCNN_Mask=0.368,RPNAcc=0.940,RPNL1Loss=0.432,RCNNAcc=0.845,RCNNL1Loss=1.340,MaskAcc=0.834,MaskFGAcc=0.517 [Epoch 0][Batch 14299], Speed: 9.374 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.291,RCNN_Mask=0.367,RPNAcc=0.940,RPNL1Loss=0.431,RCNNAcc=0.845,RCNNL1Loss=1.339,MaskAcc=0.835,MaskFGAcc=0.516 [Epoch 0][Batch 14399], Speed: 9.086 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.111,RCNN_CrossEntropy=0.546,RCNN_SmoothL1=0.290,RCNN_Mask=0.367,RPNAcc=0.940,RPNL1Loss=0.431,RCNNAcc=0.846,RCNNL1Loss=1.337,MaskAcc=0.835,MaskFGAcc=0.516 [Epoch 0][Batch 14499], Speed: 9.384 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.290,RCNN_Mask=0.367,RPNAcc=0.940,RPNL1Loss=0.431,RCNNAcc=0.846,RCNNL1Loss=1.335,MaskAcc=0.835,MaskFGAcc=0.516 [Epoch 0][Batch 14599], Speed: 9.382 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.290,RCNN_Mask=0.367,RPNAcc=0.940,RPNL1Loss=0.431,RCNNAcc=0.846,RCNNL1Loss=1.333,MaskAcc=0.835,MaskFGAcc=0.516 [Epoch 0] Training cost: 12694.745, RPN_Conf=0.148,RPN_SmoothL1=0.110,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.289,RCNN_Mask=0.366 [Epoch 0] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.170 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.152 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.082 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.199 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.243 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.189 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.300 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.141 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.336 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.473 ~~~~ Mean AP for bbox ~~~~ =17.0 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.160 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.154 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.062 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.192 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.244 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.185 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.285 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.295 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.327 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.465 ~~~~ Mean AP for segm ~~~~ =16.0 [Epoch 0] mAP 16.0 higher than current best [0] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 0] Saving parameters to mask_rcnn_resnet50_v1b_coco_0000_16.0000.params [Epoch 1][Batch 99], Speed: 8.013 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.237,RCNN_Mask=0.323,RPNAcc=0.940,RPNL1Loss=0.431,RCNNAcc=0.846,RCNNL1Loss=1.330,MaskAcc=0.835,MaskFGAcc=0.516 [Epoch 1][Batch 199], Speed: 9.221 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.237,RCNN_Mask=0.322,RPNAcc=0.940,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.328,MaskAcc=0.836,MaskFGAcc=0.516 [Epoch 1][Batch 299], Speed: 9.582 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.443,RCNN_SmoothL1=0.238,RCNN_Mask=0.324,RPNAcc=0.940,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.327,MaskAcc=0.836,MaskFGAcc=0.516 [Epoch 1][Batch 399], Speed: 9.525 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.442,RCNN_SmoothL1=0.237,RCNN_Mask=0.324,RPNAcc=0.940,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.325,MaskAcc=0.836,MaskFGAcc=0.515 [Epoch 1][Batch 499], Speed: 9.405 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.441,RCNN_SmoothL1=0.236,RCNN_Mask=0.322,RPNAcc=0.940,RPNL1Loss=0.430,RCNNAcc=0.846,RCNNL1Loss=1.323,MaskAcc=0.836,MaskFGAcc=0.516 [Epoch 1][Batch 599], Speed: 9.774 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.235,RCNN_Mask=0.321,RPNAcc=0.940,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.321,MaskAcc=0.836,MaskFGAcc=0.515 [Epoch 1][Batch 699], Speed: 9.353 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.236,RCNN_Mask=0.322,RPNAcc=0.940,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.319,MaskAcc=0.836,MaskFGAcc=0.515 [Epoch 1][Batch 799], Speed: 9.600 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.237,RCNN_Mask=0.322,RPNAcc=0.941,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.318,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 899], Speed: 9.740 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.237,RCNN_Mask=0.322,RPNAcc=0.941,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.316,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 999], Speed: 9.525 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.236,RCNN_Mask=0.322,RPNAcc=0.941,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.314,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 1099], Speed: 9.270 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.236,RCNN_Mask=0.322,RPNAcc=0.941,RPNL1Loss=0.429,RCNNAcc=0.847,RCNNL1Loss=1.312,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 1199], Speed: 9.641 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.311,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 1299], Speed: 9.708 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.235,RCNN_Mask=0.320,RPNAcc=0.941,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.309,MaskAcc=0.837,MaskFGAcc=0.515 [Epoch 1][Batch 1399], Speed: 9.499 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.428,RCNNAcc=0.847,RCNNL1Loss=1.307,MaskAcc=0.837,MaskFGAcc=0.514 [Epoch 1][Batch 1499], Speed: 9.731 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.428,RCNNAcc=0.848,RCNNL1Loss=1.306,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 1599], Speed: 9.543 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.428,RCNNAcc=0.848,RCNNL1Loss=1.304,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 1699], Speed: 9.578 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.303,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 1799], Speed: 9.807 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.301,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 1899], Speed: 9.501 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.440,RCNN_SmoothL1=0.236,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.299,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 1999], Speed: 9.875 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.235,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.298,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 2099], Speed: 9.497 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.235,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.296,MaskAcc=0.838,MaskFGAcc=0.514 [Epoch 1][Batch 2199], Speed: 9.550 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.235,RCNN_Mask=0.321,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.295,MaskAcc=0.839,MaskFGAcc=0.514 [Epoch 1][Batch 2299], Speed: 9.710 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.439,RCNN_SmoothL1=0.235,RCNN_Mask=0.320,RPNAcc=0.941,RPNL1Loss=0.427,RCNNAcc=0.848,RCNNL1Loss=1.293,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2399], Speed: 9.608 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.438,RCNN_SmoothL1=0.235,RCNN_Mask=0.320,RPNAcc=0.941,RPNL1Loss=0.426,RCNNAcc=0.848,RCNNL1Loss=1.291,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2499], Speed: 9.631 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.234,RCNN_Mask=0.320,RPNAcc=0.942,RPNL1Loss=0.426,RCNNAcc=0.849,RCNNL1Loss=1.290,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2599], Speed: 9.300 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.234,RCNN_Mask=0.320,RPNAcc=0.942,RPNL1Loss=0.426,RCNNAcc=0.849,RCNNL1Loss=1.288,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2699], Speed: 9.785 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.234,RCNN_Mask=0.320,RPNAcc=0.942,RPNL1Loss=0.426,RCNNAcc=0.849,RCNNL1Loss=1.287,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2799], Speed: 9.379 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.437,RCNN_SmoothL1=0.234,RCNN_Mask=0.320,RPNAcc=0.942,RPNL1Loss=0.426,RCNNAcc=0.849,RCNNL1Loss=1.285,MaskAcc=0.839,MaskFGAcc=0.513 [Epoch 1][Batch 2899], Speed: 9.468 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.426,RCNNAcc=0.849,RCNNL1Loss=1.284,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 2999], Speed: 9.631 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.849,RCNNL1Loss=1.282,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 3099], Speed: 9.666 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.849,RCNNL1Loss=1.281,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 3199], Speed: 9.503 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.849,RCNNL1Loss=1.279,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 3299], Speed: 9.565 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.849,RCNNL1Loss=1.278,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 3399], Speed: 9.487 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.849,RCNNL1Loss=1.276,MaskAcc=0.840,MaskFGAcc=0.513 [Epoch 1][Batch 3499], Speed: 9.656 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.850,RCNNL1Loss=1.275,MaskAcc=0.840,MaskFGAcc=0.512 [Epoch 1][Batch 3599], Speed: 9.666 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.425,RCNNAcc=0.850,RCNNL1Loss=1.274,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 3699], Speed: 9.319 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.272,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 3799], Speed: 9.698 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.436,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.271,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 3899], Speed: 9.569 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.270,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 3999], Speed: 9.645 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.269,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 4099], Speed: 9.680 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.267,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 4199], Speed: 9.664 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.233,RCNN_Mask=0.319,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.266,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 4299], Speed: 9.621 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.942,RPNL1Loss=0.424,RCNNAcc=0.850,RCNNL1Loss=1.264,MaskAcc=0.841,MaskFGAcc=0.512 [Epoch 1][Batch 4399], Speed: 9.522 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.435,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.942,RPNL1Loss=0.423,RCNNAcc=0.850,RCNNL1Loss=1.263,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4499], Speed: 9.551 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.850,RCNNL1Loss=1.262,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4599], Speed: 9.763 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.851,RCNNL1Loss=1.260,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4699], Speed: 9.596 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.851,RCNNL1Loss=1.259,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4799], Speed: 9.578 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.851,RCNNL1Loss=1.258,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4899], Speed: 9.741 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.851,RCNNL1Loss=1.257,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 4999], Speed: 9.662 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.423,RCNNAcc=0.851,RCNNL1Loss=1.256,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 5099], Speed: 9.743 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.254,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 5199], Speed: 9.578 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.232,RCNN_Mask=0.318,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.253,MaskAcc=0.842,MaskFGAcc=0.511 [Epoch 1][Batch 5299], Speed: 9.638 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.252,MaskAcc=0.843,MaskFGAcc=0.511 [Epoch 1][Batch 5399], Speed: 9.590 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.251,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5499], Speed: 9.657 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.250,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5599], Speed: 9.570 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.248,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5699], Speed: 9.788 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.247,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5799], Speed: 9.516 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.422,RCNNAcc=0.851,RCNNL1Loss=1.246,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5899], Speed: 9.614 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.245,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 5999], Speed: 9.617 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.244,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 6099], Speed: 9.321 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.243,MaskAcc=0.843,MaskFGAcc=0.510 [Epoch 1][Batch 6199], Speed: 9.815 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.241,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6299], Speed: 9.508 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.240,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6399], Speed: 9.396 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.231,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.239,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6499], Speed: 9.778 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.434,RCNN_SmoothL1=0.230,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.238,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6599], Speed: 9.430 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.317,RPNAcc=0.943,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.237,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6699], Speed: 9.452 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.317,RPNAcc=0.944,RPNL1Loss=0.421,RCNNAcc=0.852,RCNNL1Loss=1.236,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6799], Speed: 9.371 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.317,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.852,RCNNL1Loss=1.235,MaskAcc=0.844,MaskFGAcc=0.510 [Epoch 1][Batch 6899], Speed: 9.332 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.317,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.852,RCNNL1Loss=1.234,MaskAcc=0.844,MaskFGAcc=0.509 [Epoch 1][Batch 6999], Speed: 9.566 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.852,RCNNL1Loss=1.232,MaskAcc=0.844,MaskFGAcc=0.509 [Epoch 1][Batch 7099], Speed: 9.454 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.852,RCNNL1Loss=1.231,MaskAcc=0.844,MaskFGAcc=0.509 [Epoch 1][Batch 7199], Speed: 9.307 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.852,RCNNL1Loss=1.230,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7299], Speed: 9.572 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.853,RCNNL1Loss=1.229,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7399], Speed: 9.503 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.853,RCNNL1Loss=1.228,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7499], Speed: 9.416 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.853,RCNNL1Loss=1.227,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7599], Speed: 9.524 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.420,RCNNAcc=0.853,RCNNL1Loss=1.226,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7699], Speed: 9.418 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.225,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7799], Speed: 9.370 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.230,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.224,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7899], Speed: 9.540 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.223,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 7999], Speed: 9.414 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.222,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 8099], Speed: 9.342 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.433,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.221,MaskAcc=0.845,MaskFGAcc=0.509 [Epoch 1][Batch 8199], Speed: 9.514 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.220,MaskAcc=0.845,MaskFGAcc=0.508 [Epoch 1][Batch 8299], Speed: 9.613 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.219,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8399], Speed: 9.792 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.218,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8499], Speed: 9.595 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.316,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.217,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8599], Speed: 9.628 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.419,RCNNAcc=0.853,RCNNL1Loss=1.216,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8699], Speed: 9.328 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.432,RCNN_SmoothL1=0.229,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.853,RCNNL1Loss=1.215,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8799], Speed: 9.680 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.229,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.853,RCNNL1Loss=1.214,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8899], Speed: 9.554 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.229,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.213,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 8999], Speed: 9.325 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.229,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.212,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 9099], Speed: 9.601 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.211,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 9199], Speed: 9.595 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.210,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 9299], Speed: 9.397 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.209,MaskAcc=0.846,MaskFGAcc=0.508 [Epoch 1][Batch 9399], Speed: 9.644 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.208,MaskAcc=0.847,MaskFGAcc=0.508 [Epoch 1][Batch 9499], Speed: 9.346 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.944,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.207,MaskAcc=0.847,MaskFGAcc=0.508 [Epoch 1][Batch 9599], Speed: 9.690 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.206,MaskAcc=0.847,MaskFGAcc=0.508 [Epoch 1][Batch 9699], Speed: 9.569 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.205,MaskAcc=0.847,MaskFGAcc=0.508 [Epoch 1][Batch 9799], Speed: 9.538 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.205,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 9899], Speed: 9.581 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.418,RCNNAcc=0.854,RCNNL1Loss=1.204,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 9999], Speed: 9.212 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.431,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.203,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10099], Speed: 9.435 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.202,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10199], Speed: 9.558 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.201,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10299], Speed: 9.650 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.200,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10399], Speed: 9.639 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.315,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.199,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10499], Speed: 9.299 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.854,RCNNL1Loss=1.198,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10599], Speed: 9.579 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.228,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.855,RCNNL1Loss=1.197,MaskAcc=0.847,MaskFGAcc=0.507 [Epoch 1][Batch 10699], Speed: 9.707 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.855,RCNNL1Loss=1.197,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 10799], Speed: 9.657 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.417,RCNNAcc=0.855,RCNNL1Loss=1.196,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 10899], Speed: 9.595 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.195,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 10999], Speed: 9.567 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.430,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.194,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11099], Speed: 9.728 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.193,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11199], Speed: 9.311 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.192,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11299], Speed: 9.632 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.191,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11399], Speed: 9.352 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.190,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11499], Speed: 9.648 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.189,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11599], Speed: 9.409 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.189,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11699], Speed: 9.588 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.188,MaskAcc=0.848,MaskFGAcc=0.507 [Epoch 1][Batch 11799], Speed: 9.523 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.416,RCNNAcc=0.855,RCNNL1Loss=1.187,MaskAcc=0.848,MaskFGAcc=0.506 [Epoch 1][Batch 11899], Speed: 9.666 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.429,RCNN_SmoothL1=0.227,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.855,RCNNL1Loss=1.186,MaskAcc=0.848,MaskFGAcc=0.506 [Epoch 1][Batch 11999], Speed: 9.562 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.855,RCNNL1Loss=1.186,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12099], Speed: 9.843 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.855,RCNNL1Loss=1.185,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12199], Speed: 9.464 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.855,RCNNL1Loss=1.184,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12299], Speed: 9.821 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.314,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.855,RCNNL1Loss=1.183,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12399], Speed: 9.634 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.182,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12499], Speed: 9.566 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.181,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12599], Speed: 9.604 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.428,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.181,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12699], Speed: 9.487 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.180,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12799], Speed: 9.849 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.945,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.179,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12899], Speed: 9.438 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.178,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 12999], Speed: 9.640 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.178,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 13099], Speed: 9.328 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.177,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 13199], Speed: 9.612 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.415,RCNNAcc=0.856,RCNNL1Loss=1.176,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 13299], Speed: 9.757 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.226,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.175,MaskAcc=0.849,MaskFGAcc=0.506 [Epoch 1][Batch 13399], Speed: 9.454 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.174,MaskAcc=0.850,MaskFGAcc=0.506 [Epoch 1][Batch 13499], Speed: 9.854 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.174,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 13599], Speed: 9.403 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.173,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 13699], Speed: 9.529 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.172,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 13799], Speed: 9.819 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.172,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 13899], Speed: 9.506 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.171,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 13999], Speed: 9.810 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.170,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14099], Speed: 9.394 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.427,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.169,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14199], Speed: 9.674 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.169,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14299], Speed: 9.672 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.856,RCNNL1Loss=1.168,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14399], Speed: 9.532 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.414,RCNNAcc=0.857,RCNNL1Loss=1.167,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14499], Speed: 9.492 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.313,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.166,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1][Batch 14599], Speed: 9.452 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.312,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.166,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 1] Training cost: 12282.248, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.426,RCNN_SmoothL1=0.225,RCNN_Mask=0.312 [Epoch 1] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.415 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.219 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.113 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.264 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.306 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.235 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.220 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.543 ~~~~ Mean AP for bbox ~~~~ =22.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.209 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.207 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.087 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.246 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.307 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.225 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.353 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.370 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 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.535 ~~~~ Mean AP for segm ~~~~ =20.9 [Epoch 1] mAP 20.9 higher than current best [16.0] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 1] Saving parameters to mask_rcnn_resnet50_v1b_coco_0001_20.9000.params [Epoch 2][Batch 99], Speed: 7.920 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.412,RCNN_SmoothL1=0.220,RCNN_Mask=0.308,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.165,MaskAcc=0.850,MaskFGAcc=0.505 [Epoch 2][Batch 199], Speed: 8.957 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.211,RCNN_Mask=0.300,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.164,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 299], Speed: 9.037 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.209,RCNN_Mask=0.298,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.163,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 399], Speed: 8.775 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.209,RCNN_Mask=0.299,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.162,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 499], Speed: 9.063 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.161,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 599], Speed: 9.034 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.161,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 699], Speed: 8.969 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.302,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.160,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 799], Speed: 9.086 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.302,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.159,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 899], Speed: 8.980 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.158,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 999], Speed: 8.945 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.302,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.158,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1099], Speed: 8.797 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.302,RPNAcc=0.946,RPNL1Loss=0.413,RCNNAcc=0.857,RCNNL1Loss=1.157,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1199], Speed: 9.046 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.211,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.857,RCNNL1Loss=1.156,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1299], Speed: 8.786 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.857,RCNNL1Loss=1.156,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1399], Speed: 9.053 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.211,RCNN_Mask=0.302,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.857,RCNNL1Loss=1.155,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1499], Speed: 9.118 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.211,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.857,RCNNL1Loss=1.154,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1599], Speed: 9.198 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.153,MaskAcc=0.851,MaskFGAcc=0.505 [Epoch 2][Batch 1699], Speed: 9.263 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.153,MaskAcc=0.852,MaskFGAcc=0.505 [Epoch 2][Batch 1799], Speed: 8.945 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.152,MaskAcc=0.852,MaskFGAcc=0.505 [Epoch 2][Batch 1899], Speed: 8.823 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.946,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.151,MaskAcc=0.852,MaskFGAcc=0.505 [Epoch 2][Batch 1999], Speed: 9.094 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.150,MaskAcc=0.852,MaskFGAcc=0.505 [Epoch 2][Batch 2099], Speed: 8.905 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.150,MaskAcc=0.852,MaskFGAcc=0.505 [Epoch 2][Batch 2199], Speed: 9.173 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.149,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2299], Speed: 8.967 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.148,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2399], Speed: 9.058 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.412,RCNNAcc=0.858,RCNNL1Loss=1.148,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2499], Speed: 9.057 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.147,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2599], Speed: 8.730 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.146,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2699], Speed: 9.149 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.146,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2799], Speed: 8.750 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.145,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2899], Speed: 8.853 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.144,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 2999], Speed: 8.946 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.144,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 3099], Speed: 9.312 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.143,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 3199], Speed: 8.987 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.142,MaskAcc=0.852,MaskFGAcc=0.504 [Epoch 2][Batch 3299], Speed: 8.929 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.141,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3399], Speed: 8.928 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.858,RCNNL1Loss=1.141,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3499], Speed: 8.968 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.859,RCNNL1Loss=1.140,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3599], Speed: 8.908 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.859,RCNNL1Loss=1.140,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3699], Speed: 9.062 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.859,RCNNL1Loss=1.139,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3799], Speed: 8.898 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.411,RCNNAcc=0.859,RCNNL1Loss=1.138,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3899], Speed: 8.942 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.138,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 3999], Speed: 9.012 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.137,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 4099], Speed: 9.086 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.137,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 4199], Speed: 8.985 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.136,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 4299], Speed: 8.950 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.135,MaskAcc=0.853,MaskFGAcc=0.504 [Epoch 2][Batch 4399], Speed: 9.030 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.135,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4499], Speed: 9.257 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.134,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4599], Speed: 9.295 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.134,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4699], Speed: 8.916 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.133,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4799], Speed: 9.057 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.132,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4899], Speed: 8.950 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.132,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 4999], Speed: 9.020 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.131,MaskAcc=0.853,MaskFGAcc=0.503 [Epoch 2][Batch 5099], Speed: 9.115 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.130,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5199], Speed: 9.093 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.130,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5299], Speed: 9.099 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.210,RCNN_Mask=0.301,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.129,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5399], Speed: 8.808 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.410,RCNNAcc=0.859,RCNNL1Loss=1.129,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5499], Speed: 9.092 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.859,RCNNL1Loss=1.128,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5599], Speed: 9.041 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.859,RCNNL1Loss=1.127,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5699], Speed: 8.989 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.859,RCNNL1Loss=1.127,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5799], Speed: 9.076 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.126,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5899], Speed: 9.055 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.126,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 5999], Speed: 9.014 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.125,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6099], Speed: 9.006 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.124,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6199], Speed: 9.084 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.124,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6299], Speed: 9.149 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.947,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.123,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6399], Speed: 9.042 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.123,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6499], Speed: 8.968 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.122,MaskAcc=0.854,MaskFGAcc=0.503 [Epoch 2][Batch 6599], Speed: 9.086 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.122,MaskAcc=0.854,MaskFGAcc=0.502 [Epoch 2][Batch 6699], Speed: 9.039 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.121,MaskAcc=0.854,MaskFGAcc=0.502 [Epoch 2][Batch 6799], Speed: 8.930 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.409,RCNNAcc=0.860,RCNNL1Loss=1.120,MaskAcc=0.854,MaskFGAcc=0.502 [Epoch 2][Batch 6899], Speed: 8.791 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.120,MaskAcc=0.854,MaskFGAcc=0.502 [Epoch 2][Batch 6999], Speed: 9.049 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.119,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7099], Speed: 8.882 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.119,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7199], Speed: 8.936 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.118,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7299], Speed: 8.875 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.118,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7399], Speed: 9.245 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.117,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7499], Speed: 8.906 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.117,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7599], Speed: 9.021 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.116,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7699], Speed: 9.076 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.115,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7799], Speed: 9.013 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.115,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7899], Speed: 8.881 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.114,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 7999], Speed: 8.943 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.209,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.114,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8099], Speed: 9.072 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.113,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8199], Speed: 8.926 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.860,RCNNL1Loss=1.113,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8299], Speed: 9.030 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.112,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8399], Speed: 9.049 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.112,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8499], Speed: 8.859 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.300,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.111,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8599], Speed: 8.827 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.110,MaskAcc=0.855,MaskFGAcc=0.501 [Epoch 2][Batch 8699], Speed: 8.959 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.110,MaskAcc=0.855,MaskFGAcc=0.502 [Epoch 2][Batch 8799], Speed: 9.075 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.408,RCNNAcc=0.861,RCNNL1Loss=1.109,MaskAcc=0.855,MaskFGAcc=0.501 [Epoch 2][Batch 8899], Speed: 9.032 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.109,MaskAcc=0.855,MaskFGAcc=0.501 [Epoch 2][Batch 8999], Speed: 9.086 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.108,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9099], Speed: 8.783 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.108,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9199], Speed: 8.987 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.107,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9299], Speed: 8.880 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.107,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9399], Speed: 9.171 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.106,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9499], Speed: 8.809 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.106,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9599], Speed: 9.041 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.105,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9699], Speed: 9.098 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.105,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9799], Speed: 8.776 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.104,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9899], Speed: 9.022 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.104,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 9999], Speed: 8.701 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.103,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10099], Speed: 8.945 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.103,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10199], Speed: 8.919 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.102,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10299], Speed: 8.972 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.102,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10399], Speed: 9.021 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.101,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10499], Speed: 8.935 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.407,RCNNAcc=0.861,RCNNL1Loss=1.101,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10599], Speed: 9.032 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.100,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10699], Speed: 8.978 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.100,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10799], Speed: 9.278 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.100,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10899], Speed: 8.658 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.099,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 10999], Speed: 9.162 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.099,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 11099], Speed: 8.974 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.861,RCNNL1Loss=1.098,MaskAcc=0.856,MaskFGAcc=0.501 [Epoch 2][Batch 11199], Speed: 9.154 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.098,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11299], Speed: 9.067 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.097,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11399], Speed: 8.759 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.097,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11499], Speed: 9.267 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.096,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11599], Speed: 8.989 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.096,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11699], Speed: 9.101 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.095,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11799], Speed: 8.825 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.948,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.095,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11899], Speed: 9.091 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.094,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 11999], Speed: 9.053 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.094,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12099], Speed: 8.822 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.406,RCNNAcc=0.862,RCNNL1Loss=1.093,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12199], Speed: 9.216 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.208,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.093,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12299], Speed: 8.872 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.092,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12399], Speed: 8.913 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.092,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12499], Speed: 8.834 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.091,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12599], Speed: 9.181 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.091,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12699], Speed: 8.909 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.090,MaskAcc=0.857,MaskFGAcc=0.501 [Epoch 2][Batch 12799], Speed: 9.024 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.090,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 12899], Speed: 9.029 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.090,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 12999], Speed: 9.021 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.299,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.089,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13099], Speed: 9.005 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.089,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13199], Speed: 8.794 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.088,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13299], Speed: 9.124 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.088,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13399], Speed: 8.847 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.087,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13499], Speed: 8.938 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.087,MaskAcc=0.857,MaskFGAcc=0.500 [Epoch 2][Batch 13599], Speed: 9.041 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.086,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 13699], Speed: 8.973 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.086,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 