Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=False, val_interval=2, verbose=True, wd=0.0001)
Trainable parameters:
odict_keys(['resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_conv0_weight', 'maskrcnn0_rpn0_conv0_bias', 'maskrcnn0_rpn0_conv1_weight', 'maskrcnn0_rpn0_conv1_bias', 'maskrcnn0_rpn0_conv2_weight', 'maskrcnn0_rpn0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias'])
Start training from [Epoch 0]
[Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333
[Epoch 0][Batch 99], Speed: 17.380 samples/sec, RPN_Conf=0.520,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.744,RCNN_SmoothL1=0.171,RCNN_Mask=0.706,RPNAcc=0.842,RPNL1Loss=0.531,RCNNAcc=0.897,RCNNL1Loss=1.898,MaskAcc=0.562,MaskFGAcc=0.579
[Epoch 0 Iteration 100] Set learning rate to 0.004
[Epoch 0][Batch 199], Speed: 20.492 samples/sec, RPN_Conf=0.403,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.635,RCNN_SmoothL1=0.168,RCNN_Mask=0.661,RPNAcc=0.864,RPNL1Loss=0.532,RCNNAcc=0.904,RCNNL1Loss=1.878,MaskAcc=0.601,MaskFGAcc=0.605
[Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667
[Epoch 0][Batch 299], Speed: 20.906 samples/sec, RPN_Conf=0.359,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.609,RCNN_SmoothL1=0.176,RCNN_Mask=0.635,RPNAcc=0.871,RPNL1Loss=0.518,RCNNAcc=0.904,RCNNL1Loss=1.904,MaskAcc=0.627,MaskFGAcc=0.621
[Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333
[Epoch 0][Batch 399], Speed: 20.909 samples/sec, RPN_Conf=0.335,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.596,RCNN_SmoothL1=0.179,RCNN_Mask=0.615,RPNAcc=0.875,RPNL1Loss=0.516,RCNNAcc=0.903,RCNNL1Loss=1.909,MaskAcc=0.644,MaskFGAcc=0.631
[Epoch 0 Iteration 400] Set learning rate to 0.006
[Epoch 0][Batch 499], Speed: 20.826 samples/sec, RPN_Conf=0.317,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.182,RCNN_Mask=0.595,RPNAcc=0.879,RPNL1Loss=0.513,RCNNAcc=0.903,RCNNL1Loss=1.913,MaskAcc=0.661,MaskFGAcc=0.634
[Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666
[Epoch 0][Batch 599], Speed: 20.897 samples/sec, RPN_Conf=0.304,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.185,RCNN_Mask=0.582,RPNAcc=0.882,RPNL1Loss=0.511,RCNNAcc=0.902,RCNNL1Loss=1.914,MaskAcc=0.673,MaskFGAcc=0.634
[Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333
[Epoch 0][Batch 699], Speed: 20.915 samples/sec, RPN_Conf=0.293,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.575,RCNN_SmoothL1=0.188,RCNN_Mask=0.570,RPNAcc=0.884,RPNL1Loss=0.512,RCNNAcc=0.901,RCNNL1Loss=1.918,MaskAcc=0.683,MaskFGAcc=0.632
[Epoch 0 Iteration 700] Set learning rate to 0.008
[Epoch 0][Batch 799], Speed: 20.825 samples/sec, RPN_Conf=0.284,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.193,RCNN_Mask=0.560,RPNAcc=0.887,RPNL1Loss=0.510,RCNNAcc=0.899,RCNNL1Loss=1.926,MaskAcc=0.693,MaskFGAcc=0.629
[Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668
[Epoch 0][Batch 899], Speed: 20.935 samples/sec, RPN_Conf=0.276,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.580,RCNN_SmoothL1=0.198,RCNN_Mask=0.551,RPNAcc=0.889,RPNL1Loss=0.509,RCNNAcc=0.897,RCNNL1Loss=1.928,MaskAcc=0.702,MaskFGAcc=0.626
[Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334
[Epoch 0][Batch 999], Speed: 20.935 samples/sec, RPN_Conf=0.269,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.202,RCNN_Mask=0.543,RPNAcc=0.891,RPNL1Loss=0.507,RCNNAcc=0.895,RCNNL1Loss=1.931,MaskAcc=0.709,MaskFGAcc=0.622
[Epoch 0 Iteration 1000] Set learning rate to 0.01
[Epoch 0][Batch 1099], Speed: 20.614 samples/sec, RPN_Conf=0.264,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.587,RCNN_SmoothL1=0.207,RCNN_Mask=0.536,RPNAcc=0.893,RPNL1Loss=0.507,RCNNAcc=0.894,RCNNL1Loss=1.934,MaskAcc=0.715,MaskFGAcc=0.617
[Epoch 0][Batch 1199], Speed: 20.576 samples/sec, RPN_Conf=0.259,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.591,RCNN_SmoothL1=0.213,RCNN_Mask=0.529,RPNAcc=0.895,RPNL1Loss=0.504,RCNNAcc=0.891,RCNNL1Loss=1.935,MaskAcc=0.721,MaskFGAcc=0.612
[Epoch 0][Batch 1299], Speed: 20.618 samples/sec, RPN_Conf=0.254,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.594,RCNN_SmoothL1=0.217,RCNN_Mask=0.523,RPNAcc=0.896,RPNL1Loss=0.503,RCNNAcc=0.889,RCNNL1Loss=1.931,MaskAcc=0.727,MaskFGAcc=0.608
[Epoch 0][Batch 1399], Speed: 20.661 samples/sec, RPN_Conf=0.251,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.595,RCNN_SmoothL1=0.220,RCNN_Mask=0.519,RPNAcc=0.897,RPNL1Loss=0.500,RCNNAcc=0.888,RCNNL1Loss=1.927,MaskAcc=0.731,MaskFGAcc=0.605
[Epoch 0][Batch 1499], Speed: 20.620 samples/sec, RPN_Conf=0.247,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.594,RCNN_SmoothL1=0.223,RCNN_Mask=0.513,RPNAcc=0.899,RPNL1Loss=0.499,RCNNAcc=0.887,RCNNL1Loss=1.923,MaskAcc=0.735,MaskFGAcc=0.601
[Epoch 0][Batch 1599], Speed: 20.536 samples/sec, RPN_Conf=0.243,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.593,RCNN_SmoothL1=0.226,RCNN_Mask=0.509,RPNAcc=0.900,RPNL1Loss=0.499,RCNNAcc=0.886,RCNNL1Loss=1.919,MaskAcc=0.739,MaskFGAcc=0.598
[Epoch 0][Batch 1699], Speed: 20.663 samples/sec, RPN_Conf=0.240,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.592,RCNN_SmoothL1=0.228,RCNN_Mask=0.504,RPNAcc=0.901,RPNL1Loss=0.498,RCNNAcc=0.885,RCNNL1Loss=1.917,MaskAcc=0.742,MaskFGAcc=0.595
[Epoch 0][Batch 1799], Speed: 20.671 samples/sec, RPN_Conf=0.238,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.590,RCNN_SmoothL1=0.230,RCNN_Mask=0.500,RPNAcc=0.902,RPNL1Loss=0.496,RCNNAcc=0.884,RCNNL1Loss=1.910,MaskAcc=0.746,MaskFGAcc=0.593
[Epoch 0][Batch 1899], Speed: 20.239 samples/sec, RPN_Conf=0.235,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.589,RCNN_SmoothL1=0.232,RCNN_Mask=0.496,RPNAcc=0.903,RPNL1Loss=0.495,RCNNAcc=0.884,RCNNL1Loss=1.903,MaskAcc=0.748,MaskFGAcc=0.589
Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=False, val_interval=2, verbose=True, wd=0.0001)
Trainable parameters:
odict_keys(['resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_conv0_weight', 'maskrcnn0_rpn0_conv0_bias', 'maskrcnn0_rpn0_conv1_weight', 'maskrcnn0_rpn0_conv1_bias', 'maskrcnn0_rpn0_conv2_weight', 'maskrcnn0_rpn0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias'])
Start training from [Epoch 0]
[Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333
[Epoch 0][Batch 99], Speed: 17.541 samples/sec, RPN_Conf=0.500,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.757,RCNN_SmoothL1=0.174,RCNN_Mask=0.708,RPNAcc=0.842,RPNL1Loss=0.529,RCNNAcc=0.896,RCNNL1Loss=1.901,MaskAcc=0.557,MaskFGAcc=0.579
[Epoch 0 Iteration 100] Set learning rate to 0.004
[Epoch 0][Batch 199], Speed: 20.608 samples/sec, RPN_Conf=0.393,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.650,RCNN_SmoothL1=0.173,RCNN_Mask=0.663,RPNAcc=0.863,RPNL1Loss=0.532,RCNNAcc=0.902,RCNNL1Loss=1.893,MaskAcc=0.599,MaskFGAcc=0.606
[Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667
[Epoch 0][Batch 299], Speed: 20.616 samples/sec, RPN_Conf=0.352,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.621,RCNN_SmoothL1=0.179,RCNN_Mask=0.635,RPNAcc=0.872,RPNL1Loss=0.521,RCNNAcc=0.902,RCNNL1Loss=1.910,MaskAcc=0.625,MaskFGAcc=0.623
[Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333
[Epoch 0][Batch 399], Speed: 20.805 samples/sec, RPN_Conf=0.329,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.604,RCNN_SmoothL1=0.182,RCNN_Mask=0.615,RPNAcc=0.876,RPNL1Loss=0.519,RCNNAcc=0.902,RCNNL1Loss=1.915,MaskAcc=0.643,MaskFGAcc=0.633
[Epoch 0 Iteration 400] Set learning rate to 0.006
[Epoch 0][Batch 499], Speed: 20.790 samples/sec, RPN_Conf=0.312,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.592,RCNN_SmoothL1=0.184,RCNN_Mask=0.596,RPNAcc=0.880,RPNL1Loss=0.516,RCNNAcc=0.902,RCNNL1Loss=1.920,MaskAcc=0.660,MaskFGAcc=0.637
[Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666
[Epoch 0][Batch 599], Speed: 20.596 samples/sec, RPN_Conf=0.299,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.585,RCNN_SmoothL1=0.188,RCNN_Mask=0.582,RPNAcc=0.884,RPNL1Loss=0.514,RCNNAcc=0.901,RCNNL1Loss=1.923,MaskAcc=0.673,MaskFGAcc=0.640
[Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333
[Epoch 0][Batch 699], Speed: 20.698 samples/sec, RPN_Conf=0.289,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.582,RCNN_SmoothL1=0.191,RCNN_Mask=0.571,RPNAcc=0.886,RPNL1Loss=0.516,RCNNAcc=0.900,RCNNL1Loss=1.927,MaskAcc=0.683,MaskFGAcc=0.638
[Epoch 0 Iteration 700] Set learning rate to 0.008
[Epoch 0][Batch 799], Speed: 20.738 samples/sec, RPN_Conf=0.281,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.583,RCNN_SmoothL1=0.195,RCNN_Mask=0.561,RPNAcc=0.888,RPNL1Loss=0.514,RCNNAcc=0.898,RCNNL1Loss=1.934,MaskAcc=0.692,MaskFGAcc=0.636
[Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668
[Epoch 0][Batch 899], Speed: 20.685 samples/sec, RPN_Conf=0.273,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.586,RCNN_SmoothL1=0.201,RCNN_Mask=0.552,RPNAcc=0.890,RPNL1Loss=0.513,RCNNAcc=0.896,RCNNL1Loss=1.937,MaskAcc=0.701,MaskFGAcc=0.633
[Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334
[Epoch 0][Batch 999], Speed: 20.784 samples/sec, RPN_Conf=0.266,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.589,RCNN_SmoothL1=0.205,RCNN_Mask=0.544,RPNAcc=0.892,RPNL1Loss=0.510,RCNNAcc=0.895,RCNNL1Loss=1.940,MaskAcc=0.708,MaskFGAcc=0.629
[Epoch 0 Iteration 1000] Set learning rate to 0.01
[Epoch 0][Batch 1099], Speed: 20.780 samples/sec, RPN_Conf=0.261,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.593,RCNN_SmoothL1=0.209,RCNN_Mask=0.536,RPNAcc=0.894,RPNL1Loss=0.510,RCNNAcc=0.893,RCNNL1Loss=1.942,MaskAcc=0.714,MaskFGAcc=0.625
[Epoch 0][Batch 1199], Speed: 20.647 samples/sec, RPN_Conf=0.256,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.597,RCNN_SmoothL1=0.214,RCNN_Mask=0.530,RPNAcc=0.895,RPNL1Loss=0.507,RCNNAcc=0.891,RCNNL1Loss=1.941,MaskAcc=0.720,MaskFGAcc=0.619
[Epoch 0][Batch 1299], Speed: 20.766 samples/sec, RPN_Conf=0.252,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.598,RCNN_SmoothL1=0.218,RCNN_Mask=0.524,RPNAcc=0.896,RPNL1Loss=0.505,RCNNAcc=0.889,RCNNL1Loss=1.935,MaskAcc=0.725,MaskFGAcc=0.615
[Epoch 0][Batch 1399], Speed: 20.753 samples/sec, RPN_Conf=0.249,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.600,RCNN_SmoothL1=0.221,RCNN_Mask=0.519,RPNAcc=0.898,RPNL1Loss=0.503,RCNNAcc=0.888,RCNNL1Loss=1.931,MaskAcc=0.730,MaskFGAcc=0.611
[Epoch 0][Batch 1499], Speed: 20.705 samples/sec, RPN_Conf=0.245,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.600,RCNN_SmoothL1=0.224,RCNN_Mask=0.514,RPNAcc=0.899,RPNL1Loss=0.502,RCNNAcc=0.886,RCNNL1Loss=1.927,MaskAcc=0.734,MaskFGAcc=0.607
[Epoch 0][Batch 1599], Speed: 20.811 samples/sec, RPN_Conf=0.242,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.598,RCNN_SmoothL1=0.227,RCNN_Mask=0.510,RPNAcc=0.900,RPNL1Loss=0.501,RCNNAcc=0.886,RCNNL1Loss=1.923,MaskAcc=0.738,MaskFGAcc=0.604
[Epoch 0][Batch 1699], Speed: 20.830 samples/sec, RPN_Conf=0.239,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.597,RCNN_SmoothL1=0.229,RCNN_Mask=0.505,RPNAcc=0.902,RPNL1Loss=0.500,RCNNAcc=0.885,RCNNL1Loss=1.919,MaskAcc=0.741,MaskFGAcc=0.601
[Epoch 0][Batch 1799], Speed: 20.700 samples/sec, RPN_Conf=0.236,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.595,RCNN_SmoothL1=0.230,RCNN_Mask=0.501,RPNAcc=0.902,RPNL1Loss=0.499,RCNNAcc=0.884,RCNNL1Loss=1.911,MaskAcc=0.745,MaskFGAcc=0.598
[Epoch 0][Batch 1899], Speed: 20.817 samples/sec, RPN_Conf=0.234,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.594,RCNN_SmoothL1=0.232,RCNN_Mask=0.497,RPNAcc=0.903,RPNL1Loss=0.497,RCNNAcc=0.883,RCNNL1Loss=1.903,MaskAcc=0.748,MaskFGAcc=0.595