13799], Speed: 9.504 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.085,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 13899], Speed: 8.857 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.085,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 13999], Speed: 9.184 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.862,RCNNL1Loss=1.084,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14099], Speed: 8.897 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.405,RCNNAcc=0.863,RCNNL1Loss=1.084,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14199], Speed: 9.198 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.084,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14299], Speed: 8.898 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.083,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14399], Speed: 8.875 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.083,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14499], Speed: 9.130 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.082,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2][Batch 14599], Speed: 8.904 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.082,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 2] Training cost: 13048.421, RPN_Conf=0.113,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.207,RCNN_Mask=0.298 [Epoch 2] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.242 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.437 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.241 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 ] = 0.283 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.328 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.241 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.414 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.242 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.559 ~~~~ Mean AP for bbox ~~~~ =24.2 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.223 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.403 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.225 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.095 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.323 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.229 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.360 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.378 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.196 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.427 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.537 ~~~~ Mean AP for segm ~~~~ =22.3 [Epoch 2] mAP 22.3 higher than current best [20.9] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 2] Saving parameters to mask_rcnn_resnet50_v1b_coco_0002_22.3000.params [Epoch 3][Batch 99], Speed: 7.308 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.197,RCNN_Mask=0.293,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.081,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 199], Speed: 8.770 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.199,RCNN_Mask=0.294,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.081,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 299], Speed: 8.863 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.293,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.080,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 399], Speed: 8.791 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.198,RCNN_Mask=0.292,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.080,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 499], Speed: 8.657 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.293,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.079,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 599], Speed: 8.961 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.198,RCNN_Mask=0.292,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.079,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 699], Speed: 9.104 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.198,RCNN_Mask=0.292,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.078,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 799], Speed: 8.735 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.198,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.078,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 899], Speed: 8.756 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.077,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 999], Speed: 8.817 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.373,RCNN_SmoothL1=0.198,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.077,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 1099], Speed: 8.722 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.198,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.077,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 1199], Speed: 8.912 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.197,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.076,MaskAcc=0.858,MaskFGAcc=0.500 [Epoch 3][Batch 1299], Speed: 8.930 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.374,RCNN_SmoothL1=0.197,RCNN_Mask=0.291,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.076,MaskAcc=0.859,MaskFGAcc=0.500 [Epoch 3][Batch 1399], Speed: 8.639 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.404,RCNNAcc=0.863,RCNNL1Loss=1.075,MaskAcc=0.859,MaskFGAcc=0.500 [Epoch 3][Batch 1499], Speed: 8.778 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.075,MaskAcc=0.859,MaskFGAcc=0.500 [Epoch 3][Batch 1599], Speed: 8.955 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.074,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 1699], Speed: 8.835 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.375,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.074,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 1799], Speed: 8.577 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.073,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 1899], Speed: 8.778 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.073,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 1999], Speed: 8.598 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.072,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2099], Speed: 8.734 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.072,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2199], Speed: 8.869 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.072,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2299], Speed: 8.642 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.863,RCNNL1Loss=1.071,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2399], Speed: 8.780 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.071,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2499], Speed: 8.703 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.070,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2599], Speed: 8.851 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.070,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2699], Speed: 8.927 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.069,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2799], Speed: 8.948 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.069,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2899], Speed: 8.874 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.069,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 2999], Speed: 8.722 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.068,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3099], Speed: 8.818 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.068,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3199], Speed: 8.854 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.067,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3299], Speed: 8.783 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.067,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3399], Speed: 8.909 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.949,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.066,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3499], Speed: 8.858 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.066,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3599], Speed: 9.039 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.403,RCNNAcc=0.864,RCNNL1Loss=1.066,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3699], Speed: 8.699 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.065,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3799], Speed: 8.890 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.065,MaskAcc=0.859,MaskFGAcc=0.499 [Epoch 3][Batch 3899], Speed: 9.047 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.064,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 3999], Speed: 8.476 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.064,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4099], Speed: 8.824 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.063,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4199], Speed: 8.857 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.063,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4299], Speed: 8.919 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.063,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4399], Speed: 8.860 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.062,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4499], Speed: 8.762 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.062,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4599], Speed: 8.937 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.062,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4699], Speed: 8.983 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.061,MaskAcc=0.860,MaskFGAcc=0.499 [Epoch 3][Batch 4799], Speed: 8.817 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.061,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 4899], Speed: 8.957 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.061,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 4999], Speed: 8.683 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.060,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5099], Speed: 8.937 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.060,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5199], Speed: 9.011 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.059,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5299], Speed: 8.733 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.059,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5399], Speed: 8.879 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.059,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5499], Speed: 8.527 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.864,RCNNL1Loss=1.058,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5599], Speed: 8.816 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.865,RCNNL1Loss=1.058,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5699], Speed: 8.847 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.865,RCNNL1Loss=1.057,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5799], Speed: 9.007 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.865,RCNNL1Loss=1.057,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5899], Speed: 8.774 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.376,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.402,RCNNAcc=0.865,RCNNL1Loss=1.057,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 5999], Speed: 8.780 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.056,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6099], Speed: 8.526 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.056,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6199], Speed: 8.852 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.056,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6299], Speed: 9.103 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.055,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6399], Speed: 8.858 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.055,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6499], Speed: 8.686 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.055,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6599], Speed: 8.858 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.054,MaskAcc=0.860,MaskFGAcc=0.498 [Epoch 3][Batch 6699], Speed: 8.800 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.054,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 6799], Speed: 8.825 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.053,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 6899], Speed: 8.954 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.053,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 6999], Speed: 8.702 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.053,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7099], Speed: 8.766 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.052,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7199], Speed: 8.772 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.052,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7299], Speed: 8.849 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.198,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.052,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7399], Speed: 8.725 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.051,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7499], Speed: 8.927 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.051,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7599], Speed: 8.683 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.051,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7699], Speed: 8.704 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.050,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7799], Speed: 8.818 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.050,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7899], Speed: 8.700 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.050,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 7999], Speed: 9.036 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.049,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8099], Speed: 8.794 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.049,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8199], Speed: 8.913 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.401,RCNNAcc=0.865,RCNNL1Loss=1.048,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8299], Speed: 8.766 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.048,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8399], Speed: 8.667 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.048,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8499], Speed: 8.865 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.047,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8599], Speed: 8.815 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.047,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8699], Speed: 8.715 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.047,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8799], Speed: 8.930 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.046,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8899], Speed: 8.848 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.046,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 8999], Speed: 8.837 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.046,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9099], Speed: 8.956 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.045,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9199], Speed: 8.655 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.045,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9299], Speed: 9.001 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.045,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9399], Speed: 8.530 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.865,RCNNL1Loss=1.044,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9499], Speed: 8.760 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.044,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9599], Speed: 8.946 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.044,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9699], Speed: 8.633 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.043,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9799], Speed: 8.831 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.043,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9899], Speed: 8.894 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.043,MaskAcc=0.861,MaskFGAcc=0.498 [Epoch 3][Batch 9999], Speed: 9.033 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.042,MaskAcc=0.862,MaskFGAcc=0.498 [Epoch 3][Batch 10099], Speed: 8.759 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.042,MaskAcc=0.862,MaskFGAcc=0.498 [Epoch 3][Batch 10199], Speed: 8.780 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.041,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10299], Speed: 8.670 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.041,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10399], Speed: 8.851 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.041,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10499], Speed: 8.893 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.041,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10599], Speed: 8.605 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.040,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10699], Speed: 8.751 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.040,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10799], Speed: 8.538 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.040,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10899], Speed: 9.014 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.950,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.039,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 10999], Speed: 8.611 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.400,RCNNAcc=0.866,RCNNL1Loss=1.039,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11099], Speed: 9.040 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.039,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11199], Speed: 8.594 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.038,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11299], Speed: 8.784 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.038,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11399], Speed: 9.015 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.038,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11499], Speed: 8.543 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.197,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.037,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11599], Speed: 8.931 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.037,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11699], Speed: 8.592 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.037,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11799], Speed: 8.813 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.036,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11899], Speed: 8.762 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.036,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 11999], Speed: 8.691 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.036,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12099], Speed: 8.807 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.035,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12199], Speed: 8.702 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.035,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12299], Speed: 8.849 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.035,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12399], Speed: 8.572 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12499], Speed: 8.934 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12599], Speed: 8.870 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12699], Speed: 8.729 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.034,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12799], Speed: 8.870 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.033,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12899], Speed: 8.633 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.033,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 12999], Speed: 8.983 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.033,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 13099], Speed: 8.700 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.032,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 13199], Speed: 8.621 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.032,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 13299], Speed: 8.880 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.032,MaskAcc=0.862,MaskFGAcc=0.497 [Epoch 3][Batch 13399], Speed: 8.698 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.031,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13499], Speed: 8.773 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.399,RCNNAcc=0.866,RCNNL1Loss=1.031,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13599], Speed: 9.044 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.866,RCNNL1Loss=1.031,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13699], Speed: 8.708 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.866,RCNNL1Loss=1.030,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13799], Speed: 8.613 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.290,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.030,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13899], Speed: 8.889 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.030,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 13999], Speed: 8.757 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.029,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14099], Speed: 8.705 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.029,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14199], Speed: 8.929 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.378,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.029,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14299], Speed: 8.953 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.028,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14399], Speed: 8.747 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.028,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14499], Speed: 8.903 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.028,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3][Batch 14599], Speed: 8.869 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.027,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 3] Training cost: 13336.848, RPN_Conf=0.109,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.377,RCNN_SmoothL1=0.196,RCNN_Mask=0.289 [Epoch 3] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.456 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.138 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 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.412 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.436 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.482 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.580 ~~~~ Mean AP for bbox ~~~~ =26.0 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.235 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.422 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.235 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.105 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.333 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.237 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.203 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.555 ~~~~ Mean AP for segm ~~~~ =23.5 [Epoch 3] mAP 23.5 higher than current best [22.3] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 3] Saving parameters to mask_rcnn_resnet50_v1b_coco_0003_23.5000.params [Epoch 4][Batch 99], Speed: 7.953 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.186,RCNN_Mask=0.281,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.027,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 199], Speed: 9.272 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.027,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 299], Speed: 9.324 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.278,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.026,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 399], Speed: 9.355 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.184,RCNN_Mask=0.279,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.026,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 499], Speed: 9.181 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.026,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 599], Speed: 8.977 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.025,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 699], Speed: 9.300 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.025,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 799], Speed: 9.055 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.185,RCNN_Mask=0.281,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.024,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 899], Speed: 9.162 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.357,RCNN_SmoothL1=0.186,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.024,MaskAcc=0.863,MaskFGAcc=0.497 [Epoch 4][Batch 999], Speed: 8.867 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.358,RCNN_SmoothL1=0.186,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.024,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1099], Speed: 9.215 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.359,RCNN_SmoothL1=0.186,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.024,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1199], Speed: 8.823 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.359,RCNN_SmoothL1=0.187,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.023,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1299], Speed: 9.271 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.360,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.023,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1399], Speed: 8.896 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.398,RCNNAcc=0.867,RCNNL1Loss=1.023,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1499], Speed: 9.304 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1599], Speed: 8.995 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1699], Speed: 8.980 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.022,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1799], Speed: 9.159 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.021,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1899], Speed: 9.035 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.187,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.021,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 1999], Speed: 9.177 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.187,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.021,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 2099], Speed: 9.055 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.187,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.020,MaskAcc=0.863,MaskFGAcc=0.496 [Epoch 4][Batch 2199], Speed: 9.230 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.187,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.020,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2299], Speed: 9.361 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.020,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2399], Speed: 8.992 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.019,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2499], Speed: 9.304 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.019,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2599], Speed: 9.042 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.019,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2699], Speed: 9.319 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.018,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2799], Speed: 9.097 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.018,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2899], Speed: 9.054 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.867,RCNNL1Loss=1.018,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 2999], Speed: 9.083 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.018,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3099], Speed: 9.045 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.017,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3199], Speed: 9.135 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.283,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.017,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3299], Speed: 9.132 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.017,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3399], Speed: 9.036 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.016,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3499], Speed: 9.120 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.361,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.016,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3599], Speed: 9.167 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.016,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3699], Speed: 9.110 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.016,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3799], Speed: 9.197 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.015,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3899], Speed: 9.344 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.015,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 3999], Speed: 9.071 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.015,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4099], Speed: 9.113 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.014,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4199], Speed: 9.350 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.014,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4299], Speed: 8.869 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.014,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4399], Speed: 9.044 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.014,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4499], Speed: 9.051 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.013,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4599], Speed: 9.134 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.397,RCNNAcc=0.868,RCNNL1Loss=1.013,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4699], Speed: 9.148 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.013,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4799], Speed: 9.196 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.362,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.012,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4899], Speed: 9.279 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.012,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 4999], Speed: 9.204 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.012,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5099], Speed: 9.196 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.012,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5199], Speed: 9.048 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.951,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.011,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5299], Speed: 9.027 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.011,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5399], Speed: 9.146 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.011,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5499], Speed: 9.132 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5599], Speed: 9.276 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5699], Speed: 9.150 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5799], Speed: 9.081 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.010,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5899], Speed: 9.235 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.363,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 5999], Speed: 8.987 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.864,MaskFGAcc=0.496 [Epoch 4][Batch 6099], Speed: 9.135 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6199], Speed: 9.069 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.009,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6299], Speed: 9.206 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6399], Speed: 9.261 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6499], Speed: 9.092 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6599], Speed: 9.185 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.008,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6699], Speed: 9.279 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6799], Speed: 9.011 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6899], Speed: 9.227 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.007,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 6999], Speed: 9.288 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 7099], Speed: 9.248 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 7199], Speed: 9.203 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 7299], Speed: 9.053 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.006,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 7399], Speed: 9.255 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.005,MaskAcc=0.865,MaskFGAcc=0.496 [Epoch 4][Batch 7499], Speed: 9.081 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.868,RCNNL1Loss=1.005,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 7599], Speed: 9.139 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.869,RCNNL1Loss=1.005,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 7699], Speed: 9.122 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.869,RCNNL1Loss=1.005,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 7799], Speed: 9.043 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.869,RCNNL1Loss=1.004,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 7899], Speed: 9.125 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.869,RCNNL1Loss=1.004,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 7999], Speed: 8.972 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.396,RCNNAcc=0.869,RCNNL1Loss=1.004,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8099], Speed: 9.312 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.004,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8199], Speed: 9.119 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.003,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8299], Speed: 9.142 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.003,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8399], Speed: 9.003 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.003,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8499], Speed: 9.041 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.002,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8599], Speed: 9.010 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.002,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8699], Speed: 8.943 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.002,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8799], Speed: 8.889 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.002,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8899], Speed: 9.099 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.002,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 8999], Speed: 9.225 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.001,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9099], Speed: 9.171 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.001,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9199], Speed: 9.347 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.001,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9299], Speed: 9.078 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.001,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9399], Speed: 9.123 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.000,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9499], Speed: 9.287 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.000,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9599], Speed: 9.093 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.000,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9699], Speed: 9.397 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=1.000,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9799], Speed: 8.942 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9899], Speed: 9.296 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 9999], Speed: 9.192 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 10099], Speed: 9.079 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.999,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 10199], Speed: 9.416 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.998,MaskAcc=0.865,MaskFGAcc=0.495 [Epoch 4][Batch 10299], Speed: 9.133 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.998,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10399], Speed: 9.169 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.998,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10499], Speed: 9.395 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10599], Speed: 9.161 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10699], Speed: 9.252 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10799], Speed: 9.039 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10899], Speed: 9.083 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.997,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 10999], Speed: 9.181 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11099], Speed: 9.096 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11199], Speed: 9.437 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11299], Speed: 9.083 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.996,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11399], Speed: 9.384 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.395,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11499], Speed: 9.385 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11599], Speed: 9.206 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11699], Speed: 9.172 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11799], Speed: 9.066 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.995,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11899], Speed: 9.476 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 11999], Speed: 9.008 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12099], Speed: 9.092 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.189,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12199], Speed: 9.247 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.994,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12299], Speed: 9.204 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12399], Speed: 9.235 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12499], Speed: 9.187 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12599], Speed: 9.250 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.993,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12699], Speed: 9.056 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.869,RCNNL1Loss=0.992,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12799], Speed: 9.185 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.992,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12899], Speed: 8.991 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.992,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 12999], Speed: 9.056 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.992,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13099], Speed: 9.311 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.992,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13199], Speed: 9.186 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.991,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13299], Speed: 9.213 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.991,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13399], Speed: 8.961 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.991,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13499], Speed: 9.411 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.991,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13599], Speed: 9.059 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.990,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13699], Speed: 9.266 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.990,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13799], Speed: 9.198 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.990,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13899], Speed: 9.192 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.990,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 13999], Speed: 9.135 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.989,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14099], Speed: 9.385 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.989,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14199], Speed: 9.143 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.989,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14299], Speed: 9.009 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.989,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14399], Speed: 9.264 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14499], Speed: 9.023 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4][Batch 14599], Speed: 9.083 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.866,MaskFGAcc=0.495 [Epoch 4] Training cost: 12828.011, RPN_Conf=0.106,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.188,RCNN_Mask=0.284 [Epoch 4] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.464 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.283 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 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.362 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.428 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.453 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.280 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.596 ~~~~ Mean AP for bbox ~~~~ =27.0 ~~~~ Summary segm 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 ] = 0.433 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.255 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.106 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.282 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.352 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.245 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.411 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 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.571 ~~~~ Mean AP for segm ~~~~ =24.7 [Epoch 4] mAP 24.7 higher than current best [23.5] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 4] Saving parameters to mask_rcnn_resnet50_v1b_coco_0004_24.7000.params [Epoch 5][Batch 99], Speed: 8.061 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.182,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.988,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 5][Batch 199], Speed: 9.717 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.181,RCNN_Mask=0.281,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 5][Batch 299], Speed: 9.770 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.182,RCNN_Mask=0.281,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 5][Batch 399], Speed: 9.667 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.182,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.394,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.866,MaskFGAcc=0.494 [Epoch 5][Batch 499], Speed: 9.641 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.282,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.987,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 599], Speed: 9.537 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 699], Speed: 9.647 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 799], Speed: 9.700 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 899], Speed: 9.647 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.986,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 999], Speed: 9.974 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1099], Speed: 9.695 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1199], Speed: 10.062 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1299], Speed: 9.635 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.985,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1399], Speed: 9.647 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1499], Speed: 9.725 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1599], Speed: 9.755 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1699], Speed: 10.054 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.984,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1799], Speed: 9.797 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.952,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1899], Speed: 9.752 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 1999], Speed: 9.861 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.352,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2099], Speed: 9.907 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2199], Speed: 9.713 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.983,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2299], Speed: 9.760 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2399], Speed: 9.675 