[Epoch 0][Batch 1999], Speed: 20.852 samples/sec, RPN_Conf=0.232,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.593,RCNN_SmoothL1=0.233,RCNN_Mask=0.493,RPNAcc=0.904,RPNL1Loss=0.495,RCNNAcc=0.883,RCNNL1Loss=1.897,MaskAcc=0.751,MaskFGAcc=0.592
[Epoch 0][Batch 2099], Speed: 20.438 samples/sec, RPN_Conf=0.229,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.592,RCNN_SmoothL1=0.235,RCNN_Mask=0.490,RPNAcc=0.905,RPNL1Loss=0.494,RCNNAcc=0.882,RCNNL1Loss=1.890,MaskAcc=0.753,MaskFGAcc=0.589
[Epoch 0][Batch 2199], Speed: 20.866 samples/sec, RPN_Conf=0.228,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.590,RCNN_SmoothL1=0.235,RCNN_Mask=0.487,RPNAcc=0.906,RPNL1Loss=0.494,RCNNAcc=0.881,RCNNL1Loss=1.882,MaskAcc=0.756,MaskFGAcc=0.587
[Epoch 0][Batch 2299], Speed: 20.664 samples/sec, RPN_Conf=0.225,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.588,RCNN_SmoothL1=0.236,RCNN_Mask=0.484,RPNAcc=0.907,RPNL1Loss=0.492,RCNNAcc=0.881,RCNNL1Loss=1.875,MaskAcc=0.758,MaskFGAcc=0.585
[Epoch 0][Batch 2399], Speed: 20.755 samples/sec, RPN_Conf=0.224,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.586,RCNN_SmoothL1=0.237,RCNN_Mask=0.481,RPNAcc=0.907,RPNL1Loss=0.492,RCNNAcc=0.881,RCNNL1Loss=1.867,MaskAcc=0.760,MaskFGAcc=0.583
[Epoch 0][Batch 2499], Speed: 20.814 samples/sec, RPN_Conf=0.222,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.237,RCNN_Mask=0.478,RPNAcc=0.908,RPNL1Loss=0.491,RCNNAcc=0.880,RCNNL1Loss=1.860,MaskAcc=0.762,MaskFGAcc=0.581
[Epoch 0][Batch 2599], Speed: 20.674 samples/sec, RPN_Conf=0.220,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.582,RCNN_SmoothL1=0.238,RCNN_Mask=0.475,RPNAcc=0.909,RPNL1Loss=0.490,RCNNAcc=0.880,RCNNL1Loss=1.853,MaskAcc=0.764,MaskFGAcc=0.580
[Epoch 0][Batch 2699], Speed: 20.695 samples/sec, RPN_Conf=0.219,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.581,RCNN_SmoothL1=0.239,RCNN_Mask=0.473,RPNAcc=0.909,RPNL1Loss=0.489,RCNNAcc=0.880,RCNNL1Loss=1.846,MaskAcc=0.766,MaskFGAcc=0.578
[Epoch 0][Batch 2799], Speed: 20.555 samples/sec, RPN_Conf=0.217,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.578,RCNN_SmoothL1=0.239,RCNN_Mask=0.470,RPNAcc=0.910,RPNL1Loss=0.488,RCNNAcc=0.879,RCNNL1Loss=1.837,MaskAcc=0.768,MaskFGAcc=0.576
[Epoch 0][Batch 2899], Speed: 20.507 samples/sec, RPN_Conf=0.216,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.239,RCNN_Mask=0.468,RPNAcc=0.910,RPNL1Loss=0.486,RCNNAcc=0.879,RCNNL1Loss=1.829,MaskAcc=0.769,MaskFGAcc=0.575
[Epoch 0][Batch 2999], Speed: 20.659 samples/sec, RPN_Conf=0.214,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.575,RCNN_SmoothL1=0.240,RCNN_Mask=0.466,RPNAcc=0.911,RPNL1Loss=0.485,RCNNAcc=0.879,RCNNL1Loss=1.821,MaskAcc=0.771,MaskFGAcc=0.573
[Epoch 0][Batch 3099], Speed: 20.637 samples/sec, RPN_Conf=0.213,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.573,RCNN_SmoothL1=0.240,RCNN_Mask=0.463,RPNAcc=0.912,RPNL1Loss=0.485,RCNNAcc=0.878,RCNNL1Loss=1.814,MaskAcc=0.772,MaskFGAcc=0.572
[Epoch 0][Batch 3199], Speed: 20.496 samples/sec, RPN_Conf=0.212,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.571,RCNN_SmoothL1=0.241,RCNN_Mask=0.462,RPNAcc=0.912,RPNL1Loss=0.483,RCNNAcc=0.878,RCNNL1Loss=1.806,MaskAcc=0.774,MaskFGAcc=0.571
[Epoch 0][Batch 3299], Speed: 20.722 samples/sec, RPN_Conf=0.211,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.569,RCNN_SmoothL1=0.241,RCNN_Mask=0.460,RPNAcc=0.912,RPNL1Loss=0.482,RCNNAcc=0.878,RCNNL1Loss=1.799,MaskAcc=0.775,MaskFGAcc=0.570
[Epoch 0][Batch 3399], Speed: 20.723 samples/sec, RPN_Conf=0.210,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.568,RCNN_SmoothL1=0.241,RCNN_Mask=0.458,RPNAcc=0.913,RPNL1Loss=0.481,RCNNAcc=0.878,RCNNL1Loss=1.792,MaskAcc=0.777,MaskFGAcc=0.568
[Epoch 0][Batch 3499], Speed: 20.563 samples/sec, RPN_Conf=0.209,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.241,RCNN_Mask=0.456,RPNAcc=0.913,RPNL1Loss=0.480,RCNNAcc=0.877,RCNNL1Loss=1.785,MaskAcc=0.778,MaskFGAcc=0.567
[Epoch 0][Batch 3599], Speed: 20.702 samples/sec, RPN_Conf=0.208,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.564,RCNN_SmoothL1=0.241,RCNN_Mask=0.454,RPNAcc=0.914,RPNL1Loss=0.479,RCNNAcc=0.877,RCNNL1Loss=1.777,MaskAcc=0.779,MaskFGAcc=0.566
[Epoch 0][Batch 3699], Speed: 20.730 samples/sec, RPN_Conf=0.207,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.241,RCNN_Mask=0.452,RPNAcc=0.914,RPNL1Loss=0.479,RCNNAcc=0.877,RCNNL1Loss=1.771,MaskAcc=0.780,MaskFGAcc=0.565
[Epoch 0][Batch 3799], Speed: 20.549 samples/sec, RPN_Conf=0.206,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.561,RCNN_SmoothL1=0.241,RCNN_Mask=0.451,RPNAcc=0.914,RPNL1Loss=0.478,RCNNAcc=0.877,RCNNL1Loss=1.764,MaskAcc=0.781,MaskFGAcc=0.564
[Epoch 0][Batch 3899], Speed: 20.685 samples/sec, RPN_Conf=0.205,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.559,RCNN_SmoothL1=0.241,RCNN_Mask=0.449,RPNAcc=0.915,RPNL1Loss=0.477,RCNNAcc=0.877,RCNNL1Loss=1.757,MaskAcc=0.782,MaskFGAcc=0.563
[Epoch 0][Batch 3999], Speed: 20.750 samples/sec, RPN_Conf=0.204,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.558,RCNN_SmoothL1=0.241,RCNN_Mask=0.448,RPNAcc=0.915,RPNL1Loss=0.477,RCNNAcc=0.876,RCNNL1Loss=1.750,MaskAcc=0.783,MaskFGAcc=0.562
[Epoch 0][Batch 4099], Speed: 20.561 samples/sec, RPN_Conf=0.203,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.557,RCNN_SmoothL1=0.241,RCNN_Mask=0.446,RPNAcc=0.915,RPNL1Loss=0.476,RCNNAcc=0.876,RCNNL1Loss=1.744,MaskAcc=0.784,MaskFGAcc=0.561
[Epoch 0][Batch 4199], Speed: 20.782 samples/sec, RPN_Conf=0.202,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.555,RCNN_SmoothL1=0.241,RCNN_Mask=0.445,RPNAcc=0.916,RPNL1Loss=0.475,RCNNAcc=0.876,RCNNL1Loss=1.737,MaskAcc=0.785,MaskFGAcc=0.560
[Epoch 0][Batch 4299], Speed: 20.751 samples/sec, RPN_Conf=0.202,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.554,RCNN_SmoothL1=0.241,RCNN_Mask=0.443,RPNAcc=0.916,RPNL1Loss=0.475,RCNNAcc=0.876,RCNNL1Loss=1.732,MaskAcc=0.786,MaskFGAcc=0.559
[Epoch 0][Batch 4399], Speed: 20.442 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.552,RCNN_SmoothL1=0.241,RCNN_Mask=0.442,RPNAcc=0.917,RPNL1Loss=0.474,RCNNAcc=0.876,RCNNL1Loss=1.726,MaskAcc=0.787,MaskFGAcc=0.559
[Epoch 0][Batch 4499], Speed: 20.729 samples/sec, RPN_Conf=0.200,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.241,RCNN_Mask=0.441,RPNAcc=0.917,RPNL1Loss=0.474,RCNNAcc=0.876,RCNNL1Loss=1.719,MaskAcc=0.788,MaskFGAcc=0.558
[Epoch 0][Batch 4599], Speed: 20.531 samples/sec, RPN_Conf=0.200,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.549,RCNN_SmoothL1=0.241,RCNN_Mask=0.440,RPNAcc=0.917,RPNL1Loss=0.473,RCNNAcc=0.876,RCNNL1Loss=1.714,MaskAcc=0.788,MaskFGAcc=0.557
[Epoch 0][Batch 4699], Speed: 20.758 samples/sec, RPN_Conf=0.199,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.240,RCNN_Mask=0.439,RPNAcc=0.917,RPNL1Loss=0.473,RCNNAcc=0.876,RCNNL1Loss=1.708,MaskAcc=0.789,MaskFGAcc=0.556
[Epoch 0][Batch 4799], Speed: 20.690 samples/sec, RPN_Conf=0.198,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.240,RCNN_Mask=0.437,RPNAcc=0.918,RPNL1Loss=0.472,RCNNAcc=0.876,RCNNL1Loss=1.702,MaskAcc=0.790,MaskFGAcc=0.556
[Epoch 0][Batch 4899], Speed: 20.561 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.545,RCNN_SmoothL1=0.240,RCNN_Mask=0.436,RPNAcc=0.918,RPNL1Loss=0.471,RCNNAcc=0.876,RCNNL1Loss=1.695,MaskAcc=0.791,MaskFGAcc=0.555
[Epoch 0][Batch 4999], Speed: 20.756 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.240,RCNN_Mask=0.435,RPNAcc=0.918,RPNL1Loss=0.471,RCNNAcc=0.875,RCNNL1Loss=1.690,MaskAcc=0.791,MaskFGAcc=0.555
[Epoch 0][Batch 5099], Speed: 20.784 samples/sec, RPN_Conf=0.196,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.240,RCNN_Mask=0.434,RPNAcc=0.919,RPNL1Loss=0.470,RCNNAcc=0.875,RCNNL1Loss=1.684,MaskAcc=0.792,MaskFGAcc=0.554
[Epoch 0][Batch 5199], Speed: 20.573 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.239,RCNN_Mask=0.433,RPNAcc=0.919,RPNL1Loss=0.470,RCNNAcc=0.875,RCNNL1Loss=1.679,MaskAcc=0.793,MaskFGAcc=0.554
[Epoch 0][Batch 5299], Speed: 20.722 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.540,RCNN_SmoothL1=0.239,RCNN_Mask=0.432,RPNAcc=0.919,RPNL1Loss=0.470,RCNNAcc=0.875,RCNNL1Loss=1.674,MaskAcc=0.793,MaskFGAcc=0.553
[Epoch 0][Batch 5399], Speed: 20.754 samples/sec, RPN_Conf=0.194,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.239,RCNN_Mask=0.431,RPNAcc=0.919,RPNL1Loss=0.469,RCNNAcc=0.875,RCNNL1Loss=1.669,MaskAcc=0.794,MaskFGAcc=0.553
[Epoch 0][Batch 5499], Speed: 20.609 samples/sec, RPN_Conf=0.194,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.238,RCNN_Mask=0.429,RPNAcc=0.920,RPNL1Loss=0.468,RCNNAcc=0.876,RCNNL1Loss=1.664,MaskAcc=0.795,MaskFGAcc=0.552
[Epoch 0][Batch 5599], Speed: 20.666 samples/sec, RPN_Conf=0.193,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.536,RCNN_SmoothL1=0.238,RCNN_Mask=0.428,RPNAcc=0.920,RPNL1Loss=0.468,RCNNAcc=0.875,RCNNL1Loss=1.659,MaskAcc=0.795,MaskFGAcc=0.551
Namespace(batch_size=8, dataset='coco', disable_hybridization=False, epochs=26, gpus='0,1,2,3,4,5,6,7', log_interval=100, lr=0.01, lr_decay=0.1, lr_decay_epoch='17,23', lr_warmup=1000.0, momentum=0.9, network='resnet18_v1b', norm_layer=None, num_workers=8, resume='', save_interval=1, save_prefix='mask_rcnn_resnet18_v1b_coco', seed=233, start_epoch=0, static_alloc=False, use_fpn=False, val_interval=2, verbose=True, wd=0.0001)
Trainable parameters:
odict_keys(['resnetv1b_layers2_conv0_weight', 'resnetv1b_layers2_conv1_weight', 'resnetv1b_down2_conv0_weight', 'resnetv1b_layers2_conv2_weight', 'resnetv1b_layers2_conv3_weight', 'resnetv1b_layers3_conv0_weight', 'resnetv1b_layers3_conv1_weight', 'resnetv1b_down3_conv0_weight', 'resnetv1b_layers3_conv2_weight', 'resnetv1b_layers3_conv3_weight', 'resnetv1b_layers4_conv0_weight', 'resnetv1b_layers4_conv1_weight', 'resnetv1b_down4_conv0_weight', 'resnetv1b_layers4_conv2_weight', 'resnetv1b_layers4_conv3_weight', 'maskrcnn0_dense0_weight', 'maskrcnn0_dense0_bias', 'maskrcnn0_dense1_weight', 'maskrcnn0_dense1_bias', 'maskrcnn0_rpn0_rpnanchorgenerator0_anchor_', 'maskrcnn0_rpn0_conv0_weight', 'maskrcnn0_rpn0_conv0_bias', 'maskrcnn0_rpn0_conv1_weight', 'maskrcnn0_rpn0_conv1_bias', 'maskrcnn0_rpn0_conv2_weight', 'maskrcnn0_rpn0_conv2_bias', 'maskrcnn0_mask0_conv0_weight', 'maskrcnn0_mask0_conv0_bias', 'maskrcnn0_mask0_conv1_weight', 'maskrcnn0_mask0_conv1_bias'])
Start training from [Epoch 0]
[Epoch 0 Iteration 0] Set learning rate to 0.003333333333333333
[Epoch 0][Batch 99], Speed: 17.441 samples/sec, RPN_Conf=0.477,RPN_SmoothL1=0.133,RCNN_CrossEntropy=0.761,RCNN_SmoothL1=0.170,RCNN_Mask=0.708,RPNAcc=0.841,RPNL1Loss=0.540,RCNNAcc=0.897,RCNNL1Loss=1.887,MaskAcc=0.558,MaskFGAcc=0.581
[Epoch 0 Iteration 100] Set learning rate to 0.004
[Epoch 0][Batch 199], Speed: 20.619 samples/sec, RPN_Conf=0.381,RPN_SmoothL1=0.137,RCNN_CrossEntropy=0.655,RCNN_SmoothL1=0.169,RCNN_Mask=0.663,RPNAcc=0.863,RPNL1Loss=0.541,RCNNAcc=0.903,RCNNL1Loss=1.884,MaskAcc=0.596,MaskFGAcc=0.613
[Epoch 0 Iteration 200] Set learning rate to 0.004666666666666667
[Epoch 0][Batch 299], Speed: 20.621 samples/sec, RPN_Conf=0.343,RPN_SmoothL1=0.134,RCNN_CrossEntropy=0.630,RCNN_SmoothL1=0.177,RCNN_Mask=0.637,RPNAcc=0.871,RPNL1Loss=0.528,RCNNAcc=0.903,RCNNL1Loss=1.909,MaskAcc=0.623,MaskFGAcc=0.632
[Epoch 0 Iteration 300] Set learning rate to 0.005333333333333333