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2499], Speed: 9.902 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2599], Speed: 9.936 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.982,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2699], Speed: 9.952 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2799], Speed: 9.757 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2899], Speed: 9.928 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 2999], Speed: 9.648 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.981,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3099], Speed: 10.046 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3199], Speed: 9.862 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3299], Speed: 9.647 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3399], Speed: 9.963 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3499], Speed: 9.901 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.870,RCNNL1Loss=0.980,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3599], Speed: 9.851 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.979,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3699], Speed: 9.870 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.353,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.979,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3799], Speed: 9.991 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.979,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3899], Speed: 9.622 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.979,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 3999], Speed: 9.978 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4099], Speed: 9.800 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.393,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4199], Speed: 9.779 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4299], Speed: 9.710 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4399], Speed: 9.756 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.978,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4499], Speed: 9.974 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4599], Speed: 9.637 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4699], Speed: 10.276 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4799], Speed: 9.897 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.977,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4899], Speed: 9.600 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 4999], Speed: 9.996 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 5099], Speed: 9.723 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 5199], Speed: 10.028 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.354,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 5299], Speed: 9.755 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 5399], Speed: 9.662 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.976,MaskAcc=0.867,MaskFGAcc=0.494 [Epoch 5][Batch 5499], Speed: 10.064 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 5599], Speed: 9.730 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 5699], Speed: 9.831 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 5799], Speed: 9.948 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.184,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.975,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 5899], Speed: 9.805 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 5999], Speed: 9.815 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6099], Speed: 9.680 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6199], Speed: 9.962 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6299], Speed: 9.753 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.974,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6399], Speed: 10.188 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6499], Speed: 9.733 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6599], Speed: 9.972 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6699], Speed: 9.960 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.973,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6799], Speed: 9.591 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6899], Speed: 9.896 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 6999], Speed: 9.789 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7099], Speed: 9.812 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7199], Speed: 9.796 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.972,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7299], Speed: 9.733 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7399], Speed: 9.792 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7499], Speed: 9.784 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7599], Speed: 10.034 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7699], Speed: 9.653 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.971,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7799], Speed: 9.985 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7899], Speed: 9.860 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 7999], Speed: 9.668 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8099], Speed: 9.759 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8199], Speed: 9.686 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.970,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8299], Speed: 9.846 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.392,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8399], Speed: 9.602 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8499], Speed: 10.015 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.279,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8599], Speed: 9.851 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.868,MaskFGAcc=0.494 [Epoch 5][Batch 8699], Speed: 9.778 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.969,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 8799], Speed: 10.042 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 8899], Speed: 9.728 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 8999], Speed: 9.956 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9099], Speed: 9.798 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9199], Speed: 9.721 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.968,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9299], Speed: 10.021 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9399], Speed: 10.016 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9499], Speed: 9.661 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.871,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9599], Speed: 9.894 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9699], Speed: 9.946 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.355,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9799], Speed: 9.874 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.967,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9899], Speed: 9.731 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 9999], Speed: 9.791 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10099], Speed: 9.788 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10199], Speed: 9.829 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10299], Speed: 9.576 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.966,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10399], Speed: 9.925 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10499], Speed: 9.793 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10599], Speed: 9.634 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10699], Speed: 9.770 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10799], Speed: 9.804 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.965,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10899], Speed: 9.783 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.868,MaskFGAcc=0.493 [Epoch 5][Batch 10999], Speed: 9.770 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11099], Speed: 9.941 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11199], Speed: 9.764 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11299], Speed: 10.011 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11399], Speed: 9.735 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.964,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11499], Speed: 9.925 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11599], Speed: 9.849 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11699], Speed: 9.870 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11799], Speed: 10.152 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11899], Speed: 10.012 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.963,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 11999], Speed: 9.982 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12099], Speed: 9.975 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12199], Speed: 9.669 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12299], Speed: 9.882 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12399], Speed: 9.839 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.962,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12499], Speed: 9.780 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.391,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12599], Speed: 9.977 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12699], Speed: 9.829 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12799], Speed: 9.833 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12899], Speed: 9.906 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 12999], Speed: 9.705 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.961,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13099], Speed: 9.814 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13199], Speed: 9.704 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13299], Speed: 9.758 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13399], Speed: 9.774 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13499], Speed: 9.720 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13599], Speed: 9.944 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.960,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13699], Speed: 9.637 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13799], Speed: 9.797 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13899], Speed: 9.747 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 13999], Speed: 9.748 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14099], Speed: 9.644 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14199], Speed: 9.853 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.959,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14299], Speed: 9.711 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14399], Speed: 10.061 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14499], Speed: 9.855 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5][Batch 14599], Speed: 9.974 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.958,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 5] Training cost: 11956.380, RPN_Conf=0.104,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.356,RCNN_SmoothL1=0.183,RCNN_Mask=0.280 [Epoch 5] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.275 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.471 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.139 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.383 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 ] = 0.426 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.446 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.494 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.609 ~~~~ Mean AP for bbox ~~~~ =27.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.249 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.435 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.255 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 ] = 0.285 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.366 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 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.405 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.204 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.452 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.583 ~~~~ Mean AP for segm ~~~~ =24.9 [Epoch 5] mAP 24.9 higher than current best [24.7] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 5] Saving parameters to mask_rcnn_resnet50_v1b_coco_0005_24.9000.params [Epoch 6][Batch 99], Speed: 8.112 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.168,RCNN_Mask=0.274,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 199], Speed: 9.364 samples/sec, RPN_Conf=0.092,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 299], Speed: 9.348 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.173,RCNN_Mask=0.271,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 399], Speed: 9.529 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 499], Speed: 9.415 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.957,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 599], Speed: 9.241 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 699], Speed: 9.510 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 799], Speed: 9.358 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.176,RCNN_Mask=0.275,RPNAcc=0.953,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 899], Speed: 9.386 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 999], Speed: 9.356 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.956,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1099], Speed: 9.511 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1199], Speed: 9.121 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.174,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1299], Speed: 9.559 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1399], Speed: 9.415 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1499], Speed: 9.359 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.955,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1599], Speed: 9.260 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1699], Speed: 9.542 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.872,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1799], Speed: 9.538 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.390,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1899], Speed: 9.369 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 1999], Speed: 9.594 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 2099], Speed: 9.444 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.954,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 2199], Speed: 9.662 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.869,MaskFGAcc=0.493 [Epoch 6][Batch 2299], Speed: 9.562 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2399], Speed: 9.553 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2499], Speed: 9.315 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2599], Speed: 9.363 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.953,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2699], Speed: 9.543 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2799], Speed: 9.440 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.176,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2899], Speed: 9.406 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.176,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 2999], Speed: 9.618 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3099], Speed: 9.352 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3199], Speed: 9.362 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.952,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3299], Speed: 9.506 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3399], Speed: 9.443 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3499], Speed: 9.371 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3599], Speed: 9.369 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3699], Speed: 9.261 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.951,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3799], Speed: 9.650 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3899], Speed: 9.524 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 3999], Speed: 9.356 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4099], Speed: 9.482 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4199], Speed: 9.363 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4299], Speed: 9.372 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.950,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4399], Speed: 9.438 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4499], Speed: 9.656 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.177,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4599], Speed: 9.293 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4699], Speed: 9.625 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4799], Speed: 9.290 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4899], Speed: 9.550 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.949,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 4999], Speed: 9.480 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5099], Speed: 9.300 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5199], Speed: 9.706 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5299], Speed: 9.142 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5399], Speed: 9.621 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.948,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5499], Speed: 9.683 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5599], Speed: 9.469 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5699], Speed: 9.560 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5799], Speed: 9.294 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5899], Speed: 9.668 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 5999], Speed: 9.525 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.947,MaskAcc=0.870,MaskFGAcc=0.493 [Epoch 6][Batch 6099], Speed: 9.346 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6199], Speed: 9.618 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6299], Speed: 9.452 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6399], Speed: 9.603 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6499], Speed: 9.343 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6599], Speed: 9.441 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.946,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6699], Speed: 9.626 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6799], Speed: 9.504 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6899], Speed: 9.510 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 6999], Speed: 9.312 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7099], Speed: 9.446 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.346,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7199], Speed: 9.533 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.945,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7299], Speed: 9.284 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7399], Speed: 9.505 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7499], Speed: 9.577 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7599], Speed: 9.431 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7699], Speed: 9.479 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.389,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7799], Speed: 9.402 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.944,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7899], Speed: 9.536 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 7999], Speed: 9.510 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8099], Speed: 9.540 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8199], Speed: 9.398 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8299], Speed: 9.668 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8399], Speed: 9.585 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8499], Speed: 9.479 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.943,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8599], Speed: 9.577 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.942,MaskAcc=0.870,MaskFGAcc=0.492 [Epoch 6][Batch 8699], Speed: 9.388 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.942,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 8799], Speed: 9.500 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.942,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 8899], Speed: 9.217 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.873,RCNNL1Loss=0.942,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 8999], Speed: 9.516 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.942,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9099], Speed: 9.630 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.942,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9199], Speed: 9.520 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9299], Speed: 9.583 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9399], Speed: 9.442 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9499], Speed: 9.688 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9599], Speed: 9.184 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9699], Speed: 9.323 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.941,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9799], Speed: 9.418 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9899], Speed: 9.548 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 9999], Speed: 9.705 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10099], Speed: 9.490 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10199], Speed: 9.378 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10299], Speed: 9.556 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10399], Speed: 9.176 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.940,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10499], Speed: 9.517 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10599], Speed: 9.424 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10699], Speed: 9.492 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10799], Speed: 9.331 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10899], Speed: 9.538 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 10999], Speed: 9.507 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.178,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11099], Speed: 9.377 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.939,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11199], Speed: 9.716 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11299], Speed: 9.537 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11399], Speed: 9.473 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11499], Speed: 9.251 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11599], Speed: 9.697 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11699], Speed: 9.294 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11799], Speed: 9.547 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.938,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11899], Speed: 9.370 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 11999], Speed: 9.489 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12099], Speed: 9.415 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12199], Speed: 9.360 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12299], Speed: 9.623 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12399], Speed: 9.147 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12499], Speed: 9.660 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.937,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12599], Speed: 9.358 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12699], Speed: 9.722 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12799], Speed: 9.123 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12899], Speed: 9.548 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 12999], Speed: 9.574 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13099], Speed: 9.375 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.936,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13199], Speed: 9.244 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.388,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13299], Speed: 9.619 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13399], Speed: 9.166 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13499], Speed: 9.808 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13599], Speed: 9.178 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13699], Speed: 9.540 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13799], Speed: 9.453 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.277,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13899], Speed: 9.383 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.277,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.935,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 13999], Speed: 9.455 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14099], Speed: 9.346 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14199], Speed: 9.323 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14299], Speed: 9.190 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14399], Speed: 9.500 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.276,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14499], Speed: 9.388 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.277,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6][Batch 14599], Speed: 9.213 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.277,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.934,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 6] Training cost: 12422.864, RPN_Conf=0.102,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.179,RCNN_Mask=0.277 [Epoch 6] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.281 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.473 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.148 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.268 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.425 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.444 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261 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 ] = 0.604 ~~~~ Mean AP for bbox ~~~~ =28.1 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.255 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.264 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.117 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.284 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 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.402 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.212 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.580 ~~~~ Mean AP for segm ~~~~ =25.5 [Epoch 6] mAP 25.5 higher than current best [24.9] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 6] Saving parameters to mask_rcnn_resnet50_v1b_coco_0006_25.5000.params [Epoch 7][Batch 99], Speed: 7.952 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.173,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 199], Speed: 9.045 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.275,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 299], Speed: 9.175 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.174,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 399], Speed: 8.904 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.173,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 499], Speed: 9.063 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.173,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 599], Speed: 9.058 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.174,RCNN_Mask=0.274,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.933,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 699], Speed: 8.948 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 799], Speed: 9.017 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 899], Speed: 9.070 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 999], Speed: 8.895 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1099], Speed: 9.059 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1199], Speed: 9.168 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.932,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1299], Speed: 8.991 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1399], Speed: 9.275 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1499], Speed: 9.123 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1599], Speed: 9.136 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1699], Speed: 9.016 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.174,RCNN_Mask=0.272,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.871,MaskFGAcc=0.492 [Epoch 7][Batch 1799], Speed: 9.099 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.931,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 1899], Speed: 9.169 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 1999], Speed: 9.042 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2099], Speed: 9.032 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2199], Speed: 9.178 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2299], Speed: 9.164 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2399], Speed: 9.061 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2499], Speed: 9.039 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.930,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2599], Speed: 9.185 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.874,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2699], Speed: 9.241 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2799], Speed: 9.314 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2899], Speed: 9.143 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 2999], Speed: 9.158 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.954,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3099], Speed: 9.105 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.929,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3199], Speed: 9.197 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3299], Speed: 9.034 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3399], Speed: 9.046 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3499], Speed: 9.137 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3599], Speed: 9.214 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.387,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3699], Speed: 9.384 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3799], Speed: 9.075 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.928,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3899], Speed: 9.117 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 3999], Speed: 9.088 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4099], Speed: 9.149 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4199], Speed: 8.896 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4299], Speed: 9.052 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4399], Speed: 8.737 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4499], Speed: 9.015 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.927,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4599], Speed: 8.988 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4699], Speed: 9.158 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4799], Speed: 9.030 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4899], Speed: 8.918 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 4999], Speed: 9.059 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5099], Speed: 8.877 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.926,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5199], Speed: 9.039 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5299], Speed: 8.953 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5399], Speed: 9.079 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5499], Speed: 9.094 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5599], Speed: 8.871 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5699], Speed: 8.804 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5799], Speed: 8.913 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.925,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5899], Speed: 8.910 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 5999], Speed: 9.082 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6099], Speed: 9.100 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6199], Speed: 9.173 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6299], Speed: 9.025 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6399], Speed: 9.034 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6499], Speed: 9.238 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.924,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6599], Speed: 9.054 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6699], Speed: 8.960 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6799], Speed: 9.254 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6899], Speed: 9.213 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 6999], Speed: 9.356 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.492 [Epoch 7][Batch 7099], Speed: 8.982 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.174,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7199], Speed: 9.062 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.923,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7299], Speed: 9.168 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7399], Speed: 9.210 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7499], Speed: 9.057 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7599], Speed: 8.999 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7699], Speed: 9.219 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7799], Speed: 9.018 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7899], Speed: 9.079 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 7999], Speed: 8.791 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.922,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8099], Speed: 9.099 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8199], Speed: 8.933 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8299], Speed: 8.965 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8399], Speed: 9.217 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8499], Speed: 8.750 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8599], Speed: 9.327 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8699], Speed: 8.963 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.921,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8799], Speed: 9.225 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8899], Speed: 9.072 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 8999], Speed: 8.875 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9099], Speed: 9.242 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9199], Speed: 9.175 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9299], Speed: 9.206 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.386,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9399], Speed: 8.975 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.920,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9499], Speed: 9.102 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9599], Speed: 9.216 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.872,MaskFGAcc=0.491 [Epoch 7][Batch 9699], Speed: 9.065 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 9799], Speed: 9.010 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 9899], Speed: 9.182 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 9999], Speed: 9.245 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10099], Speed: 9.262 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10199], Speed: 9.305 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10299], Speed: 9.117 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.919,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10399], Speed: 9.066 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10499], Speed: 9.128 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10599], Speed: 9.010 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10699], Speed: 9.121 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10799], Speed: 8.890 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10899], Speed: 9.156 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.273,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 10999], Speed: 9.062 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11099], Speed: 9.020 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.918,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11199], Speed: 9.167 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11299], Speed: 9.021 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11399], Speed: 9.298 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11499], Speed: 9.068 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11599], Speed: 8.933 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.875,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11699], Speed: 9.392 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11799], Speed: 9.100 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11899], Speed: 9.108 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.917,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 11999], Speed: 9.119 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12099], Speed: 8.987 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12199], Speed: 9.113 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12299], Speed: 8.792 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12399], Speed: 9.015 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12499], Speed: 9.073 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12599], Speed: 8.852 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12699], Speed: 8.918 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.916,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12799], Speed: 9.206 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12899], Speed: 9.230 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 12999], Speed: 9.234 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13099], Speed: 9.146 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13199], Speed: 9.292 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13299], Speed: 9.249 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13399], Speed: 9.089 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13499], Speed: 9.176 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.915,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13599], Speed: 8.885 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13699], Speed: 9.140 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13799], Speed: 8.875 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13899], Speed: 9.254 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 13999], Speed: 8.861 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14099], Speed: 8.996 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14199], Speed: 9.042 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14299], Speed: 8.783 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14399], Speed: 9.235 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.914,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14499], Speed: 8.907 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7][Batch 14599], Speed: 9.175 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 7] Training cost: 12930.314, RPN_Conf=0.101,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.175,RCNN_Mask=0.274 [Epoch 7] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.150 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 ] = 0.401 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 ] = 0.429 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.449 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.265 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.609 ~~~~ Mean AP for bbox ~~~~ =28.8 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.450 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.117 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.299 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.252 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.407 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.214 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.588 ~~~~ Mean AP for segm ~~~~ =26.0 [Epoch 7] mAP 26.0 higher than current best [25.5] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 7] Saving parameters to mask_rcnn_resnet50_v1b_coco_0007_26.0000.params [Epoch 8][Batch 99], Speed: 7.698 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.168,RCNN_Mask=0.266,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 199], Speed: 9.007 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.266,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 299], Speed: 8.982 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.265,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 399], Speed: 8.943 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.267,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 499], Speed: 8.874 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.170,RCNN_Mask=0.269,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.913,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 599], Speed: 9.042 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.171,RCNN_Mask=0.269,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 699], Speed: 9.003 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.172,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 799], Speed: 9.071 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 899], Speed: 9.303 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.172,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 999], Speed: 8.989 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.172,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1099], Speed: 9.752 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1199], Speed: 9.786 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.172,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.912,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1299], Speed: 9.638 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1399], Speed: 9.829 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1499], Speed: 9.817 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1599], Speed: 9.607 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.385,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1699], Speed: 9.930 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1799], Speed: 9.654 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1899], Speed: 9.974 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 1999], Speed: 9.500 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.911,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2099], Speed: 9.901 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2199], Speed: 10.009 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2299], Speed: 9.635 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2399], Speed: 10.075 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2499], Speed: 9.775 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.172,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2599], Speed: 10.093 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2699], Speed: 9.817 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.910,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2799], Speed: 9.786 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2899], Speed: 10.010 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 2999], Speed: 9.646 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3099], Speed: 9.880 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3199], Speed: 9.821 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.270,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3299], Speed: 10.027 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3399], Speed: 9.791 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3499], Speed: 9.839 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.909,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3599], Speed: 10.124 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3699], Speed: 9.108 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3799], Speed: 9.798 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3899], Speed: 9.735 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 3999], Speed: 9.949 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.873,MaskFGAcc=0.491 [Epoch 8][Batch 4099], Speed: 9.904 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4199], Speed: 9.903 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4299], Speed: 10.165 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.908,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4399], Speed: 9.605 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4499], Speed: 10.122 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4599], Speed: 9.738 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4699], Speed: 9.929 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4799], Speed: 9.882 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4899], Speed: 9.677 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 4999], Speed: 9.880 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5099], Speed: 9.759 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.907,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5199], Speed: 9.922 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5299], Speed: 9.932 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.171,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5399], Speed: 9.887 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5499], Speed: 10.089 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5599], Speed: 9.738 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5699], Speed: 9.871 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5799], Speed: 9.999 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5899], Speed: 9.671 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 5999], Speed: 10.097 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.906,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6099], Speed: 9.912 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6199], Speed: 9.939 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6299], Speed: 9.802 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6399], Speed: 9.922 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6499], Speed: 9.950 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6599], Speed: 9.993 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6699], Speed: 9.800 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.876,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6799], Speed: 10.047 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6899], Speed: 9.996 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.905,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 6999], Speed: 9.865 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7099], Speed: 9.778 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7199], Speed: 9.867 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7299], Speed: 9.983 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7399], Speed: 9.810 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7499], Speed: 9.811 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7599], Speed: 9.752 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7699], Speed: 9.781 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7799], Speed: 10.258 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.904,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7899], Speed: 9.681 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 7999], Speed: 9.844 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8099], Speed: 9.643 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8199], Speed: 9.706 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.271,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8299], Speed: 9.740 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8399], Speed: 9.881 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8499], Speed: 9.872 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8599], Speed: 9.786 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.384,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8699], Speed: 9.924 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.903,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8799], Speed: 9.894 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8899], Speed: 9.935 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 8999], Speed: 9.673 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9099], Speed: 9.939 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.955,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9199], Speed: 9.997 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9299], Speed: 9.800 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9399], Speed: 9.788 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9499], Speed: 10.005 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.902,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9599], Speed: 9.734 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9699], Speed: 10.082 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9799], Speed: 9.855 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9899], Speed: 9.659 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 9999], Speed: 10.070 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10099], Speed: 9.731 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10199], Speed: 9.919 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10299], Speed: 9.678 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10399], Speed: 9.967 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10499], Speed: 9.679 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.901,MaskAcc=0.874,MaskFGAcc=0.491 [Epoch 8][Batch 10599], Speed: 9.788 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 10699], Speed: 9.969 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 10799], Speed: 9.888 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 10899], Speed: 9.630 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 10999], Speed: 9.726 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11099], Speed: 9.755 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11199], Speed: 9.518 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11299], Speed: 9.954 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11399], Speed: 9.808 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.900,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11499], Speed: 9.754 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11599], Speed: 9.744 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11699], Speed: 9.923 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11799], Speed: 10.158 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11899], Speed: 9.557 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 11999], Speed: 9.786 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12099], Speed: 9.944 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12199], Speed: 9.876 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12299], Speed: 10.091 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.899,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12399], Speed: 9.902 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12499], Speed: 9.866 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12599], Speed: 10.043 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12699], Speed: 9.580 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12799], Speed: 9.851 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12899], Speed: 9.730 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 12999], Speed: 9.850 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13099], Speed: 9.810 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13199], Speed: 9.757 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13299], Speed: 10.046 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.898,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13399], Speed: 9.850 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13499], Speed: 9.806 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13599], Speed: 9.938 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13699], Speed: 9.668 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13799], Speed: 10.036 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13899], Speed: 9.713 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 13999], Speed: 10.083 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.172,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 14099], Speed: 10.115 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 14199], Speed: 9.672 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 14299], Speed: 9.852 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.897,MaskAcc=0.874,MaskFGAcc=0.490 [Epoch 8][Batch 14399], Speed: 9.658 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 8][Batch 14499], Speed: 9.943 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 8][Batch 14599], Speed: 9.892 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 8] Training cost: 11999.112, RPN_Conf=0.100,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.173,RCNN_Mask=0.272 [Epoch 8] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.286 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.485 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.299 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.153 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.395 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 ] = 0.433 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.272 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.504 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 ~~~~ Mean AP for bbox ~~~~ =28.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.267 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.292 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.256 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.410 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.215 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.583 ~~~~ Mean AP for segm ~~~~ =25.9 [Epoch 8] Saving parameters to mask_rcnn_resnet50_v1b_coco_0008_25.9000.params [Epoch 9][Batch 99], Speed: 8.164 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 199], Speed: 9.632 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 299], Speed: 9.788 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 399], Speed: 9.880 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 499], Speed: 10.033 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.896,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 599], Speed: 9.842 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 699], Speed: 9.957 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 799], Speed: 9.855 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 899], Speed: 10.079 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 999], Speed: 9.506 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.383,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1099], Speed: 9.847 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1199], Speed: 10.093 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1299], Speed: 9.729 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.895,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1399], Speed: 10.076 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1499], Speed: 9.974 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1599], Speed: 9.745 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1699], Speed: 9.692 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1799], Speed: 9.988 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1899], Speed: 9.885 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 1999], Speed: 10.029 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2099], Speed: 9.794 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2199], Speed: 9.901 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.894,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2299], Speed: 9.933 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2399], Speed: 9.969 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2499], Speed: 10.013 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2599], Speed: 9.701 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2699], Speed: 10.163 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2799], Speed: 9.872 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2899], Speed: 9.920 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 2999], Speed: 10.016 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.877,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3099], Speed: 9.747 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.893,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3199], Speed: 9.889 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3299], Speed: 10.083 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3399], Speed: 9.872 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3499], Speed: 9.893 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3599], Speed: 9.969 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3699], Speed: 9.830 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3799], Speed: 9.999 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3899], Speed: 9.693 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 3999], Speed: 9.128 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.892,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4099], Speed: 9.117 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4199], Speed: 10.033 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4299], Speed: 9.818 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4399], Speed: 9.831 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4499], Speed: 9.708 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4599], Speed: 9.977 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4699], Speed: 9.722 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4799], Speed: 9.738 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4899], Speed: 10.003 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 4999], Speed: 9.865 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.891,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5099], Speed: 9.744 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5199], Speed: 10.223 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5299], Speed: 9.552 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5399], Speed: 9.907 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5499], Speed: 9.898 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5599], Speed: 10.110 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5699], Speed: 9.740 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5799], Speed: 9.717 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5899], Speed: 10.002 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 5999], Speed: 10.155 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.890,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6099], Speed: 9.915 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6199], Speed: 9.882 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6299], Speed: 10.001 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6399], Speed: 10.229 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6499], Speed: 9.778 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6599], Speed: 10.134 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6699], Speed: 9.963 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6799], Speed: 10.027 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6899], Speed: 9.717 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 6999], Speed: 9.824 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.889,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7099], Speed: 9.885 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.169,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7199], Speed: 10.042 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7299], Speed: 9.628 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7399], Speed: 10.093 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7499], Speed: 9.682 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7599], Speed: 9.818 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7699], Speed: 9.799 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7799], Speed: 9.891 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7899], Speed: 10.360 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 7999], Speed: 9.631 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.888,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8099], Speed: 9.802 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8199], Speed: 9.758 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8299], Speed: 10.148 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8399], Speed: 9.970 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8499], Speed: 9.674 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8599], Speed: 9.825 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8699], Speed: 9.888 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8799], Speed: 9.878 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.382,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8899], Speed: 9.569 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 8999], Speed: 9.965 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.887,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9099], Speed: 9.869 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9199], Speed: 9.706 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9299], Speed: 9.796 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9399], Speed: 9.706 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9499], Speed: 10.049 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9599], Speed: 9.887 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9699], Speed: 9.996 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9799], Speed: 9.860 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9899], Speed: 9.750 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 9999], Speed: 9.674 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10099], Speed: 9.913 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.886,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10199], Speed: 9.819 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10299], Speed: 9.809 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10399], Speed: 9.803 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10499], Speed: 9.733 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10599], Speed: 9.887 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10699], Speed: 9.821 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.875,MaskFGAcc=0.490 [Epoch 9][Batch 10799], Speed: 10.043 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 10899], Speed: 9.601 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 10999], Speed: 9.704 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11099], Speed: 9.760 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11199], Speed: 9.759 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.885,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11299], Speed: 10.014 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11399], Speed: 9.776 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11499], Speed: 9.886 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11599], Speed: 9.814 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11699], Speed: 9.808 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11799], Speed: 9.790 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11899], Speed: 9.851 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 11999], Speed: 9.873 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12099], Speed: 9.885 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12199], Speed: 9.871 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12299], Speed: 9.853 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.884,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12399], Speed: 9.874 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12499], Speed: 9.896 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12599], Speed: 10.011 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12699], Speed: 9.600 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12799], Speed: 9.830 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12899], Speed: 9.972 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 12999], Speed: 9.794 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13099], Speed: 9.763 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13199], Speed: 9.833 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13299], Speed: 9.875 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13399], Speed: 10.048 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.883,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13499], Speed: 9.880 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13599], Speed: 10.012 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13699], Speed: 10.092 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13799], Speed: 9.715 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13899], Speed: 9.805 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 13999], Speed: 9.667 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14099], Speed: 9.837 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14199], Speed: 9.736 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14299], Speed: 9.668 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14399], Speed: 9.852 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14499], Speed: 9.732 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.882,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9][Batch 14599], Speed: 10.088 samples/sec, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 9] Training cost: 11913.867, RPN_Conf=0.099,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.170,RCNN_Mask=0.270 [Epoch 9] 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 ] = 0.480 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.300 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.150 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.271 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.453 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.618 ~~~~ Mean AP for bbox ~~~~ =28.4 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.259 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.447 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.115 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.302 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.254 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.413 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.207 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.468 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.605 ~~~~ Mean AP for segm ~~~~ =25.9 [Epoch 9] Saving parameters to mask_rcnn_resnet50_v1b_coco_0009_25.9000.params [Epoch 10][Batch 99], Speed: 7.787 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 199], Speed: 8.977 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.168,RCNN_Mask=0.270,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 299], Speed: 9.130 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 399], Speed: 9.233 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 499], Speed: 9.296 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 599], Speed: 9.288 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 699], Speed: 9.344 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 799], Speed: 9.200 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.881,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 899], Speed: 9.166 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 999], Speed: 9.227 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.878,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1099], Speed: 9.453 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1199], Speed: 9.466 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1299], Speed: 9.452 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1399], Speed: 9.085 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1499], Speed: 9.419 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1599], Speed: 9.311 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1699], Speed: 9.395 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1799], Speed: 9.520 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.880,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1899], Speed: 9.303 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 1999], Speed: 9.435 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2099], Speed: 9.157 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2199], Speed: 9.414 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2299], Speed: 9.594 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2399], Speed: 9.391 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2499], Speed: 9.220 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2599], Speed: 9.250 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.381,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2699], Speed: 9.392 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2799], Speed: 9.070 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.879,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2899], Speed: 9.434 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 2999], Speed: 9.260 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3099], Speed: 9.355 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3199], Speed: 9.419 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3299], Speed: 9.278 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3399], Speed: 9.367 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3499], Speed: 9.171 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3599], Speed: 9.273 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3699], Speed: 9.308 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3799], Speed: 9.296 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3899], Speed: 9.631 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.878,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 3999], Speed: 9.065 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4099], Speed: 9.361 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4199], Speed: 9.176 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4299], Speed: 9.253 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4399], Speed: 9.354 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4499], Speed: 9.127 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4599], Speed: 9.135 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4699], Speed: 9.332 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4799], Speed: 9.253 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4899], Speed: 9.286 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.877,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 4999], Speed: 9.300 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5099], Speed: 9.516 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5199], Speed: 9.319 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.267,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5299], Speed: 9.355 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5399], Speed: 9.381 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5499], Speed: 9.183 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5599], Speed: 9.327 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5699], Speed: 9.385 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5799], Speed: 9.179 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5899], Speed: 9.288 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 5999], Speed: 9.597 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6099], Speed: 9.204 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.876,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6199], Speed: 9.356 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6299], Speed: 9.137 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6399], Speed: 9.240 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6499], Speed: 9.373 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6599], Speed: 9.181 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.956,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6699], Speed: 9.523 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6799], Speed: 9.119 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6899], Speed: 9.430 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 6999], Speed: 9.258 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7099], Speed: 9.291 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7199], Speed: 9.307 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.875,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7299], Speed: 9.119 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7399], Speed: 9.376 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7499], Speed: 9.419 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7599], Speed: 9.370 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7699], Speed: 9.144 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7799], Speed: 9.394 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7899], Speed: 9.315 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 7999], Speed: 9.370 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8099], Speed: 9.149 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8199], Speed: 9.223 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8299], Speed: 9.117 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.874,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8399], Speed: 9.303 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8499], Speed: 9.370 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8599], Speed: 9.247 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.876,MaskFGAcc=0.490 [Epoch 10][Batch 8699], Speed: 9.267 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 8799], Speed: 9.504 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 8899], Speed: 9.339 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 8999], Speed: 9.527 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9099], Speed: 9.191 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9199], Speed: 9.386 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9299], Speed: 9.443 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9399], Speed: 9.445 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9499], Speed: 9.171 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9599], Speed: 9.134 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.873,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9699], Speed: 9.349 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9799], Speed: 9.438 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9899], Speed: 9.352 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 9999], Speed: 9.505 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10099], Speed: 9.241 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10199], Speed: 9.354 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10299], Speed: 9.161 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10399], Speed: 9.359 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10499], Speed: 9.209 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10599], Speed: 9.253 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10699], Speed: 9.372 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10799], Speed: 9.439 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.872,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10899], Speed: 9.312 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 10999], Speed: 9.163 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11099], Speed: 9.302 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11199], Speed: 9.596 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11299], Speed: 9.637 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11399], Speed: 9.268 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11499], Speed: 9.258 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11599], Speed: 9.316 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11699], Speed: 9.325 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.380,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11799], Speed: 9.060 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11899], Speed: 9.456 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 11999], Speed: 9.709 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.871,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12099], Speed: 9.097 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12199], Speed: 9.409 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12299], Speed: 9.288 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12399], Speed: 9.160 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12499], Speed: 9.204 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12599], Speed: 9.246 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12699], Speed: 9.393 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12799], Speed: 9.300 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12899], Speed: 9.403 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 12999], Speed: 9.289 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13099], Speed: 9.290 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13199], Speed: 9.326 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13299], Speed: 9.300 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.870,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13399], Speed: 9.298 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13499], Speed: 9.295 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13599], Speed: 9.388 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13699], Speed: 9.300 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13799], Speed: 9.468 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13899], Speed: 9.142 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 13999], Speed: 9.417 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14099], Speed: 9.386 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14199], Speed: 9.100 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14299], Speed: 9.241 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14399], Speed: 9.155 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14499], Speed: 9.471 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10][Batch 14599], Speed: 9.434 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.879,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 10] Training cost: 12611.770, RPN_Conf=0.098,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.168,RCNN_Mask=0.269 [Epoch 10] 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 ] = 0.493 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.143 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.402 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 ] = 0.442 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.285 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.622 ~~~~ Mean AP for bbox ~~~~ =29.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.265 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.457 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.278 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.110 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 ] = 0.386 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 ] = 0.403 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.424 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 ] = 0.472 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.599 ~~~~ Mean AP for segm ~~~~ =26.5 [Epoch 10] mAP 26.5 higher than current best [26.0] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 10] Saving parameters to mask_rcnn_resnet50_v1b_coco_0010_26.5000.params [Epoch 11][Batch 99], Speed: 8.253 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.172,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.869,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 199], Speed: 9.678 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.167,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 299], Speed: 9.919 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.168,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 399], Speed: 9.864 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 499], Speed: 9.818 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 599], Speed: 9.763 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 699], Speed: 10.014 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.490 [Epoch 11][Batch 799], Speed: 9.534 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 899], Speed: 9.913 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 999], Speed: 9.900 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1099], Speed: 10.130 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1199], Speed: 9.615 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.165,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.868,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1299], Speed: 9.889 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1399], Speed: 9.645 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1499], Speed: 9.973 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1599], Speed: 9.923 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1699], Speed: 9.769 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1799], Speed: 9.777 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1899], Speed: 9.993 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 1999], Speed: 10.049 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2099], Speed: 9.738 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2199], Speed: 9.799 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2299], Speed: 10.117 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.167,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2399], Speed: 9.810 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.867,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2499], Speed: 10.170 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2599], Speed: 9.789 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2699], Speed: 9.629 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2799], Speed: 10.085 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2899], Speed: 9.703 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 2999], Speed: 9.837 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3099], Speed: 9.862 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3199], Speed: 9.933 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3299], Speed: 9.896 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3399], Speed: 9.950 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3499], Speed: 10.077 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.866,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3599], Speed: 9.792 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3699], Speed: 9.860 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3799], Speed: 9.871 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3899], Speed: 10.092 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 3999], Speed: 9.798 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4099], Speed: 9.820 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4199], Speed: 9.945 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4299], Speed: 9.966 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4399], Speed: 9.842 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4499], Speed: 9.954 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4599], Speed: 10.094 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4699], Speed: 9.673 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4799], Speed: 9.817 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.865,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4899], Speed: 9.834 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 4999], Speed: 10.044 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5099], Speed: 10.002 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5199], Speed: 9.890 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5299], Speed: 9.666 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5399], Speed: 9.661 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5499], Speed: 9.769 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5599], Speed: 9.878 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5699], Speed: 9.840 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5799], Speed: 9.766 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5899], Speed: 9.867 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 5999], Speed: 9.677 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.864,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6099], Speed: 10.082 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6199], Speed: 9.816 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6299], Speed: 9.964 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6399], Speed: 9.982 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.379,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6499], Speed: 9.853 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6599], Speed: 9.825 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6699], Speed: 9.954 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6799], Speed: 9.931 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6899], Speed: 9.617 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 6999], Speed: 9.887 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7099], Speed: 9.968 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7199], Speed: 9.707 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7299], Speed: 9.950 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.863,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7399], Speed: 9.990 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7499], Speed: 9.976 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7599], Speed: 9.635 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7699], Speed: 9.847 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7799], Speed: 9.974 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7899], Speed: 9.866 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 7999], Speed: 10.048 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 8099], Speed: 9.777 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 8199], Speed: 9.929 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.877,MaskFGAcc=0.489 [Epoch 11][Batch 8299], Speed: 9.855 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8399], Speed: 9.801 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8499], Speed: 10.062 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8599], Speed: 9.836 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.862,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8699], Speed: 10.005 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8799], Speed: 9.590 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8899], Speed: 10.005 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 8999], Speed: 9.851 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9099], Speed: 9.865 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9199], Speed: 10.076 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9299], Speed: 9.950 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9399], Speed: 9.973 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9499], Speed: 9.746 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9599], Speed: 10.114 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9699], Speed: 9.690 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9799], Speed: 9.860 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9899], Speed: 10.095 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 9999], Speed: 9.242 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.861,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10099], Speed: 9.939 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10199], Speed: 9.573 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10299], Speed: 10.150 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10399], Speed: 9.677 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10499], Speed: 10.024 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10599], Speed: 9.698 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10699], Speed: 9.880 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10799], Speed: 9.736 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10899], Speed: 9.802 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 10999], Speed: 9.793 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11099], Speed: 9.692 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11199], Speed: 9.770 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11299], Speed: 9.792 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.860,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11399], Speed: 10.111 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11499], Speed: 9.561 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11599], Speed: 9.719 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11699], Speed: 9.790 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11799], Speed: 9.860 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11899], Speed: 9.864 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 11999], Speed: 9.956 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12099], Speed: 9.695 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12199], Speed: 10.082 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12299], Speed: 9.887 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12399], Speed: 9.933 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12499], Speed: 10.074 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12599], Speed: 9.633 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12699], Speed: 10.141 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.267,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.859,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12799], Speed: 9.880 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12899], Speed: 10.212 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 12999], Speed: 9.804 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13099], Speed: 9.756 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13199], Speed: 9.919 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13299], Speed: 10.045 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.166,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13399], Speed: 9.992 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13499], Speed: 9.727 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13599], Speed: 10.069 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13699], Speed: 9.704 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13799], Speed: 9.919 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13899], Speed: 9.682 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 13999], Speed: 10.098 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14099], Speed: 9.695 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14199], Speed: 9.757 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.858,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14299], Speed: 9.834 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14399], Speed: 9.958 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14499], Speed: 9.854 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11][Batch 14599], Speed: 9.926 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.880,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 11] Training cost: 11902.690, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.167,RCNN_Mask=0.268 [Epoch 11] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.479 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.304 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 ] = 0.404 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.271 