[Epoch 0][Batch 399], Speed: 20.670 samples/sec, RPN_Conf=0.322,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.615,RCNN_SmoothL1=0.182,RCNN_Mask=0.616,RPNAcc=0.877,RPNL1Loss=0.525,RCNNAcc=0.902,RCNNL1Loss=1.918,MaskAcc=0.641,MaskFGAcc=0.643
[Epoch 0 Iteration 400] Set learning rate to 0.006
[Epoch 0][Batch 499], Speed: 20.701 samples/sec, RPN_Conf=0.305,RPN_SmoothL1=0.132,RCNN_CrossEntropy=0.606,RCNN_SmoothL1=0.186,RCNN_Mask=0.598,RPNAcc=0.881,RPNL1Loss=0.519,RCNNAcc=0.901,RCNNL1Loss=1.925,MaskAcc=0.659,MaskFGAcc=0.647
[Epoch 0 Iteration 500] Set learning rate to 0.006666666666666666
[Epoch 0][Batch 599], Speed: 20.513 samples/sec, RPN_Conf=0.293,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.600,RCNN_SmoothL1=0.190,RCNN_Mask=0.584,RPNAcc=0.884,RPNL1Loss=0.517,RCNNAcc=0.900,RCNNL1Loss=1.930,MaskAcc=0.671,MaskFGAcc=0.647
[Epoch 0 Iteration 600] Set learning rate to 0.007333333333333333
[Epoch 0][Batch 699], Speed: 20.602 samples/sec, RPN_Conf=0.283,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.599,RCNN_SmoothL1=0.193,RCNN_Mask=0.573,RPNAcc=0.886,RPNL1Loss=0.518,RCNNAcc=0.898,RCNNL1Loss=1.934,MaskAcc=0.681,MaskFGAcc=0.644
[Epoch 0 Iteration 700] Set learning rate to 0.008
[Epoch 0][Batch 799], Speed: 20.527 samples/sec, RPN_Conf=0.275,RPN_SmoothL1=0.131,RCNN_CrossEntropy=0.601,RCNN_SmoothL1=0.198,RCNN_Mask=0.563,RPNAcc=0.888,RPNL1Loss=0.516,RCNNAcc=0.897,RCNNL1Loss=1.939,MaskAcc=0.691,MaskFGAcc=0.641
[Epoch 0 Iteration 800] Set learning rate to 0.008666666666666668
[Epoch 0][Batch 899], Speed: 20.703 samples/sec, RPN_Conf=0.268,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.604,RCNN_SmoothL1=0.203,RCNN_Mask=0.553,RPNAcc=0.890,RPNL1Loss=0.514,RCNNAcc=0.895,RCNNL1Loss=1.940,MaskAcc=0.700,MaskFGAcc=0.637
[Epoch 0 Iteration 900] Set learning rate to 0.009333333333333334
[Epoch 0][Batch 999], Speed: 20.721 samples/sec, RPN_Conf=0.262,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.607,RCNN_SmoothL1=0.207,RCNN_Mask=0.546,RPNAcc=0.892,RPNL1Loss=0.511,RCNNAcc=0.893,RCNNL1Loss=1.942,MaskAcc=0.707,MaskFGAcc=0.634
[Epoch 0 Iteration 1000] Set learning rate to 0.01
[Epoch 0][Batch 1099], Speed: 20.540 samples/sec, RPN_Conf=0.257,RPN_SmoothL1=0.130,RCNN_CrossEntropy=0.612,RCNN_SmoothL1=0.212,RCNN_Mask=0.538,RPNAcc=0.894,RPNL1Loss=0.511,RCNNAcc=0.891,RCNNL1Loss=1.946,MaskAcc=0.713,MaskFGAcc=0.629
[Epoch 0][Batch 1199], Speed: 20.672 samples/sec, RPN_Conf=0.253,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.615,RCNN_SmoothL1=0.217,RCNN_Mask=0.532,RPNAcc=0.896,RPNL1Loss=0.508,RCNNAcc=0.889,RCNNL1Loss=1.945,MaskAcc=0.719,MaskFGAcc=0.623
[Epoch 0][Batch 1299], Speed: 20.669 samples/sec, RPN_Conf=0.249,RPN_SmoothL1=0.129,RCNN_CrossEntropy=0.616,RCNN_SmoothL1=0.220,RCNN_Mask=0.526,RPNAcc=0.897,RPNL1Loss=0.507,RCNNAcc=0.888,RCNNL1Loss=1.939,MaskAcc=0.725,MaskFGAcc=0.619
[Epoch 0][Batch 1399], Speed: 20.503 samples/sec, RPN_Conf=0.246,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.617,RCNN_SmoothL1=0.224,RCNN_Mask=0.521,RPNAcc=0.898,RPNL1Loss=0.504,RCNNAcc=0.886,RCNNL1Loss=1.937,MaskAcc=0.729,MaskFGAcc=0.616
[Epoch 0][Batch 1499], Speed: 20.518 samples/sec, RPN_Conf=0.242,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.616,RCNN_SmoothL1=0.226,RCNN_Mask=0.516,RPNAcc=0.900,RPNL1Loss=0.503,RCNNAcc=0.885,RCNNL1Loss=1.932,MaskAcc=0.733,MaskFGAcc=0.611
[Epoch 0][Batch 1599], Speed: 20.539 samples/sec, RPN_Conf=0.239,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.614,RCNN_SmoothL1=0.228,RCNN_Mask=0.511,RPNAcc=0.901,RPNL1Loss=0.502,RCNNAcc=0.885,RCNNL1Loss=1.927,MaskAcc=0.737,MaskFGAcc=0.608
[Epoch 0][Batch 1699], Speed: 20.699 samples/sec, RPN_Conf=0.236,RPN_SmoothL1=0.128,RCNN_CrossEntropy=0.613,RCNN_SmoothL1=0.231,RCNN_Mask=0.507,RPNAcc=0.902,RPNL1Loss=0.501,RCNNAcc=0.884,RCNNL1Loss=1.923,MaskAcc=0.740,MaskFGAcc=0.605
[Epoch 0][Batch 1799], Speed: 20.676 samples/sec, RPN_Conf=0.234,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.611,RCNN_SmoothL1=0.232,RCNN_Mask=0.502,RPNAcc=0.903,RPNL1Loss=0.499,RCNNAcc=0.883,RCNNL1Loss=1.916,MaskAcc=0.744,MaskFGAcc=0.602
[Epoch 0][Batch 1899], Speed: 20.568 samples/sec, RPN_Conf=0.232,RPN_SmoothL1=0.127,RCNN_CrossEntropy=0.610,RCNN_SmoothL1=0.234,RCNN_Mask=0.498,RPNAcc=0.904,RPNL1Loss=0.498,RCNNAcc=0.882,RCNNL1Loss=1.909,MaskAcc=0.747,MaskFGAcc=0.599
[Epoch 0][Batch 1999], Speed: 20.711 samples/sec, RPN_Conf=0.230,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.609,RCNN_SmoothL1=0.235,RCNN_Mask=0.494,RPNAcc=0.904,RPNL1Loss=0.496,RCNNAcc=0.882,RCNNL1Loss=1.903,MaskAcc=0.750,MaskFGAcc=0.597
[Epoch 0][Batch 2099], Speed: 20.605 samples/sec, RPN_Conf=0.228,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.607,RCNN_SmoothL1=0.236,RCNN_Mask=0.491,RPNAcc=0.905,RPNL1Loss=0.495,RCNNAcc=0.881,RCNNL1Loss=1.896,MaskAcc=0.752,MaskFGAcc=0.594
[Epoch 0][Batch 2199], Speed: 20.507 samples/sec, RPN_Conf=0.226,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.606,RCNN_SmoothL1=0.237,RCNN_Mask=0.488,RPNAcc=0.906,RPNL1Loss=0.495,RCNNAcc=0.881,RCNNL1Loss=1.888,MaskAcc=0.755,MaskFGAcc=0.592
[Epoch 0][Batch 2299], Speed: 20.582 samples/sec, RPN_Conf=0.224,RPN_SmoothL1=0.126,RCNN_CrossEntropy=0.603,RCNN_SmoothL1=0.238,RCNN_Mask=0.485,RPNAcc=0.907,RPNL1Loss=0.493,RCNNAcc=0.880,RCNNL1Loss=1.881,MaskAcc=0.757,MaskFGAcc=0.590
[Epoch 0][Batch 2399], Speed: 20.553 samples/sec, RPN_Conf=0.222,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.600,RCNN_SmoothL1=0.238,RCNN_Mask=0.482,RPNAcc=0.907,RPNL1Loss=0.493,RCNNAcc=0.880,RCNNL1Loss=1.873,MaskAcc=0.759,MaskFGAcc=0.587
[Epoch 0][Batch 2499], Speed: 20.453 samples/sec, RPN_Conf=0.220,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.598,RCNN_SmoothL1=0.239,RCNN_Mask=0.479,RPNAcc=0.908,RPNL1Loss=0.492,RCNNAcc=0.880,RCNNL1Loss=1.866,MaskAcc=0.761,MaskFGAcc=0.585