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.421 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.232 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.483 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.610 ~~~~ Mean AP for bbox ~~~~ =28.7 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.260 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.450 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.269 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.112 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.296 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.255 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.401 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.187 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.446 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.586 ~~~~ Mean AP for segm ~~~~ =26.0 [Epoch 11] Saving parameters to mask_rcnn_resnet50_v1b_coco_0011_26.0000.params [Epoch 12][Batch 99], Speed: 8.018 samples/sec, RPN_Conf=0.090,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.155,RCNN_Mask=0.263,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 199], Speed: 9.507 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.161,RCNN_Mask=0.268,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 299], Speed: 9.179 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.269,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 399], Speed: 9.532 samples/sec, RPN_Conf=0.093,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 499], Speed: 9.587 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 599], Speed: 9.596 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 699], Speed: 9.384 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 799], Speed: 9.551 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.857,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 899], Speed: 9.484 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.160,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 999], Speed: 9.741 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1099], Speed: 9.395 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1199], Speed: 9.416 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1299], Speed: 9.566 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1399], Speed: 9.715 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1499], Speed: 9.504 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1599], Speed: 9.632 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1699], Speed: 9.623 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1799], Speed: 9.349 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1899], Speed: 9.529 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 1999], Speed: 9.437 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2099], Speed: 9.508 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.856,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2199], Speed: 9.572 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2299], Speed: 9.694 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2399], Speed: 9.585 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.378,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2499], Speed: 9.500 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2599], Speed: 9.571 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2699], Speed: 9.503 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2799], Speed: 9.589 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2899], Speed: 9.706 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 2999], Speed: 9.638 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3099], Speed: 9.414 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3199], Speed: 9.600 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3299], Speed: 9.598 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3399], Speed: 9.529 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.855,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3499], Speed: 9.646 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3599], Speed: 9.380 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3699], Speed: 9.716 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3799], Speed: 9.695 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3899], Speed: 9.163 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 3999], Speed: 9.578 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4099], Speed: 9.467 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4199], Speed: 9.678 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4299], Speed: 9.388 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4399], Speed: 9.512 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4499], Speed: 9.988 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4599], Speed: 9.786 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4699], Speed: 9.316 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4799], Speed: 9.630 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.854,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4899], Speed: 9.555 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 4999], Speed: 9.731 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5099], Speed: 9.504 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5199], Speed: 9.525 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5299], Speed: 9.540 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5399], Speed: 9.512 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5499], Speed: 9.685 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5599], Speed: 9.551 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5699], Speed: 9.618 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5799], Speed: 9.570 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5899], Speed: 9.515 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 5999], Speed: 9.591 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6099], Speed: 9.498 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6199], Speed: 9.812 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.853,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6299], Speed: 9.331 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6399], Speed: 9.580 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6499], Speed: 9.656 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6599], Speed: 9.580 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6699], Speed: 9.731 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6799], Speed: 9.448 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6899], Speed: 9.945 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 6999], Speed: 9.491 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7099], Speed: 9.672 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7199], Speed: 9.489 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7299], Speed: 9.408 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7399], Speed: 9.510 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7499], Speed: 9.520 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7599], Speed: 9.574 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7699], Speed: 9.719 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.852,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7799], Speed: 9.219 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7899], Speed: 9.630 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 7999], Speed: 9.583 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8099], Speed: 9.680 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8199], Speed: 9.517 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8299], Speed: 9.519 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8399], Speed: 9.604 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8499], Speed: 9.425 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8599], Speed: 9.733 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8699], Speed: 9.343 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8799], Speed: 9.819 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8899], Speed: 9.427 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 8999], Speed: 9.515 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9099], Speed: 9.622 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9199], Speed: 9.593 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.851,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9299], Speed: 9.540 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9399], Speed: 9.609 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9499], Speed: 9.474 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9599], Speed: 9.922 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9699], Speed: 9.413 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9799], Speed: 9.637 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.878,MaskFGAcc=0.489 [Epoch 12][Batch 9899], Speed: 9.635 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 9999], Speed: 9.602 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10099], Speed: 9.691 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10199], Speed: 9.253 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10299], Speed: 9.658 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10399], Speed: 9.323 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10499], Speed: 9.672 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10599], Speed: 9.489 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10699], Speed: 9.471 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.850,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10799], Speed: 9.751 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10899], Speed: 9.487 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 10999], Speed: 9.701 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11099], Speed: 9.611 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11199], Speed: 9.622 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11299], Speed: 9.732 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11399], Speed: 9.388 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11499], Speed: 9.675 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11599], Speed: 9.743 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11699], Speed: 9.623 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11799], Speed: 9.567 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11899], Speed: 9.692 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 11999], Speed: 9.761 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12099], Speed: 10.012 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.957,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12199], Speed: 9.418 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12299], Speed: 9.538 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.849,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12399], Speed: 9.663 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12499], Speed: 9.526 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12599], Speed: 9.643 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12699], Speed: 9.397 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12799], Speed: 9.745 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12899], Speed: 9.443 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 12999], Speed: 9.635 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13099], Speed: 9.662 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13199], Speed: 9.579 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13299], Speed: 9.489 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13399], Speed: 9.246 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13499], Speed: 9.570 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13599], Speed: 9.798 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13699], Speed: 9.570 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13799], Speed: 9.650 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.377,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13899], Speed: 9.706 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.848,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 13999], Speed: 9.465 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14099], Speed: 9.636 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14199], Speed: 9.543 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14299], Speed: 9.531 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14399], Speed: 9.632 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14499], Speed: 9.575 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12][Batch 14599], Speed: 9.726 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.165,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 12] Training cost: 12270.956, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.165,RCNN_Mask=0.266 [Epoch 12] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.295 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.493 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.154 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.403 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.276 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.441 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.618 ~~~~ Mean AP for bbox ~~~~ =29.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.267 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.277 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.119 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.207 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.592 ~~~~ Mean AP for segm ~~~~ =26.7 [Epoch 12] mAP 26.7 higher than current best [26.5] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 12] Saving parameters to mask_rcnn_resnet50_v1b_coco_0012_26.7000.params [Epoch 13][Batch 99], Speed: 8.328 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 199], Speed: 9.850 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 299], Speed: 9.750 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 399], Speed: 10.105 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 499], Speed: 9.849 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 599], Speed: 9.921 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 699], Speed: 9.964 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.847,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 799], Speed: 9.953 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 899], Speed: 10.187 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 999], Speed: 10.074 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1099], Speed: 9.976 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1199], Speed: 10.098 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1299], Speed: 10.154 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1399], Speed: 10.064 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1499], Speed: 10.124 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.881,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1599], Speed: 9.994 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1699], Speed: 10.114 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1799], Speed: 10.219 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1899], Speed: 10.115 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 1999], Speed: 9.847 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2099], Speed: 10.079 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.846,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2199], Speed: 9.834 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2299], Speed: 9.895 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2399], Speed: 10.017 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2499], Speed: 10.088 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2599], Speed: 9.942 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2699], Speed: 9.850 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2799], Speed: 9.895 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2899], Speed: 9.919 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.162,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 2999], Speed: 10.155 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3099], Speed: 9.789 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3199], Speed: 10.050 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3299], Speed: 10.165 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3399], Speed: 9.787 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3499], Speed: 10.018 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3599], Speed: 9.975 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.845,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3699], Speed: 10.292 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3799], Speed: 9.794 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3899], Speed: 10.121 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 3999], Speed: 10.087 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4099], Speed: 9.915 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4199], Speed: 10.075 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4299], Speed: 9.942 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4399], Speed: 10.095 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4499], Speed: 9.947 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4599], Speed: 10.218 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4699], Speed: 9.739 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4799], Speed: 10.162 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4899], Speed: 9.902 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 4999], Speed: 9.994 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5099], Speed: 9.698 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5199], Speed: 9.896 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.844,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5299], Speed: 10.175 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5399], Speed: 9.651 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5499], Speed: 10.324 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5599], Speed: 9.888 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5699], Speed: 9.934 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5799], Speed: 9.798 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5899], Speed: 9.983 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 5999], Speed: 10.143 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6099], Speed: 10.011 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6199], Speed: 10.055 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6299], Speed: 10.315 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6399], Speed: 10.038 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6499], Speed: 10.173 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6599], Speed: 10.040 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6699], Speed: 9.797 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6799], Speed: 10.071 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.843,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6899], Speed: 10.025 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 6999], Speed: 10.277 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7099], Speed: 9.789 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7199], Speed: 10.264 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7299], Speed: 10.201 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7399], Speed: 9.993 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.163,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7499], Speed: 10.185 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7599], Speed: 9.993 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7699], Speed: 9.903 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7799], Speed: 10.073 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7899], Speed: 10.072 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 7999], Speed: 10.252 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8099], Speed: 9.966 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8199], Speed: 10.274 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8299], Speed: 9.961 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8399], Speed: 10.107 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8499], Speed: 9.986 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.842,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8599], Speed: 10.322 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8699], Speed: 10.174 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8799], Speed: 10.330 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8899], Speed: 9.970 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 8999], Speed: 10.015 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9099], Speed: 10.174 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9199], Speed: 9.926 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9299], Speed: 10.120 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9399], Speed: 9.874 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9499], Speed: 10.122 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9599], Speed: 10.262 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9699], Speed: 9.966 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9799], Speed: 9.940 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9899], Speed: 10.011 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 9999], Speed: 10.178 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10099], Speed: 9.894 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.841,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10199], Speed: 9.818 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10299], Speed: 10.255 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10399], Speed: 9.900 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.376,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10499], Speed: 9.688 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10599], Speed: 9.772 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10699], Speed: 10.128 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10799], Speed: 10.009 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10899], Speed: 9.901 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 10999], Speed: 10.261 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11099], Speed: 9.869 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11199], Speed: 10.288 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11299], Speed: 9.929 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11399], Speed: 10.286 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11499], Speed: 10.006 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11599], Speed: 10.073 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11699], Speed: 10.047 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11799], Speed: 10.037 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.840,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11899], Speed: 10.154 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 11999], Speed: 10.018 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12099], Speed: 10.178 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12199], Speed: 9.938 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12299], Speed: 9.977 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12399], Speed: 9.893 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12499], Speed: 9.849 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12599], Speed: 10.233 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12699], Speed: 10.083 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12799], Speed: 10.147 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12899], Speed: 10.253 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 12999], Speed: 9.708 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13099], Speed: 10.127 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13199], Speed: 9.894 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13299], Speed: 10.002 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13399], Speed: 10.101 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13499], Speed: 9.830 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13599], Speed: 9.956 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.839,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13699], Speed: 10.056 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.879,MaskFGAcc=0.489 [Epoch 13][Batch 13799], Speed: 10.274 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 13899], Speed: 10.055 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 13999], Speed: 9.871 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14099], Speed: 10.201 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14199], Speed: 9.904 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14299], Speed: 9.859 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14399], Speed: 9.915 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14499], Speed: 9.987 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13][Batch 14599], Speed: 9.758 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 13] Training cost: 11719.425, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.164,RCNN_Mask=0.266 [Epoch 13] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.506 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.165 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.428 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 ] = 0.447 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 ] = 0.286 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.625 ~~~~ Mean AP for bbox ~~~~ =30.9 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.274 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.127 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.404 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.262 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.228 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.598 ~~~~ Mean AP for segm ~~~~ =27.4 [Epoch 13] mAP 27.4 higher than current best [26.7] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 13] Saving parameters to mask_rcnn_resnet50_v1b_coco_0013_27.4000.params [Epoch 14][Batch 99], Speed: 7.842 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.164,RCNN_Mask=0.260,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 199], Speed: 8.830 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 299], Speed: 9.091 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.164,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 399], Speed: 9.053 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.163,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 499], Speed: 8.935 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.163,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 599], Speed: 9.219 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.163,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 699], Speed: 9.179 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.162,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.838,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 799], Speed: 8.754 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 899], Speed: 9.378 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 999], Speed: 8.933 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1099], Speed: 9.259 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1199], Speed: 9.004 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1299], Speed: 9.206 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1399], Speed: 9.193 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1499], Speed: 9.101 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1599], Speed: 9.251 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1699], Speed: 9.001 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1799], Speed: 9.108 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1899], Speed: 9.157 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 1999], Speed: 9.366 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2099], Speed: 9.309 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2199], Speed: 10.107 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.837,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2299], Speed: 10.168 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2399], Speed: 9.775 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2499], Speed: 10.066 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2599], Speed: 9.566 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2699], Speed: 9.968 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2799], Speed: 9.832 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2899], Speed: 10.004 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 2999], Speed: 9.893 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3099], Speed: 9.737 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3199], Speed: 9.959 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3299], Speed: 9.735 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3399], Speed: 9.733 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3499], Speed: 9.815 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3599], Speed: 9.975 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3699], Speed: 9.810 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3799], Speed: 10.080 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.836,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3899], Speed: 9.592 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 3999], Speed: 9.981 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4099], Speed: 10.190 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4199], Speed: 9.962 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4299], Speed: 9.907 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4399], Speed: 10.044 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4499], Speed: 9.904 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4599], Speed: 9.843 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4699], Speed: 9.665 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4799], Speed: 9.997 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4899], Speed: 9.908 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 4999], Speed: 9.926 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.882,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5099], Speed: 9.698 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5199], Speed: 9.812 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5299], Speed: 9.830 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5399], Speed: 9.778 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5499], Speed: 10.016 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.835,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5599], Speed: 9.755 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5699], Speed: 10.121 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5799], Speed: 9.955 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5899], Speed: 9.549 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 5999], Speed: 10.058 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6099], Speed: 9.777 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6199], Speed: 9.828 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6299], Speed: 9.853 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6399], Speed: 9.808 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6499], Speed: 9.749 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6599], Speed: 9.871 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6699], Speed: 9.865 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6799], Speed: 9.706 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6899], Speed: 9.823 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 6999], Speed: 9.910 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7099], Speed: 9.672 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7199], Speed: 9.736 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7299], Speed: 9.868 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.834,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7399], Speed: 9.874 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7499], Speed: 9.973 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7599], Speed: 10.034 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7699], Speed: 10.078 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7799], Speed: 9.735 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7899], Speed: 10.038 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 7999], Speed: 9.915 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8099], Speed: 9.967 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8199], Speed: 9.868 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8299], Speed: 9.952 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8399], Speed: 9.638 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8499], Speed: 10.023 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8599], Speed: 9.998 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8699], Speed: 9.545 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8799], Speed: 9.835 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8899], Speed: 10.062 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 8999], Speed: 9.874 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.375,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9099], Speed: 9.939 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.833,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9199], Speed: 10.252 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9299], Speed: 10.014 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9399], Speed: 9.919 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9499], Speed: 9.770 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9599], Speed: 9.907 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9699], Speed: 9.801 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9799], Speed: 9.992 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9899], Speed: 9.894 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 9999], Speed: 9.845 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10099], Speed: 10.072 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10199], Speed: 9.947 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10299], Speed: 9.825 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10399], Speed: 9.793 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10499], Speed: 9.964 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10599], Speed: 9.984 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10699], Speed: 10.071 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10799], Speed: 9.971 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10899], Speed: 9.813 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.832,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 10999], Speed: 9.917 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11099], Speed: 9.643 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11199], Speed: 10.152 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11299], Speed: 9.842 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11399], Speed: 9.846 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11499], Speed: 9.900 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11599], Speed: 9.848 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11699], Speed: 9.779 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11799], Speed: 10.087 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11899], Speed: 9.784 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 11999], Speed: 9.890 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12099], Speed: 9.965 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12199], Speed: 9.753 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12299], Speed: 9.679 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12399], Speed: 9.830 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12499], Speed: 9.939 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12599], Speed: 10.077 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12699], Speed: 9.907 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12799], Speed: 10.095 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12899], Speed: 9.564 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.831,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 12999], Speed: 9.900 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13099], Speed: 9.696 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13199], Speed: 9.960 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13299], Speed: 9.720 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13399], Speed: 9.707 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13499], Speed: 10.214 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13599], Speed: 9.869 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13699], Speed: 10.030 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13799], Speed: 9.583 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13899], Speed: 9.860 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 13999], Speed: 9.974 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14099], Speed: 9.695 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14199], Speed: 9.939 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14299], Speed: 9.814 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14399], Speed: 9.638 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.162,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14499], Speed: 10.105 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14][Batch 14599], Speed: 9.555 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 14] Training cost: 12027.470, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.163,RCNN_Mask=0.265 [Epoch 14] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.506 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.325 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 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.416 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.280 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.447 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.471 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.282 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.624 ~~~~ Mean AP for bbox ~~~~ =30.4 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.274 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.470 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.286 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 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.405 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.425 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.227 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.596 ~~~~ Mean AP for segm ~~~~ =27.4 [Epoch 14] Saving parameters to mask_rcnn_resnet50_v1b_coco_0014_27.4000.params [Epoch 15][Batch 99], Speed: 8.214 samples/sec, RPN_Conf=0.100,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.260,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 199], Speed: 9.358 samples/sec, RPN_Conf=0.098,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.162,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.830,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 299], Speed: 9.464 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 399], Speed: 10.043 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 499], Speed: 9.613 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 599], Speed: 9.556 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 699], Speed: 9.553 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 799], Speed: 9.721 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 899], Speed: 9.699 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 999], Speed: 9.579 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1099], Speed: 9.602 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1199], Speed: 9.903 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1299], Speed: 9.562 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1399], Speed: 9.565 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1499], Speed: 9.547 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1599], Speed: 9.581 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1699], Speed: 9.673 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1799], Speed: 9.437 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1899], Speed: 9.519 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.829,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 1999], Speed: 9.586 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2099], Speed: 9.776 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2199], Speed: 9.917 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2299], Speed: 9.607 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2399], Speed: 9.663 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2499], Speed: 9.604 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2599], Speed: 9.833 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2699], Speed: 9.476 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2799], Speed: 9.779 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2899], Speed: 9.798 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 2999], Speed: 9.589 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3099], Speed: 9.846 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3199], Speed: 9.631 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3299], Speed: 9.851 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3399], Speed: 9.589 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3499], Speed: 9.788 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3599], Speed: 9.569 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3699], Speed: 9.403 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.828,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3799], Speed: 9.744 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3899], Speed: 9.712 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 3999], Speed: 9.615 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4099], Speed: 9.784 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4199], Speed: 9.815 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4299], Speed: 9.751 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.262,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4399], Speed: 9.708 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4499], Speed: 9.800 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4599], Speed: 9.696 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4699], Speed: 9.799 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4799], Speed: 9.904 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4899], Speed: 9.781 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 4999], Speed: 9.842 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 5099], Speed: 9.768 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 5199], Speed: 9.745 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 5299], Speed: 9.832 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.880,MaskFGAcc=0.489 [Epoch 15][Batch 5399], Speed: 9.657 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5499], Speed: 9.743 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5599], Speed: 10.104 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.827,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5699], Speed: 9.710 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5799], Speed: 9.731 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5899], Speed: 9.681 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 5999], Speed: 9.469 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6099], Speed: 9.699 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6199], Speed: 9.840 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6299], Speed: 9.362 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6399], Speed: 9.518 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6499], Speed: 9.687 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6599], Speed: 9.697 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6699], Speed: 9.767 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6799], Speed: 9.907 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6899], Speed: 9.782 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 6999], Speed: 9.769 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7099], Speed: 9.737 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7199], Speed: 9.532 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7299], Speed: 9.927 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7399], Speed: 9.791 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7499], Speed: 9.760 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.826,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7599], Speed: 9.836 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7699], Speed: 9.602 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7799], Speed: 9.649 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7899], Speed: 9.629 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 7999], Speed: 9.721 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8099], Speed: 9.662 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8199], Speed: 9.786 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8299], Speed: 9.652 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8399], Speed: 9.757 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8499], Speed: 9.535 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8599], Speed: 9.860 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8699], Speed: 9.357 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8799], Speed: 9.845 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8899], Speed: 9.562 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 8999], Speed: 9.802 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9099], Speed: 9.629 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9199], Speed: 9.487 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9299], Speed: 9.584 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9399], Speed: 9.593 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9499], Speed: 9.464 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.825,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9599], Speed: 9.757 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9699], Speed: 9.650 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9799], Speed: 9.477 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.374,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9899], Speed: 9.733 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 9999], Speed: 9.410 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10099], Speed: 9.713 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10199], Speed: 9.686 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10299], Speed: 9.624 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10399], Speed: 9.460 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10499], Speed: 9.898 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10599], Speed: 9.684 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10699], Speed: 9.707 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10799], Speed: 9.709 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10899], Speed: 9.737 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 10999], Speed: 9.385 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11099], Speed: 9.844 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11199], Speed: 9.453 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11299], Speed: 9.702 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.883,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11399], Speed: 9.790 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11499], Speed: 9.674 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11599], Speed: 9.639 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.824,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11699], Speed: 9.480 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11799], Speed: 9.714 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11899], Speed: 9.565 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 11999], Speed: 9.650 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12099], Speed: 9.606 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12199], Speed: 9.637 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12299], Speed: 9.652 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12399], Speed: 9.689 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12499], Speed: 9.516 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12599], Speed: 9.687 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12699], Speed: 9.674 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12799], Speed: 9.685 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12899], Speed: 9.693 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 12999], Speed: 9.685 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13099], Speed: 9.815 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13199], Speed: 9.638 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.263,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13299], Speed: 9.490 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13399], Speed: 9.611 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13499], Speed: 9.699 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13599], Speed: 9.511 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.823,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13699], Speed: 9.597 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13799], Speed: 9.726 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13899], Speed: 9.518 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.958,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 13999], Speed: 9.742 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14099], Speed: 9.617 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14199], Speed: 9.792 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14299], Speed: 9.481 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14399], Speed: 9.778 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14499], Speed: 9.747 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15][Batch 14599], Speed: 9.701 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 15] Training cost: 12140.630, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.161,RCNN_Mask=0.264 [Epoch 15] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.164 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.408 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.281 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.490 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.625 ~~~~ Mean AP for bbox ~~~~ =30.