[Epoch 0][Batch 2599], Speed: 20.653 samples/sec, RPN_Conf=0.219,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.596,RCNN_SmoothL1=0.239,RCNN_Mask=0.476,RPNAcc=0.909,RPNL1Loss=0.491,RCNNAcc=0.879,RCNNL1Loss=1.858,MaskAcc=0.763,MaskFGAcc=0.583
[Epoch 0][Batch 2699], Speed: 20.748 samples/sec, RPN_Conf=0.217,RPN_SmoothL1=0.125,RCNN_CrossEntropy=0.595,RCNN_SmoothL1=0.240,RCNN_Mask=0.474,RPNAcc=0.909,RPNL1Loss=0.490,RCNNAcc=0.879,RCNNL1Loss=1.850,MaskAcc=0.765,MaskFGAcc=0.582
[Epoch 0][Batch 2799], Speed: 20.650 samples/sec, RPN_Conf=0.216,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.593,RCNN_SmoothL1=0.240,RCNN_Mask=0.471,RPNAcc=0.910,RPNL1Loss=0.489,RCNNAcc=0.878,RCNNL1Loss=1.841,MaskAcc=0.767,MaskFGAcc=0.579
[Epoch 0][Batch 2899], Speed: 20.849 samples/sec, RPN_Conf=0.214,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.591,RCNN_SmoothL1=0.241,RCNN_Mask=0.469,RPNAcc=0.911,RPNL1Loss=0.487,RCNNAcc=0.878,RCNNL1Loss=1.833,MaskAcc=0.768,MaskFGAcc=0.578
[Epoch 0][Batch 2999], Speed: 20.654 samples/sec, RPN_Conf=0.213,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.589,RCNN_SmoothL1=0.241,RCNN_Mask=0.467,RPNAcc=0.911,RPNL1Loss=0.486,RCNNAcc=0.878,RCNNL1Loss=1.826,MaskAcc=0.770,MaskFGAcc=0.576
[Epoch 0][Batch 3099], Speed: 20.477 samples/sec, RPN_Conf=0.212,RPN_SmoothL1=0.124,RCNN_CrossEntropy=0.586,RCNN_SmoothL1=0.241,RCNN_Mask=0.465,RPNAcc=0.912,RPNL1Loss=0.485,RCNNAcc=0.878,RCNNL1Loss=1.818,MaskAcc=0.771,MaskFGAcc=0.575
[Epoch 0][Batch 3199], Speed: 20.679 samples/sec, RPN_Conf=0.211,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.584,RCNN_SmoothL1=0.242,RCNN_Mask=0.463,RPNAcc=0.912,RPNL1Loss=0.484,RCNNAcc=0.877,RCNNL1Loss=1.810,MaskAcc=0.773,MaskFGAcc=0.573
[Epoch 0][Batch 3299], Speed: 20.660 samples/sec, RPN_Conf=0.210,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.583,RCNN_SmoothL1=0.242,RCNN_Mask=0.461,RPNAcc=0.913,RPNL1Loss=0.483,RCNNAcc=0.877,RCNNL1Loss=1.802,MaskAcc=0.774,MaskFGAcc=0.572
[Epoch 0][Batch 3399], Speed: 20.556 samples/sec, RPN_Conf=0.209,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.581,RCNN_SmoothL1=0.242,RCNN_Mask=0.459,RPNAcc=0.913,RPNL1Loss=0.482,RCNNAcc=0.877,RCNNL1Loss=1.795,MaskAcc=0.776,MaskFGAcc=0.571
[Epoch 0][Batch 3499], Speed: 20.732 samples/sec, RPN_Conf=0.208,RPN_SmoothL1=0.123,RCNN_CrossEntropy=0.579,RCNN_SmoothL1=0.242,RCNN_Mask=0.457,RPNAcc=0.913,RPNL1Loss=0.481,RCNNAcc=0.877,RCNNL1Loss=1.788,MaskAcc=0.777,MaskFGAcc=0.569
[Epoch 0][Batch 3599], Speed: 20.690 samples/sec, RPN_Conf=0.207,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.577,RCNN_SmoothL1=0.242,RCNN_Mask=0.455,RPNAcc=0.914,RPNL1Loss=0.480,RCNNAcc=0.876,RCNNL1Loss=1.780,MaskAcc=0.778,MaskFGAcc=0.568
[Epoch 0][Batch 3699], Speed: 20.559 samples/sec, RPN_Conf=0.206,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.576,RCNN_SmoothL1=0.242,RCNN_Mask=0.453,RPNAcc=0.914,RPNL1Loss=0.480,RCNNAcc=0.876,RCNNL1Loss=1.773,MaskAcc=0.779,MaskFGAcc=0.567
[Epoch 0][Batch 3799], Speed: 20.600 samples/sec, RPN_Conf=0.205,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.574,RCNN_SmoothL1=0.243,RCNN_Mask=0.452,RPNAcc=0.915,RPNL1Loss=0.479,RCNNAcc=0.876,RCNNL1Loss=1.766,MaskAcc=0.780,MaskFGAcc=0.566
[Epoch 0][Batch 3899], Speed: 20.675 samples/sec, RPN_Conf=0.204,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.572,RCNN_SmoothL1=0.242,RCNN_Mask=0.450,RPNAcc=0.915,RPNL1Loss=0.478,RCNNAcc=0.876,RCNNL1Loss=1.760,MaskAcc=0.782,MaskFGAcc=0.565
[Epoch 0][Batch 3999], Speed: 20.516 samples/sec, RPN_Conf=0.203,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.570,RCNN_SmoothL1=0.242,RCNN_Mask=0.449,RPNAcc=0.915,RPNL1Loss=0.478,RCNNAcc=0.876,RCNNL1Loss=1.752,MaskAcc=0.783,MaskFGAcc=0.563
[Epoch 0][Batch 4099], Speed: 20.704 samples/sec, RPN_Conf=0.202,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.569,RCNN_SmoothL1=0.242,RCNN_Mask=0.447,RPNAcc=0.916,RPNL1Loss=0.477,RCNNAcc=0.876,RCNNL1Loss=1.746,MaskAcc=0.784,MaskFGAcc=0.563
[Epoch 0][Batch 4199], Speed: 20.736 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.122,RCNN_CrossEntropy=0.567,RCNN_SmoothL1=0.242,RCNN_Mask=0.446,RPNAcc=0.916,RPNL1Loss=0.476,RCNNAcc=0.876,RCNNL1Loss=1.739,MaskAcc=0.784,MaskFGAcc=0.562
[Epoch 0][Batch 4299], Speed: 20.558 samples/sec, RPN_Conf=0.201,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.565,RCNN_SmoothL1=0.242,RCNN_Mask=0.444,RPNAcc=0.916,RPNL1Loss=0.475,RCNNAcc=0.876,RCNNL1Loss=1.734,MaskAcc=0.785,MaskFGAcc=0.561
[Epoch 0][Batch 4399], Speed: 20.640 samples/sec, RPN_Conf=0.200,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.563,RCNN_SmoothL1=0.242,RCNN_Mask=0.443,RPNAcc=0.917,RPNL1Loss=0.475,RCNNAcc=0.875,RCNNL1Loss=1.728,MaskAcc=0.786,MaskFGAcc=0.560
[Epoch 0][Batch 4499], Speed: 20.720 samples/sec, RPN_Conf=0.199,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.562,RCNN_SmoothL1=0.242,RCNN_Mask=0.442,RPNAcc=0.917,RPNL1Loss=0.475,RCNNAcc=0.875,RCNNL1Loss=1.722,MaskAcc=0.787,MaskFGAcc=0.559
[Epoch 0][Batch 4599], Speed: 20.554 samples/sec, RPN_Conf=0.199,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.560,RCNN_SmoothL1=0.242,RCNN_Mask=0.441,RPNAcc=0.917,RPNL1Loss=0.474,RCNNAcc=0.875,RCNNL1Loss=1.716,MaskAcc=0.788,MaskFGAcc=0.558
[Epoch 0][Batch 4699], Speed: 20.716 samples/sec, RPN_Conf=0.198,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.559,RCNN_SmoothL1=0.241,RCNN_Mask=0.439,RPNAcc=0.918,RPNL1Loss=0.473,RCNNAcc=0.875,RCNNL1Loss=1.710,MaskAcc=0.788,MaskFGAcc=0.558
[Epoch 0][Batch 4799], Speed: 20.699 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.121,RCNN_CrossEntropy=0.558,RCNN_SmoothL1=0.241,RCNN_Mask=0.438,RPNAcc=0.918,RPNL1Loss=0.473,RCNNAcc=0.875,RCNNL1Loss=1.704,MaskAcc=0.789,MaskFGAcc=0.557