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.269 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.464 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.257 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.410 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 ] = 0.259 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 ] = 0.587 ~~~~ Mean AP for segm ~~~~ =26.9 [Epoch 15] Saving parameters to mask_rcnn_resnet50_v1b_coco_0015_26.9000.params [Epoch 16][Batch 99], Speed: 8.161 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.163,RCNN_Mask=0.266,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 199], Speed: 9.392 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 299], Speed: 9.454 samples/sec, RPN_Conf=0.097,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 399], Speed: 9.598 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 499], Speed: 9.574 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 599], Speed: 9.446 samples/sec, RPN_Conf=0.096,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 699], Speed: 9.890 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 799], Speed: 9.507 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 899], Speed: 9.873 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.822,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 999], Speed: 9.454 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.157,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1099], Speed: 9.672 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1199], Speed: 9.640 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1299], Speed: 9.433 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1399], Speed: 9.739 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1499], Speed: 9.528 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1599], Speed: 9.925 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1699], Speed: 9.464 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1799], Speed: 9.660 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1899], Speed: 9.791 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 1999], Speed: 9.389 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2099], Speed: 9.791 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2199], Speed: 9.606 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2299], Speed: 9.578 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2399], Speed: 9.658 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.159,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2499], Speed: 9.376 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2599], Speed: 9.835 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2699], Speed: 9.867 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.158,RCNN_Mask=0.261,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2799], Speed: 9.507 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.821,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2899], Speed: 9.930 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 2999], Speed: 9.496 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3099], Speed: 9.591 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3199], Speed: 9.725 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3299], Speed: 9.567 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3399], Speed: 9.856 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3499], Speed: 9.344 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3599], Speed: 9.774 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3699], Speed: 9.466 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3799], Speed: 9.768 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3899], Speed: 9.683 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 3999], Speed: 9.916 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4099], Speed: 9.601 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4199], Speed: 9.510 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4299], Speed: 9.812 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4399], Speed: 9.905 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4499], Speed: 9.666 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4599], Speed: 9.608 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4699], Speed: 9.547 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.820,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4799], Speed: 9.564 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4899], Speed: 9.680 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 4999], Speed: 9.662 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5099], Speed: 9.597 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5199], Speed: 9.736 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5299], Speed: 9.640 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5399], Speed: 9.546 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5499], Speed: 9.702 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5599], Speed: 9.673 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5699], Speed: 9.842 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5799], Speed: 9.444 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5899], Speed: 9.742 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.158,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 5999], Speed: 9.598 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6099], Speed: 9.712 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6199], Speed: 9.870 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6299], Speed: 9.457 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6399], Speed: 9.748 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6499], Speed: 9.694 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6599], Speed: 9.865 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6699], Speed: 9.767 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.819,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6799], Speed: 9.719 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6899], Speed: 9.737 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 6999], Speed: 9.626 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7099], Speed: 9.695 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7199], Speed: 10.176 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7299], Speed: 9.548 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7399], Speed: 9.855 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7499], Speed: 9.585 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7599], Speed: 9.662 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7699], Speed: 9.671 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7799], Speed: 9.591 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7899], Speed: 9.645 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 7999], Speed: 9.567 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8099], Speed: 9.659 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8199], Speed: 9.898 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8299], Speed: 9.662 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8399], Speed: 9.669 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8499], Speed: 9.875 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8599], Speed: 9.823 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8699], Speed: 9.653 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8799], Speed: 9.782 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8899], Speed: 9.489 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.818,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 8999], Speed: 9.879 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9099], Speed: 9.427 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9199], Speed: 9.609 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9299], Speed: 9.697 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9399], Speed: 9.814 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9499], Speed: 9.731 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9599], Speed: 9.647 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9699], Speed: 9.865 samples/sec, RPN_Conf=0.094,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9799], Speed: 9.641 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9899], Speed: 9.595 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 9999], Speed: 9.704 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.373,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10099], Speed: 9.504 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10199], Speed: 9.765 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10299], Speed: 9.556 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10399], Speed: 9.665 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10499], Speed: 9.657 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.159,RCNN_Mask=0.262,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10599], Speed: 10.006 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10699], Speed: 9.960 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10799], Speed: 9.627 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10899], Speed: 9.571 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.159,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 10999], Speed: 9.496 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11099], Speed: 9.640 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.817,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11199], Speed: 9.789 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11299], Speed: 9.628 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11399], Speed: 9.857 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11499], Speed: 9.636 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11599], Speed: 9.751 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11699], Speed: 9.609 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11799], Speed: 9.469 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11899], Speed: 9.807 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 11999], Speed: 9.388 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12099], Speed: 10.050 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12199], Speed: 9.623 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12299], Speed: 9.542 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12399], Speed: 9.696 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12499], Speed: 9.504 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12599], Speed: 9.758 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12699], Speed: 9.515 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12799], Speed: 9.524 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12899], Speed: 9.918 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 12999], Speed: 9.672 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13099], Speed: 9.718 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13199], Speed: 9.358 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13299], Speed: 9.817 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13399], Speed: 9.567 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13499], Speed: 9.510 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13599], Speed: 9.662 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.816,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13699], Speed: 9.554 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13799], Speed: 9.748 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13899], Speed: 9.202 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 13999], Speed: 9.750 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14099], Speed: 9.661 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14199], Speed: 9.428 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14299], Speed: 9.708 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14399], Speed: 9.398 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14499], Speed: 9.833 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16][Batch 14599], Speed: 9.568 samples/sec, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.160,RCNN_Mask=0.263,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 16] Training cost: 12157.336, RPN_Conf=0.095,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.160,RCNN_Mask=0.263 [Epoch 16] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.303 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.159 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.418 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.282 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 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.261 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.499 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.621 ~~~~ Mean AP for bbox ~~~~ =30.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.272 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.283 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.122 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.306 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.401 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.262 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 ] = 0.415 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.210 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.454 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.603 ~~~~ Mean AP for segm ~~~~ =27.2 [Epoch 16] Saving parameters to mask_rcnn_resnet50_v1b_coco_0016_27.2000.params [Epoch 17] Set learning rate to 0.001 [Epoch 17][Batch 99], Speed: 7.978 samples/sec, RPN_Conf=0.089,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.296,RCNN_SmoothL1=0.151,RCNN_Mask=0.259,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 17][Batch 199], Speed: 9.777 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.282,RCNN_SmoothL1=0.148,RCNN_Mask=0.256,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 17][Batch 299], Speed: 9.908 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.146,RCNN_Mask=0.254,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.881,MaskFGAcc=0.489 [Epoch 17][Batch 399], Speed: 9.554 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.145,RCNN_Mask=0.254,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 499], Speed: 9.904 samples/sec, RPN_Conf=0.088,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.276,RCNN_SmoothL1=0.144,RCNN_Mask=0.253,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 599], Speed: 9.675 samples/sec, RPN_Conf=0.087,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.273,RCNN_SmoothL1=0.142,RCNN_Mask=0.252,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 699], Speed: 9.794 samples/sec, RPN_Conf=0.086,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.142,RCNN_Mask=0.252,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.815,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 799], Speed: 9.980 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.141,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 899], Speed: 9.630 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.141,RCNN_Mask=0.251,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 999], Speed: 9.633 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.086,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.141,RCNN_Mask=0.251,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1099], Speed: 9.643 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.141,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1199], Speed: 9.782 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.141,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1299], Speed: 9.738 samples/sec, RPN_Conf=0.085,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.141,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1399], Speed: 9.761 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.140,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1499], Speed: 9.890 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.140,RCNN_Mask=0.250,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1599], Speed: 9.664 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.140,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1699], Speed: 9.981 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.140,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1799], Speed: 9.737 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.140,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.814,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1899], Speed: 9.676 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.140,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 1999], Speed: 9.721 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2099], Speed: 9.844 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2199], Speed: 9.924 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.884,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2299], Speed: 9.951 samples/sec, RPN_Conf=0.084,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2399], Speed: 9.824 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2499], Speed: 9.904 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2599], Speed: 10.180 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.139,RCNN_Mask=0.249,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2699], Speed: 9.881 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2799], Speed: 10.146 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2899], Speed: 9.739 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.813,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 2999], Speed: 10.080 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3099], Speed: 9.817 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3199], Speed: 9.730 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3299], Speed: 10.005 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.138,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3399], Speed: 9.952 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.137,RCNN_Mask=0.248,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3499], Speed: 9.578 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.258,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3599], Speed: 10.109 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3699], Speed: 9.647 samples/sec, RPN_Conf=0.083,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3799], Speed: 9.826 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.257,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3899], Speed: 9.981 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 3999], Speed: 9.770 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.812,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4099], Speed: 9.982 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4199], Speed: 9.732 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.256,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4299], Speed: 9.882 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.137,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.372,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4399], Speed: 9.559 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4499], Speed: 9.856 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4599], Speed: 9.530 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4699], Speed: 10.066 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.255,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4799], Speed: 9.841 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4899], Speed: 9.682 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 4999], Speed: 9.921 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.811,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 5099], Speed: 9.860 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 5199], Speed: 9.882 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.489 [Epoch 17][Batch 5299], Speed: 9.712 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5399], Speed: 9.963 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.254,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5499], Speed: 9.904 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5599], Speed: 9.764 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.136,RCNN_Mask=0.247,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5699], Speed: 10.120 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5799], Speed: 9.665 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5899], Speed: 10.225 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 5999], Speed: 9.804 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6099], Speed: 10.044 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.810,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6199], Speed: 9.728 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6299], Speed: 9.743 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6399], Speed: 9.755 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6499], Speed: 9.962 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6599], Speed: 9.978 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6699], Speed: 9.836 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6799], Speed: 9.936 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6899], Speed: 9.791 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 6999], Speed: 10.029 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7099], Speed: 9.796 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7199], Speed: 9.886 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.809,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7299], Speed: 9.851 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7399], Speed: 9.321 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.135,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7499], Speed: 9.675 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7599], Speed: 9.927 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7699], Speed: 9.697 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7799], Speed: 9.845 samples/sec, RPN_Conf=0.082,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7899], Speed: 9.569 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 7999], Speed: 9.673 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8099], Speed: 9.912 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8199], Speed: 9.800 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.808,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8299], Speed: 9.845 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8399], Speed: 9.659 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8499], Speed: 9.987 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8599], Speed: 9.904 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8699], Speed: 9.614 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8799], Speed: 9.863 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8899], Speed: 9.852 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 8999], Speed: 9.999 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.246,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9099], Speed: 9.879 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9199], Speed: 9.648 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9299], Speed: 9.757 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.807,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9399], Speed: 9.821 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9499], Speed: 9.795 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9599], Speed: 9.749 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9699], Speed: 9.749 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.134,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9799], Speed: 9.897 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9899], Speed: 9.960 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.371,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 9999], Speed: 9.738 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10099], Speed: 10.020 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10199], Speed: 9.929 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10299], Speed: 9.850 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.806,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10399], Speed: 9.687 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10499], Speed: 9.759 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10599], Speed: 9.929 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10699], Speed: 10.038 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10799], Speed: 9.943 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10899], Speed: 10.026 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 10999], Speed: 9.915 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11099], Speed: 9.973 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11199], Speed: 9.971 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11299], Speed: 9.701 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.885,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11399], Speed: 9.905 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.805,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11499], Speed: 9.746 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11599], Speed: 9.866 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11699], Speed: 9.728 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11799], Speed: 10.001 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11899], Speed: 9.848 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 11999], Speed: 9.903 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12099], Speed: 9.869 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12199], Speed: 9.800 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12299], Speed: 9.788 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12399], Speed: 9.885 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.804,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12499], Speed: 9.813 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.133,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12599], Speed: 9.761 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.133,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12699], Speed: 9.941 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12799], Speed: 9.923 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12899], Speed: 9.915 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 12999], Speed: 9.693 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13099], Speed: 9.526 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13199], Speed: 9.914 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13299], Speed: 9.572 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13399], Speed: 9.910 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13499], Speed: 9.539 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.803,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13599], Speed: 9.866 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13699], Speed: 9.914 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13799], Speed: 9.848 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13899], Speed: 9.936 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 13999], Speed: 9.750 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 14099], Speed: 9.924 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 14199], Speed: 9.836 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 14299], Speed: 9.758 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.882,MaskFGAcc=0.488 [Epoch 17][Batch 14399], Speed: 10.075 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 17][Batch 14499], Speed: 9.802 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 17][Batch 14599], Speed: 9.999 samples/sec, RPN_Conf=0.081,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.802,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 17] Training cost: 11944.406, RPN_Conf=0.081,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.132,RCNN_Mask=0.244 [Epoch 17] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.392 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.191 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.410 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.316 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.688 ~~~~ Mean AP for bbox ~~~~ =36.4 ~~~~ Summary segm 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 ] = 0.530 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.142 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.284 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.457 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 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.642 ~~~~ Mean AP for segm ~~~~ =31.6 [Epoch 17] mAP 31.6 higher than current best [27.4] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 17] Saving parameters to mask_rcnn_resnet50_v1b_coco_0017_31.6000.params [Epoch 18][Batch 99], Speed: 7.669 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.245,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 199], Speed: 9.038 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 299], Speed: 9.261 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.126,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 399], Speed: 9.239 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 499], Speed: 9.142 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 599], Speed: 9.269 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.488 [Epoch 18][Batch 699], Speed: 9.397 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.126,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 799], Speed: 9.103 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.370,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 899], Speed: 9.421 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.801,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 999], Speed: 9.344 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1099], Speed: 9.226 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1199], Speed: 9.261 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1299], Speed: 9.207 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1399], Speed: 9.330 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1499], Speed: 8.822 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1599], Speed: 9.219 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.127,RCNN_Mask=0.242,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1699], Speed: 9.155 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1799], Speed: 9.146 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1899], Speed: 9.371 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 1999], Speed: 9.039 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.800,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2099], Speed: 9.182 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2199], Speed: 9.332 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2299], Speed: 9.217 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2399], Speed: 9.258 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2499], Speed: 9.123 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2599], Speed: 9.250 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2699], Speed: 9.165 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2799], Speed: 9.008 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2899], Speed: 9.129 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 2999], Speed: 9.314 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.799,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3099], Speed: 9.152 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3199], Speed: 9.376 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3299], Speed: 9.250 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3399], Speed: 9.230 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3499], Speed: 9.123 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3599], Speed: 9.143 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3699], Speed: 9.230 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.959,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3799], Speed: 9.112 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3899], Speed: 9.276 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 3999], Speed: 9.413 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4099], Speed: 9.213 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.798,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4199], Speed: 9.369 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4299], Speed: 8.925 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4399], Speed: 9.350 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4499], Speed: 9.178 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4599], Speed: 9.275 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4699], Speed: 9.143 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4799], Speed: 9.123 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4899], Speed: 9.109 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 4999], Speed: 9.062 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5099], Speed: 9.367 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5199], Speed: 9.070 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.797,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5299], Speed: 9.294 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5399], Speed: 9.122 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5499], Speed: 9.192 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5599], Speed: 9.343 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5699], Speed: 9.077 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.886,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5799], Speed: 9.283 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5899], Speed: 9.217 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 5999], Speed: 9.272 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6099], Speed: 9.167 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6199], Speed: 9.331 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6299], Speed: 9.189 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.369,RCNNAcc=0.887,RCNNL1Loss=0.796,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6399], Speed: 9.171 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6499], Speed: 9.199 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6599], Speed: 9.037 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6699], Speed: 9.401 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6799], Speed: 9.093 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6899], Speed: 9.333 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 6999], Speed: 9.069 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.241,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7099], Speed: 9.362 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7199], Speed: 9.024 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7299], Speed: 9.081 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7399], Speed: 9.307 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.795,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7499], Speed: 9.139 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7599], Speed: 9.391 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7699], Speed: 9.022 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7799], Speed: 9.338 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7899], Speed: 9.091 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 7999], Speed: 9.144 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8099], Speed: 9.296 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8199], Speed: 9.205 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8299], Speed: 9.346 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8399], Speed: 9.065 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8499], Speed: 9.092 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.794,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8599], Speed: 9.168 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8699], Speed: 8.971 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8799], Speed: 9.315 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8899], Speed: 9.063 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 8999], Speed: 9.148 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9099], Speed: 9.129 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9199], Speed: 9.233 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9299], Speed: 9.212 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9399], Speed: 8.963 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9499], Speed: 9.262 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9599], Speed: 9.065 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.793,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9699], Speed: 9.171 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9799], Speed: 9.022 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9899], Speed: 9.339 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.487 [Epoch 18][Batch 9999], Speed: 9.173 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10099], Speed: 9.256 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10199], Speed: 9.123 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10299], Speed: 9.112 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10399], Speed: 9.270 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10499], Speed: 9.153 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10599], Speed: 9.243 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10699], Speed: 9.110 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.792,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10799], Speed: 9.275 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10899], Speed: 9.035 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 10999], Speed: 9.057 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11099], Speed: 9.193 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11199], Speed: 9.155 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11299], Speed: 9.274 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11399], Speed: 8.940 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11499], Speed: 9.080 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11599], Speed: 9.285 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11699], Speed: 9.094 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11799], Speed: 9.165 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.791,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11899], Speed: 9.182 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 11999], Speed: 9.110 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12099], Speed: 9.239 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12199], Speed: 9.208 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.368,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12299], Speed: 9.260 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12399], Speed: 9.322 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12499], Speed: 9.447 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12599], Speed: 8.875 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12699], Speed: 9.413 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12799], Speed: 9.168 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12899], Speed: 9.290 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.790,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 12999], Speed: 9.440 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13099], Speed: 9.194 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13199], Speed: 9.375 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13299], Speed: 9.130 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13399], Speed: 9.338 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13499], Speed: 9.132 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13599], Speed: 9.311 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13699], Speed: 9.293 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13799], Speed: 9.038 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.883,MaskFGAcc=0.486 [Epoch 18][Batch 13899], Speed: 9.477 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 13999], Speed: 9.294 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14099], Speed: 9.251 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.789,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14199], Speed: 9.245 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14299], Speed: 9.136 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14399], Speed: 9.158 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14499], Speed: 9.152 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18][Batch 14599], Speed: 9.260 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 18] Training cost: 12765.702, RPN_Conf=0.078,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.127,RCNN_Mask=0.240 [Epoch 18] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.401 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.193 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.415 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 ] = 0.319 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 ~~~~ Mean AP for bbox ~~~~ =37.1 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.142 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.470 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 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.639 ~~~~ Mean AP for segm ~~~~ =32.1 [Epoch 18] mAP 32.1 higher than current best [31.6] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 18] Saving parameters to mask_rcnn_resnet50_v1b_coco_0018_32.1000.params [Epoch 19][Batch 99], Speed: 7.948 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.234,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 199], Speed: 8.994 samples/sec, RPN_Conf=0.077,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.124,RCNN_Mask=0.235,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 