[Epoch 0][Batch 4899], Speed: 20.539 samples/sec, RPN_Conf=0.197,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.556,RCNN_SmoothL1=0.241,RCNN_Mask=0.437,RPNAcc=0.918,RPNL1Loss=0.472,RCNNAcc=0.875,RCNNL1Loss=1.698,MaskAcc=0.790,MaskFGAcc=0.556
[Epoch 0][Batch 4999], Speed: 20.715 samples/sec, RPN_Conf=0.196,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.554,RCNN_SmoothL1=0.241,RCNN_Mask=0.436,RPNAcc=0.918,RPNL1Loss=0.472,RCNNAcc=0.875,RCNNL1Loss=1.692,MaskAcc=0.791,MaskFGAcc=0.556
[Epoch 0][Batch 5099], Speed: 20.706 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.553,RCNN_SmoothL1=0.240,RCNN_Mask=0.434,RPNAcc=0.919,RPNL1Loss=0.471,RCNNAcc=0.875,RCNNL1Loss=1.686,MaskAcc=0.792,MaskFGAcc=0.555
[Epoch 0][Batch 5199], Speed: 20.520 samples/sec, RPN_Conf=0.195,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.551,RCNN_SmoothL1=0.240,RCNN_Mask=0.433,RPNAcc=0.919,RPNL1Loss=0.471,RCNNAcc=0.875,RCNNL1Loss=1.681,MaskAcc=0.792,MaskFGAcc=0.554
[Epoch 0][Batch 5299], Speed: 20.809 samples/sec, RPN_Conf=0.194,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.550,RCNN_SmoothL1=0.240,RCNN_Mask=0.432,RPNAcc=0.919,RPNL1Loss=0.470,RCNNAcc=0.875,RCNNL1Loss=1.677,MaskAcc=0.793,MaskFGAcc=0.554
[Epoch 0][Batch 5399], Speed: 20.691 samples/sec, RPN_Conf=0.193,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.548,RCNN_SmoothL1=0.240,RCNN_Mask=0.431,RPNAcc=0.919,RPNL1Loss=0.469,RCNNAcc=0.875,RCNNL1Loss=1.672,MaskAcc=0.793,MaskFGAcc=0.553
[Epoch 0][Batch 5499], Speed: 20.456 samples/sec, RPN_Conf=0.193,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.547,RCNN_SmoothL1=0.239,RCNN_Mask=0.430,RPNAcc=0.920,RPNL1Loss=0.469,RCNNAcc=0.875,RCNNL1Loss=1.666,MaskAcc=0.794,MaskFGAcc=0.553
[Epoch 0][Batch 5599], Speed: 20.700 samples/sec, RPN_Conf=0.192,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.546,RCNN_SmoothL1=0.239,RCNN_Mask=0.429,RPNAcc=0.920,RPNL1Loss=0.468,RCNNAcc=0.875,RCNNL1Loss=1.661,MaskAcc=0.795,MaskFGAcc=0.552
[Epoch 0][Batch 5699], Speed: 20.711 samples/sec, RPN_Conf=0.192,RPN_SmoothL1=0.120,RCNN_CrossEntropy=0.544,RCNN_SmoothL1=0.239,RCNN_Mask=0.428,RPNAcc=0.920,RPNL1Loss=0.468,RCNNAcc=0.875,RCNNL1Loss=1.656,MaskAcc=0.795,MaskFGAcc=0.552
[Epoch 0][Batch 5799], Speed: 20.570 samples/sec, RPN_Conf=0.191,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.543,RCNN_SmoothL1=0.239,RCNN_Mask=0.427,RPNAcc=0.920,RPNL1Loss=0.468,RCNNAcc=0.875,RCNNL1Loss=1.651,MaskAcc=0.796,MaskFGAcc=0.551
[Epoch 0][Batch 5899], Speed: 20.634 samples/sec, RPN_Conf=0.191,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.542,RCNN_SmoothL1=0.238,RCNN_Mask=0.426,RPNAcc=0.921,RPNL1Loss=0.467,RCNNAcc=0.875,RCNNL1Loss=1.646,MaskAcc=0.797,MaskFGAcc=0.551
[Epoch 0][Batch 5999], Speed: 20.690 samples/sec, RPN_Conf=0.190,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.541,RCNN_SmoothL1=0.238,RCNN_Mask=0.425,RPNAcc=0.921,RPNL1Loss=0.467,RCNNAcc=0.875,RCNNL1Loss=1.641,MaskAcc=0.797,MaskFGAcc=0.550
[Epoch 0][Batch 6099], Speed: 20.520 samples/sec, RPN_Conf=0.190,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.539,RCNN_SmoothL1=0.238,RCNN_Mask=0.424,RPNAcc=0.921,RPNL1Loss=0.466,RCNNAcc=0.875,RCNNL1Loss=1.636,MaskAcc=0.798,MaskFGAcc=0.550
[Epoch 0][Batch 6199], Speed: 20.645 samples/sec, RPN_Conf=0.189,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.538,RCNN_SmoothL1=0.237,RCNN_Mask=0.424,RPNAcc=0.921,RPNL1Loss=0.466,RCNNAcc=0.875,RCNNL1Loss=1.632,MaskAcc=0.798,MaskFGAcc=0.549
[Epoch 0][Batch 6299], Speed: 20.618 samples/sec, RPN_Conf=0.189,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.537,RCNN_SmoothL1=0.237,RCNN_Mask=0.423,RPNAcc=0.921,RPNL1Loss=0.466,RCNNAcc=0.875,RCNNL1Loss=1.627,MaskAcc=0.799,MaskFGAcc=0.548
[Epoch 0][Batch 6399], Speed: 20.411 samples/sec, RPN_Conf=0.188,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.535,RCNN_SmoothL1=0.237,RCNN_Mask=0.422,RPNAcc=0.922,RPNL1Loss=0.465,RCNNAcc=0.875,RCNNL1Loss=1.623,MaskAcc=0.799,MaskFGAcc=0.548
[Epoch 0][Batch 6499], Speed: 20.547 samples/sec, RPN_Conf=0.188,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.534,RCNN_SmoothL1=0.237,RCNN_Mask=0.421,RPNAcc=0.922,RPNL1Loss=0.465,RCNNAcc=0.875,RCNNL1Loss=1.619,MaskAcc=0.800,MaskFGAcc=0.547
[Epoch 0][Batch 6599], Speed: 20.247 samples/sec, RPN_Conf=0.188,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.533,RCNN_SmoothL1=0.237,RCNN_Mask=0.420,RPNAcc=0.922,RPNL1Loss=0.464,RCNNAcc=0.875,RCNNL1Loss=1.615,MaskAcc=0.800,MaskFGAcc=0.547
[Epoch 0][Batch 6699], Speed: 20.639 samples/sec, RPN_Conf=0.187,RPN_SmoothL1=0.119,RCNN_CrossEntropy=0.532,RCNN_SmoothL1=0.236,RCNN_Mask=0.420,RPNAcc=0.922,RPNL1Loss=0.464,RCNNAcc=0.875,RCNNL1Loss=1.610,MaskAcc=0.801,MaskFGAcc=0.547
[Epoch 0][Batch 6799], Speed: 20.539 samples/sec, RPN_Conf=0.187,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.531,RCNN_SmoothL1=0.236,RCNN_Mask=0.419,RPNAcc=0.922,RPNL1Loss=0.463,RCNNAcc=0.875,RCNNL1Loss=1.606,MaskAcc=0.801,MaskFGAcc=0.546
[Epoch 0][Batch 6899], Speed: 20.454 samples/sec, RPN_Conf=0.186,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.530,RCNN_SmoothL1=0.236,RCNN_Mask=0.418,RPNAcc=0.923,RPNL1Loss=0.462,RCNNAcc=0.875,RCNNL1Loss=1.602,MaskAcc=0.802,MaskFGAcc=0.546
[Epoch 0][Batch 6999], Speed: 20.571 samples/sec, RPN_Conf=0.186,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.529,RCNN_SmoothL1=0.236,RCNN_Mask=0.417,RPNAcc=0.923,RPNL1Loss=0.462,RCNNAcc=0.875,RCNNL1Loss=1.598,MaskAcc=0.802,MaskFGAcc=0.546
[Epoch 0][Batch 7099], Speed: 20.561 samples/sec, RPN_Conf=0.185,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.527,RCNN_SmoothL1=0.235,RCNN_Mask=0.417,RPNAcc=0.923,RPNL1Loss=0.461,RCNNAcc=0.875,RCNNL1Loss=1.595,MaskAcc=0.802,MaskFGAcc=0.545