299], Speed: 9.073 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.235,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 399], Speed: 9.314 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.123,RCNN_Mask=0.236,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 499], Speed: 9.052 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.123,RCNN_Mask=0.236,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.887,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 599], Speed: 9.474 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.124,RCNN_Mask=0.236,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.788,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 699], Speed: 9.132 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 799], Speed: 9.126 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 899], Speed: 9.312 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.124,RCNN_Mask=0.237,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 999], Speed: 9.285 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1099], Speed: 9.065 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1199], Speed: 9.384 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1299], Speed: 9.277 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1399], Speed: 9.242 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1499], Speed: 8.983 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1599], Speed: 9.346 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1699], Speed: 9.226 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.787,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1799], Speed: 9.796 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1899], Speed: 10.001 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 1999], Speed: 9.825 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2099], Speed: 9.983 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2199], Speed: 9.854 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2299], Speed: 9.992 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2399], Speed: 9.918 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2499], Speed: 9.796 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2599], Speed: 10.014 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2699], Speed: 9.669 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2799], Speed: 10.137 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.786,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2899], Speed: 9.788 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 2999], Speed: 10.147 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3099], Speed: 10.028 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3199], Speed: 10.018 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3299], Speed: 10.123 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3399], Speed: 9.850 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3499], Speed: 10.068 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.367,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3599], Speed: 9.896 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3699], Speed: 9.917 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3799], Speed: 10.236 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3899], Speed: 9.696 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.785,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 3999], Speed: 10.014 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 4099], Speed: 9.717 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.486 [Epoch 19][Batch 4199], Speed: 10.165 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4299], Speed: 9.962 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.228,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4399], Speed: 9.943 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4499], Speed: 9.775 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4599], Speed: 10.078 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4699], Speed: 9.703 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4799], Speed: 10.086 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4899], Speed: 9.815 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 4999], Speed: 10.086 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5099], Speed: 10.042 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.784,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5199], Speed: 9.682 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5299], Speed: 10.049 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5399], Speed: 9.988 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5499], Speed: 9.983 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5599], Speed: 10.216 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5699], Speed: 9.651 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5799], Speed: 10.022 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5899], Speed: 10.017 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 5999], Speed: 10.228 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6099], Speed: 10.014 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6199], Speed: 10.134 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.783,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6299], Speed: 10.051 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6399], Speed: 9.931 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6499], Speed: 10.251 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6599], Speed: 9.897 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6699], Speed: 10.304 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6799], Speed: 10.065 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.229,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6899], Speed: 9.831 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 6999], Speed: 9.963 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7099], Speed: 10.214 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7199], Speed: 9.920 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7299], Speed: 10.061 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7399], Speed: 9.984 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.782,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7499], Speed: 9.899 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7599], Speed: 10.081 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7699], Speed: 9.801 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7799], Speed: 10.094 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7899], Speed: 9.746 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 7999], Speed: 9.872 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8099], Speed: 9.797 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8199], Speed: 9.851 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8299], Speed: 10.414 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8399], Speed: 9.951 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8499], Speed: 10.172 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8599], Speed: 9.655 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.781,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8699], Speed: 10.060 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8799], Speed: 10.059 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8899], Speed: 10.081 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 8999], Speed: 9.951 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9099], Speed: 9.839 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9199], Speed: 10.167 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9299], Speed: 9.732 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.366,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9399], Speed: 10.113 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9499], Speed: 9.957 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9599], Speed: 10.057 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9699], Speed: 9.909 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.780,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9799], Speed: 10.197 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9899], Speed: 9.852 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 9999], Speed: 9.987 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10099], Speed: 9.882 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.888,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10199], Speed: 9.988 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.124,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10299], Speed: 9.680 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10399], Speed: 10.150 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10499], Speed: 9.738 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10599], Speed: 10.076 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10699], Speed: 9.862 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10799], Speed: 10.026 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10899], Speed: 9.977 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 10999], Speed: 10.099 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.779,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11099], Speed: 9.882 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11199], Speed: 9.923 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11299], Speed: 9.878 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11399], Speed: 9.981 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11499], Speed: 9.844 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11599], Speed: 9.892 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11699], Speed: 10.224 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11799], Speed: 9.686 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11899], Speed: 10.020 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 11999], Speed: 9.715 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12099], Speed: 10.211 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12199], Speed: 9.919 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.778,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12299], Speed: 9.817 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12399], Speed: 10.068 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12499], Speed: 10.022 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12599], Speed: 9.528 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12699], Speed: 10.019 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12799], Speed: 9.840 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12899], Speed: 10.033 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 12999], Speed: 10.131 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13099], Speed: 9.835 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13199], Speed: 9.958 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13299], Speed: 9.950 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13399], Speed: 9.802 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.777,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13499], Speed: 10.037 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.485 [Epoch 19][Batch 13599], Speed: 9.920 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 13699], Speed: 9.910 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 13799], Speed: 9.893 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 13899], Speed: 9.931 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 13999], Speed: 10.043 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 14099], Speed: 9.970 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 14199], Speed: 9.811 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 14299], Speed: 10.007 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 14399], Speed: 9.960 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.884,MaskFGAcc=0.484 [Epoch 19][Batch 14499], Speed: 10.153 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 19][Batch 14599], Speed: 9.860 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.231,RCNN_SmoothL1=0.125,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.776,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 19] Training cost: 11903.074, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.230,RCNN_SmoothL1=0.125,RCNN_Mask=0.238 [Epoch 19] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.401 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.196 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416 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 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.501 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.689 ~~~~ Mean AP for bbox ~~~~ =37.2 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.340 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 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.470 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.288 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.440 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.459 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.259 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.641 ~~~~ Mean AP for segm ~~~~ =32.1 [Epoch 19] Saving parameters to mask_rcnn_resnet50_v1b_coco_0019_32.1000.params [Epoch 20][Batch 99], Speed: 8.157 samples/sec, RPN_Conf=0.078,RPN_SmoothL1=0.084,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 199], Speed: 9.294 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.122,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 299], Speed: 8.950 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.123,RCNN_Mask=0.239,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 399], Speed: 9.774 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 499], Speed: 9.350 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 599], Speed: 9.206 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.239,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 699], Speed: 9.425 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.239,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 799], Speed: 9.069 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 899], Speed: 9.619 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.238,RPNAcc=0.960,RPNL1Loss=0.365,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 999], Speed: 9.196 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.960,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1099], Speed: 9.360 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.775,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1199], Speed: 9.332 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1299], Speed: 9.550 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1399], Speed: 9.575 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1499], Speed: 9.366 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1599], Speed: 9.249 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1699], Speed: 9.637 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1799], Speed: 9.441 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1899], Speed: 9.352 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 1999], Speed: 9.512 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2099], Speed: 9.576 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2199], Speed: 9.410 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2299], Speed: 9.437 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.774,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2399], Speed: 9.384 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2499], Speed: 9.444 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2599], Speed: 9.173 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2699], Speed: 9.438 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2799], Speed: 9.461 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2899], Speed: 9.409 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 2999], Speed: 9.301 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3099], Speed: 9.377 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3199], Speed: 9.593 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3299], Speed: 9.309 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3399], Speed: 9.339 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3499], Speed: 9.523 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.773,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3599], Speed: 9.221 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3699], Speed: 9.617 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3799], Speed: 9.075 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3899], Speed: 9.399 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 3999], Speed: 9.114 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4099], Speed: 9.337 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4199], Speed: 9.502 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4299], Speed: 9.385 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4399], Speed: 9.616 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4499], Speed: 9.443 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4599], Speed: 9.418 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4699], Speed: 9.396 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.772,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4799], Speed: 9.467 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4899], Speed: 9.398 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 4999], Speed: 9.344 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5099], Speed: 9.290 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5199], Speed: 9.437 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5299], Speed: 9.495 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5399], Speed: 9.269 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.889,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5499], Speed: 9.300 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5599], Speed: 9.487 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5699], Speed: 9.511 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5799], Speed: 9.655 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5899], Speed: 9.411 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.771,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 5999], Speed: 9.488 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6099], Speed: 9.477 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6199], Speed: 9.137 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6299], Speed: 9.517 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6399], Speed: 9.304 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6499], Speed: 9.274 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6599], Speed: 9.438 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6699], Speed: 9.344 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6799], Speed: 9.371 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6899], Speed: 9.254 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 6999], Speed: 9.348 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7099], Speed: 9.427 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.364,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7199], Speed: 9.535 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.770,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7299], Speed: 9.349 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7399], Speed: 9.640 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7499], Speed: 9.346 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7599], Speed: 9.331 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7699], Speed: 9.419 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7799], Speed: 9.261 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7899], Speed: 9.546 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 7999], Speed: 9.363 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 8099], Speed: 9.278 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.484 [Epoch 20][Batch 8199], Speed: 9.503 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8299], Speed: 9.400 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8399], Speed: 9.425 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.769,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8499], Speed: 9.404 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8599], Speed: 9.501 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8699], Speed: 9.441 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8799], Speed: 9.482 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8899], Speed: 9.472 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 8999], Speed: 9.479 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9099], Speed: 9.554 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9199], Speed: 9.257 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9299], Speed: 9.520 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9399], Speed: 9.237 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9499], Speed: 9.558 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9599], Speed: 9.218 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9699], Speed: 9.476 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.768,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9799], Speed: 9.355 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9899], Speed: 9.351 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 9999], Speed: 9.541 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10099], Speed: 9.407 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10199], Speed: 9.677 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10299], Speed: 9.325 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10399], Speed: 9.408 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10499], Speed: 9.289 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10599], Speed: 9.491 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10699], Speed: 9.269 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10799], Speed: 9.413 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10899], Speed: 9.392 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.767,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 10999], Speed: 9.513 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11099], Speed: 9.448 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11199], Speed: 9.283 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11299], Speed: 9.171 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11399], Speed: 9.664 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11499], Speed: 9.235 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11599], Speed: 9.412 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11699], Speed: 9.421 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11799], Speed: 9.365 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11899], Speed: 9.235 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 11999], Speed: 9.289 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12099], Speed: 9.423 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12199], Speed: 9.271 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.766,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12299], Speed: 9.498 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12399], Speed: 9.245 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12499], Speed: 9.328 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12599], Speed: 9.321 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12699], Speed: 9.493 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12799], Speed: 9.369 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12899], Speed: 9.292 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 12999], Speed: 9.305 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13099], Speed: 9.401 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13199], Speed: 9.017 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13299], Speed: 9.236 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13399], Speed: 9.232 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.226,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13499], Speed: 9.351 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13599], Speed: 9.192 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.765,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13699], Speed: 9.389 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.363,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13799], Speed: 9.271 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13899], Speed: 9.473 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 13999], Speed: 9.466 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14099], Speed: 9.364 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14199], Speed: 9.467 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14299], Speed: 9.398 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14399], Speed: 9.609 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14499], Speed: 9.342 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20][Batch 14599], Speed: 9.192 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 20] Training cost: 12504.888, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.227,RCNN_SmoothL1=0.123,RCNN_Mask=0.237 [Epoch 20] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.374 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.403 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.199 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.420 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.321 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.330 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.576 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 ~~~~ Mean AP for bbox ~~~~ =37.4 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.149 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.363 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.475 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.288 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.458 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 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.641 ~~~~ Mean AP for segm ~~~~ =32.4 [Epoch 20] mAP 32.4 higher than current best [32.1] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 20] Saving parameters to mask_rcnn_resnet50_v1b_coco_0020_32.4000.params [Epoch 21][Batch 99], Speed: 8.001 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.117,RCNN_Mask=0.233,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 199], Speed: 9.539 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.120,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.764,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 299], Speed: 9.520 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 399], Speed: 9.762 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 499], Speed: 9.704 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.083,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 599], Speed: 9.502 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 699], Speed: 9.678 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.225,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 799], Speed: 9.599 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 899], Speed: 9.592 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 999], Speed: 9.784 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 1099], Speed: 9.472 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 1199], Speed: 9.923 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 1299], Speed: 9.472 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.890,RCNNL1Loss=0.763,MaskAcc=0.885,MaskFGAcc=0.483 [Epoch 21][Batch 1399], Speed: 9.960 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1499], Speed: 9.598 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.763,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1599], Speed: 9.645 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1699], Speed: 9.475 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1799], Speed: 9.567 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1899], Speed: 9.686 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 1999], Speed: 9.713 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2099], Speed: 10.024 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2199], Speed: 9.413 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2299], Speed: 9.835 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2399], Speed: 9.782 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2499], Speed: 9.731 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2599], Speed: 9.746 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2699], Speed: 9.835 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2799], Speed: 9.598 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.762,MaskAcc=0.886,MaskFGAcc=0.483 [Epoch 21][Batch 2899], Speed: 9.920 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 2999], Speed: 9.746 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3099], Speed: 9.784 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.222,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3199], Speed: 9.686 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3299], Speed: 9.670 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3399], Speed: 9.914 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3499], Speed: 9.584 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3599], Speed: 10.017 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3699], Speed: 9.589 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3799], Speed: 9.709 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3899], Speed: 9.714 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.237,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 3999], Speed: 9.624 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4099], Speed: 9.955 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.761,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4199], Speed: 9.776 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4299], Speed: 9.765 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4399], Speed: 9.803 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4499], Speed: 9.829 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4599], Speed: 9.698 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4699], Speed: 9.869 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4799], Speed: 10.077 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4899], Speed: 9.445 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 4999], Speed: 10.035 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5099], Speed: 9.972 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5199], Speed: 9.501 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5299], Speed: 9.923 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5399], Speed: 9.580 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.760,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5499], Speed: 9.965 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5599], Speed: 9.627 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5699], Speed: 9.602 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5799], Speed: 10.112 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5899], Speed: 9.467 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.362,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 5999], Speed: 9.924 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6099], Speed: 9.602 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6199], Speed: 9.754 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6299], Speed: 9.765 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6399], Speed: 9.867 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6499], Speed: 9.652 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6599], Speed: 9.521 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6699], Speed: 9.713 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.759,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6799], Speed: 9.812 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6899], Speed: 9.527 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 6999], Speed: 9.654 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7099], Speed: 9.497 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7199], Speed: 9.758 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7299], Speed: 9.550 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7399], Speed: 9.854 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7499], Speed: 9.824 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7599], Speed: 9.652 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7699], Speed: 9.855 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7799], Speed: 9.337 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7899], Speed: 9.638 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 7999], Speed: 9.669 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8099], Speed: 9.596 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.758,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8199], Speed: 9.609 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8299], Speed: 9.755 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8399], Speed: 9.599 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8499], Speed: 9.578 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8599], Speed: 9.627 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8699], Speed: 9.775 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8799], Speed: 9.613 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8899], Speed: 9.447 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 8999], Speed: 9.509 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9099], Speed: 9.694 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9199], Speed: 9.575 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9299], Speed: 9.687 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9399], Speed: 9.687 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.757,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9499], Speed: 9.743 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9599], Speed: 9.473 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9699], Speed: 9.747 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9799], Speed: 9.517 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9899], Speed: 9.738 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 9999], Speed: 9.626 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10099], Speed: 9.817 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10199], Speed: 9.657 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10299], Speed: 9.595 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10399], Speed: 9.644 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10499], Speed: 9.538 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10599], Speed: 9.404 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10699], Speed: 9.788 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10799], Speed: 9.688 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.756,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10899], Speed: 9.771 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 10999], Speed: 10.268 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11099], Speed: 9.452 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11199], Speed: 9.883 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11299], Speed: 9.834 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11399], Speed: 9.666 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11499], Speed: 9.780 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11599], Speed: 9.340 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11699], Speed: 9.633 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11799], Speed: 9.708 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11899], Speed: 9.604 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 11999], Speed: 9.892 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12099], Speed: 9.810 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12199], Speed: 9.580 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.755,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12299], Speed: 9.917 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.891,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12399], Speed: 9.558 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12499], Speed: 9.671 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12599], Speed: 9.571 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12699], Speed: 9.758 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12799], Speed: 9.576 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.482 [Epoch 21][Batch 12899], Speed: 9.788 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.361,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 12999], Speed: 9.646 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13099], Speed: 9.814 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13199], Speed: 9.602 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13299], Speed: 9.566 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13399], Speed: 9.580 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13499], Speed: 9.630 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13599], Speed: 9.668 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.754,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13699], Speed: 9.597 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.223,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13799], Speed: 9.617 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13899], Speed: 9.677 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 13999], Speed: 9.730 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14099], Speed: 9.756 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14199], Speed: 9.479 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14299], Speed: 9.509 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14399], Speed: 9.561 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14499], Speed: 9.980 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21][Batch 14599], Speed: 9.868 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 21] Training cost: 12119.417, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.224,RCNN_SmoothL1=0.122,RCNN_Mask=0.236 [Epoch 21] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.376 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 ~~~~ Mean AP for bbox ~~~~ =37.6 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.324 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.151 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.469 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 ] = 0.441 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.269 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.637 ~~~~ Mean AP for segm ~~~~ =32.4 [Epoch 21] Saving parameters to mask_rcnn_resnet50_v1b_coco_0021_32.4000.params [Epoch 22][Batch 99], Speed: 7.814 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.075,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 199], Speed: 9.601 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 299], Speed: 9.625 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.218,RCNN_SmoothL1=0.121,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.753,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 399], Speed: 9.714 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.122,RCNN_Mask=0.236,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 499], Speed: 9.871 samples/sec, RPN_Conf=0.075,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 599], Speed: 9.865 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 699], Speed: 9.507 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 799], Speed: 9.726 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 899], Speed: 9.639 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 999], Speed: 9.818 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1099], Speed: 9.515 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1199], Speed: 9.847 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1299], Speed: 9.846 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1399], Speed: 9.639 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1499], Speed: 9.885 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.119,RCNN_Mask=0.234,RPNAcc=0.961,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1599], Speed: 9.609 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.119,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1699], Speed: 9.760 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.119,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.752,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1799], Speed: 9.865 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1899], Speed: 9.664 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.219,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 1999], Speed: 9.871 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2099], Speed: 9.640 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2199], Speed: 10.152 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2299], Speed: 9.576 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2399], Speed: 9.857 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2499], Speed: 9.823 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2599], Speed: 9.838 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2699], Speed: 10.058 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2799], Speed: 9.588 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2899], Speed: 10.013 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 2999], Speed: 9.710 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3099], Speed: 9.948 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.751,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3199], Speed: 10.040 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3299], Speed: 9.635 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3399], Speed: 10.160 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3499], Speed: 9.562 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3599], Speed: 10.093 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3699], Speed: 10.029 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3799], Speed: 9.575 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3899], Speed: 9.748 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 3999], Speed: 9.947 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 4099], Speed: 9.973 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 4199], Speed: 9.733 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.886,MaskFGAcc=0.481 [Epoch 22][Batch 4299], Speed: 9.833 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4399], Speed: 9.702 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4499], Speed: 9.848 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.750,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4599], Speed: 9.948 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4699], Speed: 9.933 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4799], Speed: 9.766 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4899], Speed: 9.944 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 4999], Speed: 10.043 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5099], Speed: 9.810 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5199], Speed: 10.040 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5299], Speed: 9.765 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5399], Speed: 9.870 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5499], Speed: 10.212 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.360,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5599], Speed: 9.836 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5699], Speed: 9.627 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5799], Speed: 9.899 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5899], Speed: 9.814 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.749,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 5999], Speed: 9.896 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6099], Speed: 9.715 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6199], Speed: 9.964 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6299], Speed: 10.093 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6399], Speed: 9.705 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6499], Speed: 10.209 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6599], Speed: 9.823 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6699], Speed: 9.844 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6799], Speed: 9.971 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6899], Speed: 9.796 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 6999], Speed: 9.918 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7099], Speed: 9.973 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7199], Speed: 9.965 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7299], Speed: 10.033 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.748,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7399], Speed: 9.867 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7499], Speed: 9.937 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7599], Speed: 9.858 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7699], Speed: 9.923 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7799], Speed: 9.895 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7899], Speed: 9.798 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 7999], Speed: 9.816 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 8099], Speed: 9.625 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 8199], Speed: 10.175 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.481 [Epoch 22][Batch 8299], Speed: 9.666 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8399], Speed: 9.913 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8499], Speed: 9.854 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8599], Speed: 9.727 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8699], Speed: 10.182 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8799], Speed: 9.828 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.747,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8899], Speed: 9.937 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 8999], Speed: 9.670 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9099], Speed: 10.074 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9199], Speed: 9.508 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.892,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9299], Speed: 10.097 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9399], Speed: 9.951 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9499], Speed: 9.607 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9599], Speed: 10.025 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9699], Speed: 9.640 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9799], Speed: 9.979 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9899], Speed: 9.899 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 9999], Speed: 9.920 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10099], Speed: 9.847 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10199], Speed: 9.949 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.746,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10299], Speed: 9.671 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10399], Speed: 9.888 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10499], Speed: 10.150 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10599], Speed: 9.815 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10699], Speed: 9.801 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10799], Speed: 9.853 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10899], Speed: 9.989 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 10999], Speed: 9.738 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11099], Speed: 9.993 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11199], Speed: 9.835 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11299], Speed: 10.034 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11399], Speed: 9.796 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11499], Speed: 9.918 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11599], Speed: 9.828 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11699], Speed: 9.905 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.220,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.745,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11799], Speed: 9.902 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11899], Speed: 9.955 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 11999], Speed: 9.892 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12099], Speed: 10.067 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12199], Speed: 9.676 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12299], Speed: 9.892 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12399], Speed: 9.790 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12499], Speed: 9.719 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12599], Speed: 9.804 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12699], Speed: 9.785 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12799], Speed: 9.806 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.359,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12899], Speed: 9.740 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 12999], Speed: 10.180 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13099], Speed: 9.519 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13199], Speed: 10.229 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.744,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13299], Speed: 9.839 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13399], Speed: 10.154 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13499], Speed: 9.797 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13599], Speed: 9.809 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13699], Speed: 10.005 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13799], Speed: 9.827 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13899], Speed: 10.174 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 13999], Speed: 9.805 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14099], Speed: 9.953 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14199], Speed: 10.127 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14299], Speed: 9.757 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14399], Speed: 9.804 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14499], Speed: 9.970 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.121,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22][Batch 14599], Speed: 9.715 samples/sec, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.743,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 22] Training cost: 11920.371, RPN_Conf=0.074,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.120,RCNN_Mask=0.235 [Epoch 22] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.375 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.406 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.199 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.519 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.321 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 ~~~~ Mean AP for bbox ~~~~ =37.5 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.147 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.363 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.472 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 ] = 0.441 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.460 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.260 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.641 ~~~~ Mean AP for segm ~~~~ =32.3 [Epoch 22] Saving parameters to mask_rcnn_resnet50_v1b_coco_0022_32.3000.params [Epoch 23] Set learning rate to 0.0001 [Epoch 23][Batch 99], Speed: 8.093 samples/sec, RPN_Conf=0.076,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.221,RCNN_SmoothL1=0.124,RCNN_Mask=0.237,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 199], Speed: 9.579 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.076,RCNN_CrossEntropy=0.216,RCNN_SmoothL1=0.120,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 299], Speed: 9.282 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.217,RCNN_SmoothL1=0.118,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 399], Speed: 9.699 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.117,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 499], Speed: 9.620 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.117,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 599], Speed: 9.438 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 699], Speed: 9.613 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 799], Speed: 9.310 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 899], Speed: 9.653 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.118,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 999], Speed: 9.563 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1099], Speed: 9.631 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1199], Speed: 9.620 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1299], Speed: 9.921 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1399], Speed: 9.518 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.235,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.742,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1499], Speed: 9.746 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1599], Speed: 9.663 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1699], Speed: 9.623 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1799], Speed: 9.865 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.116,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1899], Speed: 9.383 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.116,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 1999], Speed: 9.464 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.116,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2099], Speed: 9.493 samples/sec, RPN_Conf=0.073,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.116,RCNN_Mask=0.234,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2199], Speed: 9.728 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2299], Speed: 9.805 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2399], Speed: 9.487 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.117,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2499], Speed: 9.626 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.213,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2599], Speed: 9.625 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2699], Speed: 9.922 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2799], Speed: 9.637 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.741,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2899], Speed: 9.612 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 2999], Speed: 9.558 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 3099], Speed: 9.769 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.480 [Epoch 23][Batch 3199], Speed: 9.507 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3299], Speed: 9.586 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3399], Speed: 9.661 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3499], Speed: 9.786 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3599], Speed: 9.532 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3699], Speed: 9.670 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3799], Speed: 9.829 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3899], Speed: 9.381 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 3999], Speed: 9.849 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4099], Speed: 9.501 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4199], Speed: 9.770 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.740,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4299], Speed: 9.723 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4399], Speed: 9.484 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.212,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4499], Speed: 9.857 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4599], Speed: 9.654 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4699], Speed: 9.502 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4799], Speed: 9.744 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4899], Speed: 9.590 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 4999], Speed: 9.762 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5099], Speed: 9.322 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5199], Speed: 9.595 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5299], Speed: 9.601 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5399], Speed: 9.616 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.358,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5499], Speed: 9.677 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5599], Speed: 9.614 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.739,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5699], Speed: 9.910 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5799], Speed: 9.330 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5899], Speed: 9.649 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 5999], Speed: 9.605 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6099], Speed: 9.511 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.893,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6199], Speed: 9.515 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6299], Speed: 9.736 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6399], Speed: 9.743 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6499], Speed: 9.755 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6599], Speed: 9.427 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6699], Speed: 9.848 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6799], Speed: 9.687 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6899], Speed: 9.445 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 6999], Speed: 9.656 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.738,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7099], Speed: 9.580 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7199], Speed: 9.659 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7299], Speed: 9.804 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7399], Speed: 9.435 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7499], Speed: 9.438 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7599], Speed: 9.664 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7699], Speed: 9.528 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7799], Speed: 9.786 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7899], Speed: 9.481 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 7999], Speed: 9.693 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 8099], Speed: 9.621 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 8199], Speed: 9.724 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 8299], Speed: 9.744 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.887,MaskFGAcc=0.479 [Epoch 23][Batch 8399], Speed: 9.586 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.737,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8499], Speed: 9.668 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8599], Speed: 9.842 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8699], Speed: 9.385 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8799], Speed: 10.010 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8899], Speed: 9.638 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 8999], Speed: 9.792 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9099], Speed: 9.572 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9199], Speed: 9.625 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9299], Speed: 9.725 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9399], Speed: 9.878 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9499], Speed: 9.481 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9599], Speed: 9.761 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9699], Speed: 9.732 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9799], Speed: 9.474 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.736,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9899], Speed: 9.654 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 9999], Speed: 9.706 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10099], Speed: 9.410 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10199], Speed: 9.579 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10299], Speed: 9.681 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10399], Speed: 9.615 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10499], Speed: 9.580 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10599], Speed: 9.601 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10699], Speed: 9.461 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10799], Speed: 9.647 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10899], Speed: 9.665 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 10999], Speed: 9.321 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11099], Speed: 9.595 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11199], Speed: 9.676 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11299], Speed: 9.724 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.735,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11399], Speed: 9.584 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11499], Speed: 9.709 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11599], Speed: 9.716 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11699], Speed: 9.617 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11799], Speed: 9.879 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11899], Speed: 9.439 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 11999], Speed: 9.622 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12099], Speed: 9.495 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12199], Speed: 9.445 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12299], Speed: 9.785 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12399], Speed: 9.608 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12499], Speed: 9.642 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.357,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.479 [Epoch 23][Batch 12599], Speed: 9.463 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 12699], Speed: 9.716 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 12799], Speed: 9.670 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.734,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 12899], Speed: 9.549 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 12999], Speed: 9.837 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13099], Speed: 9.329 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13199], Speed: 10.003 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13299], Speed: 9.534 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13399], Speed: 9.608 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13499], Speed: 9.546 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13599], Speed: 9.699 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13699], Speed: 9.638 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13799], Speed: 9.307 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13899], Speed: 9.864 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 13999], Speed: 9.533 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14099], Speed: 9.668 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14199], Speed: 9.714 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.733,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14299], Speed: 9.496 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14399], Speed: 9.780 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14499], Speed: 9.302 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23][Batch 14599], Speed: 9.550 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 23] Training cost: 12203.912, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.210,RCNN_SmoothL1=0.116,RCNN_Mask=0.232 [Epoch 23] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.325 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 ~~~~ Mean AP for bbox ~~~~ =38.3 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.150 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.366 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.289 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 ] = 0.462 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.263 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.643 ~~~~ Mean AP for segm ~~~~ =32.7 [Epoch 23] mAP 32.7 higher than current best [32.4] saving to mask_rcnn_resnet50_v1b_coco_best.params [Epoch 23] Saving parameters to mask_rcnn_resnet50_v1b_coco_0023_32.7000.params [Epoch 24][Batch 99], Speed: 8.165 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.081,RCNN_CrossEntropy=0.214,RCNN_SmoothL1=0.118,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 199], Speed: 9.429 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.113,RCNN_Mask=0.228,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 299], Speed: 9.505 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.077,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.113,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 399], Speed: 9.373 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.113,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 499], Speed: 9.736 samples/sec, RPN_Conf=0.069,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.113,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 599], Speed: 9.421 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 699], Speed: 9.415 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 799], Speed: 9.684 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 899], Speed: 9.367 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.229,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 999], Speed: 9.477 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.732,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1099], Speed: 9.720 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1199], Speed: 9.681 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1299], Speed: 9.555 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1399], Speed: 9.581 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1499], Speed: 9.525 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1599], Speed: 9.561 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1699], Speed: 9.538 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1799], Speed: 9.508 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1899], Speed: 9.907 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.230,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 1999], Speed: 9.706 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2099], Speed: 9.678 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2199], Speed: 9.815 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2299], Speed: 9.588 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2399], Speed: 9.522 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2499], Speed: 9.845 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.731,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2599], Speed: 9.594 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2699], Speed: 9.684 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2799], Speed: 9.561 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2899], Speed: 9.680 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 2999], Speed: 9.524 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3099], Speed: 9.635 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.894,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3199], Speed: 9.484 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3299], Speed: 9.694 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3399], Speed: 9.788 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3499], Speed: 9.392 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3599], Speed: 9.686 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3699], Speed: 9.212 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3799], Speed: 9.469 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3899], Speed: 9.591 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 3999], Speed: 9.317 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.730,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4099], Speed: 9.789 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4199], Speed: 9.487 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4299], Speed: 9.843 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4399], Speed: 9.772 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4499], Speed: 9.305 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4599], Speed: 9.767 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4699], Speed: 9.234 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4799], Speed: 9.616 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4899], Speed: 9.613 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 4999], Speed: 9.449 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.962,RPNL1Loss=0.356,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5099], Speed: 9.782 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5199], Speed: 9.769 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5299], Speed: 9.549 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5399], Speed: 9.499 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5499], Speed: 9.733 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5599], Speed: 9.458 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.729,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5699], Speed: 9.513 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5799], Speed: 9.777 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5899], Speed: 9.670 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 5999], Speed: 9.584 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6099], Speed: 9.591 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6199], Speed: 9.546 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6299], Speed: 9.617 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6399], Speed: 9.629 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6499], Speed: 9.719 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6599], Speed: 9.748 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6699], Speed: 9.814 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6799], Speed: 9.636 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6899], Speed: 9.773 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 6999], Speed: 9.387 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7099], Speed: 9.763 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.728,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7199], Speed: 9.776 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7299], Speed: 9.305 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7399], Speed: 9.589 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7499], Speed: 9.483 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7599], Speed: 9.682 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7699], Speed: 9.622 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7799], Speed: 9.466 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7899], Speed: 9.511 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 7999], Speed: 9.694 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 8099], Speed: 9.515 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.478 [Epoch 24][Batch 8199], Speed: 9.380 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8299], Speed: 9.698 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8399], Speed: 9.568 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8499], Speed: 9.770 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8599], Speed: 10.088 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.727,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8699], Speed: 9.648 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8799], Speed: 9.564 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8899], Speed: 9.474 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 8999], Speed: 9.805 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9099], Speed: 9.597 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9199], Speed: 9.594 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9299], Speed: 9.628 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9399], Speed: 9.597 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9499], Speed: 9.352 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9599], Speed: 9.698 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9699], Speed: 9.489 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9799], Speed: 9.528 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9899], Speed: 9.691 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 9999], Speed: 9.660 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10099], Speed: 9.759 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10199], Speed: 9.738 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.726,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10299], Speed: 9.405 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10399], Speed: 9.667 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10499], Speed: 9.483 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10599], Speed: 9.586 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10699], Speed: 9.577 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10799], Speed: 9.195 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10899], Speed: 9.891 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 10999], Speed: 9.318 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11099], Speed: 9.735 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11199], Speed: 9.573 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11299], Speed: 9.556 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11399], Speed: 9.751 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11499], Speed: 9.476 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11599], Speed: 9.613 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11699], Speed: 9.418 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.725,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11799], Speed: 9.420 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11899], Speed: 9.740 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 11999], Speed: 9.557 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12099], Speed: 9.738 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12199], Speed: 9.226 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12299], Speed: 9.650 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12399], Speed: 9.563 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12499], Speed: 9.405 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12599], Speed: 9.534 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12699], Speed: 9.680 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.355,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12799], Speed: 9.537 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12899], Speed: 9.500 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 12999], Speed: 9.526 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13099], Speed: 9.502 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13199], Speed: 9.931 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13299], Speed: 9.432 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.724,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13399], Speed: 9.654 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13499], Speed: 9.379 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.888,MaskFGAcc=0.477 [Epoch 24][Batch 13599], Speed: 9.585 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 13699], Speed: 9.544 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 13799], Speed: 9.540 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 13899], Speed: 9.597 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 13999], Speed: 9.405 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14099], Speed: 9.671 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14199], Speed: 9.407 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14299], Speed: 9.782 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14399], Speed: 9.528 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14499], Speed: 9.737 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24][Batch 14599], Speed: 9.947 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 24] Training cost: 12247.292, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232 [Epoch 24] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.426 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.325 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.700 ~~~~ Mean AP for bbox ~~~~ =38.2 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.149 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.289 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 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.262 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 ] = 0.640 ~~~~ Mean AP for segm ~~~~ =32.6 [Epoch 24] Saving parameters to mask_rcnn_resnet50_v1b_coco_0024_32.6000.params [Epoch 25][Batch 99], Speed: 8.039 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.082,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.116,RCNN_Mask=0.234,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 199], Speed: 9.425 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.080,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.235,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.723,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 299], Speed: 9.546 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.211,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 399], Speed: 9.620 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 499], Speed: 9.721 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.117,RCNN_Mask=0.234,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 599], Speed: 9.591 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 699], Speed: 9.606 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.895,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 799], Speed: 9.414 samples/sec, RPN_Conf=0.072,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.209,RCNN_SmoothL1=0.116,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 899], Speed: 9.625 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 999], Speed: 9.787 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1099], Speed: 9.733 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.233,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1199], Speed: 9.509 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1299], Speed: 9.588 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1399], Speed: 9.526 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1499], Speed: 9.583 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1599], Speed: 9.678 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1699], Speed: 9.861 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1799], Speed: 9.563 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.206,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.722,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1899], Speed: 9.538 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 1999], Speed: 9.420 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2099], Speed: 9.752 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2199], Speed: 9.545 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2299], Speed: 9.797 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2399], Speed: 9.844 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2499], Speed: 9.294 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2599], Speed: 9.697 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2699], Speed: 9.430 samples/sec, RPN_Conf=0.070,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2799], Speed: 9.542 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2899], Speed: 9.475 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 2999], Speed: 9.617 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3099], Speed: 9.554 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3199], Speed: 9.905 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3299], Speed: 9.370 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3399], Speed: 9.791 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.721,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3499], Speed: 9.548 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3599], Speed: 9.596 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3699], Speed: 9.777 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3799], Speed: 9.538 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3899], Speed: 9.758 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.477 [Epoch 25][Batch 3999], Speed: 9.464 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4099], Speed: 9.822 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4199], Speed: 9.656 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4299], Speed: 9.649 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4399], Speed: 10.019 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4499], Speed: 9.631 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4599], Speed: 9.765 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4699], Speed: 9.743 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4799], Speed: 9.463 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4899], Speed: 9.724 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 4999], Speed: 9.502 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.720,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5099], Speed: 9.650 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.232,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5199], Speed: 9.710 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5299], Speed: 9.532 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5399], Speed: 9.802 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5499], Speed: 9.451 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5599], Speed: 9.869 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5699], Speed: 9.720 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5799], Speed: 9.429 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.354,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5899], Speed: 9.611 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 5999], Speed: 9.631 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6099], Speed: 9.525 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6199], Speed: 9.702 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6299], Speed: 9.592 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6399], Speed: 9.775 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6499], Speed: 9.443 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6599], Speed: 9.614 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.719,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6699], Speed: 9.753 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6799], Speed: 9.426 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6899], Speed: 9.669 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 6999], Speed: 9.544 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7099], Speed: 9.589 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7199], Speed: 9.622 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7299], Speed: 9.590 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7399], Speed: 9.762 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7499], Speed: 9.606 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7599], Speed: 9.823 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7699], Speed: 9.504 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7799], Speed: 9.744 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7899], Speed: 9.738 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 7999], Speed: 9.724 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8099], Speed: 9.729 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8199], Speed: 9.568 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.718,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8299], Speed: 9.899 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8399], Speed: 9.537 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8499], Speed: 9.742 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8599], Speed: 9.496 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8699], Speed: 9.769 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8799], Speed: 9.511 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8899], Speed: 9.761 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 8999], Speed: 9.355 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9099], Speed: 9.734 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9199], Speed: 9.438 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9299], Speed: 9.493 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9399], Speed: 9.890 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9499], Speed: 9.528 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9599], Speed: 9.734 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9699], Speed: 9.357 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9799], Speed: 9.805 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9899], Speed: 9.754 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.717,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 9999], Speed: 9.446 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10099], Speed: 9.801 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10199], Speed: 9.374 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10299], Speed: 9.845 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10399], Speed: 9.463 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10499], Speed: 9.958 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10599], Speed: 9.668 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10699], Speed: 9.668 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10799], Speed: 9.563 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.115,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10899], Speed: 9.807 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 10999], Speed: 9.483 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11099], Speed: 9.670 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11199], Speed: 9.782 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11299], Speed: 9.747 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11399], Speed: 9.528 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11499], Speed: 9.554 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11599], Speed: 9.748 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.716,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11699], Speed: 9.499 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11799], Speed: 9.840 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.078,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11899], Speed: 9.316 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 11999], Speed: 9.669 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12099], Speed: 9.654 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12199], Speed: 9.644 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12299], Speed: 9.756 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12399], Speed: 9.545 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12499], Speed: 9.793 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12599], Speed: 9.844 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12699], Speed: 9.585 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12799], Speed: 9.572 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12899], Speed: 9.611 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 12999], Speed: 9.987 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13099], Speed: 9.382 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13199], Speed: 9.767 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13299], Speed: 9.470 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.715,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13399], Speed: 9.837 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13499], Speed: 9.743 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13599], Speed: 9.563 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13699], Speed: 9.558 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13799], Speed: 9.709 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.896,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13899], Speed: 9.767 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 13999], Speed: 9.667 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14099], Speed: 9.560 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14199], Speed: 9.492 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.207,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14299], Speed: 9.749 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14399], Speed: 9.669 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.353,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14499], Speed: 9.560 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.352,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25][Batch 14599], Speed: 9.653 samples/sec, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231,RPNAcc=0.963,RPNL1Loss=0.352,RCNNAcc=0.897,RCNNL1Loss=0.714,MaskAcc=0.889,MaskFGAcc=0.476 [Epoch 25] Training cost: 12188.122, RPN_Conf=0.071,RPN_SmoothL1=0.079,RCNN_CrossEntropy=0.208,RCNN_SmoothL1=0.114,RCNN_Mask=0.231 [Epoch 25] Validation: ~~~~ Summary bbox metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.413 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.204 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.425 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.324 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 ~~~~ Mean AP for bbox ~~~~ =38.2 ~~~~ Summary segm metrics ~~~~ =Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.151 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.289 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 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 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.642 ~~~~ Mean AP for segm ~~~~ =32.7 [Epoch 25] Saving parameters to mask_rcnn_resnet50_v1b_coco_0025_32.7000.params /home/ubuntu/src/mxnet-pool/python/mxnet/gluon/block.py:420: UserWarning: load_params is deprecated. Please use load_parameters. warnings.warn("load_params is deprecated. Please use load_parameters.") 0%| | 0/5000 [00:00 cannot be safely interpreted as an integer. self.iouThrs = np.linspace(.5, 0.95, np.round((0.95 - .5) / .05) + 1, endpoint=True) /usr/local/lib/python3.5/dist-packages/pycocotools/cocoeval.py:508: DeprecationWarning: object of type cannot be safely interpreted as an integer. self.recThrs = np.linspace(.0, 1.00, np.round((1.00 - .0) / .01) + 1, endpoint=True) Loading and preparing results... DONE (t=4.82s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=55.81s). Accumulating evaluation results... DONE (t=9.77s). Loading and preparing results... DONE (t=3.16s) creating index... index created! Running per image evaluation... Evaluate annotation type *segm* DONE (t=59.86s). Accumulating evaluation results... DONE (t=9.68s). ~~~~ Summary bbox metrics ~~~~ Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.202 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.532 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.325 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.508 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.585 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 ~~~~ Mean AP for bbox ~~~~ 38.3 ~~~~ Summary segm metrics ~~~~ Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.331 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.150 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.484 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.292 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.447 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.651 ~~~~ Mean AP for segm ~~~~ 33.1