[Epoch 0][Batch 7199], Speed: 20.213 samples/sec, RPN_Conf=0.185,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.526,RCNN_SmoothL1=0.235,RCNN_Mask=0.416,RPNAcc=0.923,RPNL1Loss=0.461,RCNNAcc=0.875,RCNNL1Loss=1.591,MaskAcc=0.803,MaskFGAcc=0.545
[Epoch 0][Batch 7299], Speed: 20.558 samples/sec, RPN_Conf=0.185,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.525,RCNN_SmoothL1=0.235,RCNN_Mask=0.415,RPNAcc=0.923,RPNL1Loss=0.461,RCNNAcc=0.875,RCNNL1Loss=1.588,MaskAcc=0.803,MaskFGAcc=0.544
[Epoch 0][Batch 7399], Speed: 20.391 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.524,RCNN_SmoothL1=0.234,RCNN_Mask=0.414,RPNAcc=0.923,RPNL1Loss=0.460,RCNNAcc=0.875,RCNNL1Loss=1.584,MaskAcc=0.804,MaskFGAcc=0.544
[Epoch 0][Batch 7499], Speed: 20.356 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.118,RCNN_CrossEntropy=0.524,RCNN_SmoothL1=0.234,RCNN_Mask=0.414,RPNAcc=0.923,RPNL1Loss=0.460,RCNNAcc=0.875,RCNNL1Loss=1.580,MaskAcc=0.804,MaskFGAcc=0.543
[Epoch 0][Batch 7599], Speed: 20.315 samples/sec, RPN_Conf=0.184,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.522,RCNN_SmoothL1=0.234,RCNN_Mask=0.413,RPNAcc=0.924,RPNL1Loss=0.460,RCNNAcc=0.875,RCNNL1Loss=1.577,MaskAcc=0.805,MaskFGAcc=0.543
[Epoch 0][Batch 7699], Speed: 20.190 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.521,RCNN_SmoothL1=0.234,RCNN_Mask=0.412,RPNAcc=0.924,RPNL1Loss=0.459,RCNNAcc=0.875,RCNNL1Loss=1.573,MaskAcc=0.805,MaskFGAcc=0.543
[Epoch 0][Batch 7799], Speed: 20.322 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.520,RCNN_SmoothL1=0.233,RCNN_Mask=0.412,RPNAcc=0.924,RPNL1Loss=0.459,RCNNAcc=0.875,RCNNL1Loss=1.569,MaskAcc=0.805,MaskFGAcc=0.542
[Epoch 0][Batch 7899], Speed: 20.376 samples/sec, RPN_Conf=0.183,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.520,RCNN_SmoothL1=0.233,RCNN_Mask=0.411,RPNAcc=0.924,RPNL1Loss=0.459,RCNNAcc=0.875,RCNNL1Loss=1.566,MaskAcc=0.806,MaskFGAcc=0.542
[Epoch 0][Batch 7999], Speed: 19.788 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.519,RCNN_SmoothL1=0.233,RCNN_Mask=0.410,RPNAcc=0.924,RPNL1Loss=0.458,RCNNAcc=0.875,RCNNL1Loss=1.562,MaskAcc=0.806,MaskFGAcc=0.541
[Epoch 0][Batch 8099], Speed: 20.440 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.518,RCNN_SmoothL1=0.233,RCNN_Mask=0.410,RPNAcc=0.924,RPNL1Loss=0.458,RCNNAcc=0.875,RCNNL1Loss=1.558,MaskAcc=0.807,MaskFGAcc=0.541
[Epoch 0][Batch 8199], Speed: 20.437 samples/sec, RPN_Conf=0.182,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.517,RCNN_SmoothL1=0.233,RCNN_Mask=0.409,RPNAcc=0.925,RPNL1Loss=0.458,RCNNAcc=0.875,RCNNL1Loss=1.555,MaskAcc=0.807,MaskFGAcc=0.541
[Epoch 0][Batch 8299], Speed: 20.341 samples/sec, RPN_Conf=0.181,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.516,RCNN_SmoothL1=0.232,RCNN_Mask=0.408,RPNAcc=0.925,RPNL1Loss=0.457,RCNNAcc=0.875,RCNNL1Loss=1.551,MaskAcc=0.807,MaskFGAcc=0.541
[Epoch 0][Batch 8399], Speed: 20.552 samples/sec, RPN_Conf=0.181,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.515,RCNN_SmoothL1=0.232,RCNN_Mask=0.408,RPNAcc=0.925,RPNL1Loss=0.457,RCNNAcc=0.875,RCNNL1Loss=1.548,MaskAcc=0.808,MaskFGAcc=0.540
[Epoch 0][Batch 8499], Speed: 20.506 samples/sec, RPN_Conf=0.181,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.514,RCNN_SmoothL1=0.232,RCNN_Mask=0.407,RPNAcc=0.925,RPNL1Loss=0.457,RCNNAcc=0.875,RCNNL1Loss=1.545,MaskAcc=0.808,MaskFGAcc=0.540
[Epoch 0][Batch 8599], Speed: 20.264 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.513,RCNN_SmoothL1=0.232,RCNN_Mask=0.406,RPNAcc=0.925,RPNL1Loss=0.456,RCNNAcc=0.875,RCNNL1Loss=1.542,MaskAcc=0.808,MaskFGAcc=0.539
[Epoch 0][Batch 8699], Speed: 20.244 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.513,RCNN_SmoothL1=0.231,RCNN_Mask=0.406,RPNAcc=0.925,RPNL1Loss=0.456,RCNNAcc=0.875,RCNNL1Loss=1.539,MaskAcc=0.809,MaskFGAcc=0.539
[Epoch 0][Batch 8799], Speed: 20.294 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.117,RCNN_CrossEntropy=0.512,RCNN_SmoothL1=0.231,RCNN_Mask=0.405,RPNAcc=0.925,RPNL1Loss=0.456,RCNNAcc=0.875,RCNNL1Loss=1.536,MaskAcc=0.809,MaskFGAcc=0.539
[Epoch 0][Batch 8899], Speed: 20.332 samples/sec, RPN_Conf=0.180,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.511,RCNN_SmoothL1=0.231,RCNN_Mask=0.405,RPNAcc=0.925,RPNL1Loss=0.455,RCNNAcc=0.875,RCNNL1Loss=1.533,MaskAcc=0.809,MaskFGAcc=0.539
[Epoch 0][Batch 8999], Speed: 20.518 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.510,RCNN_SmoothL1=0.231,RCNN_Mask=0.404,RPNAcc=0.925,RPNL1Loss=0.455,RCNNAcc=0.875,RCNNL1Loss=1.530,MaskAcc=0.810,MaskFGAcc=0.538
[Epoch 0][Batch 9099], Speed: 20.057 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.230,RCNN_Mask=0.403,RPNAcc=0.926,RPNL1Loss=0.455,RCNNAcc=0.876,RCNNL1Loss=1.527,MaskAcc=0.810,MaskFGAcc=0.538
[Epoch 0][Batch 9199], Speed: 20.116 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.509,RCNN_SmoothL1=0.230,RCNN_Mask=0.403,RPNAcc=0.926,RPNL1Loss=0.454,RCNNAcc=0.876,RCNNL1Loss=1.524,MaskAcc=0.810,MaskFGAcc=0.538
[Epoch 0][Batch 9299], Speed: 20.225 samples/sec, RPN_Conf=0.179,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.508,RCNN_SmoothL1=0.230,RCNN_Mask=0.402,RPNAcc=0.926,RPNL1Loss=0.454,RCNNAcc=0.876,RCNNL1Loss=1.520,MaskAcc=0.811,MaskFGAcc=0.538
[Epoch 0][Batch 9399], Speed: 20.496 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.507,RCNN_SmoothL1=0.230,RCNN_Mask=0.402,RPNAcc=0.926,RPNL1Loss=0.454,RCNNAcc=0.876,RCNNL1Loss=1.517,MaskAcc=0.811,MaskFGAcc=0.537
[Epoch 0][Batch 9499], Speed: 20.471 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.506,RCNN_SmoothL1=0.229,RCNN_Mask=0.401,RPNAcc=0.926,RPNL1Loss=0.453,RCNNAcc=0.876,RCNNL1Loss=1.515,MaskAcc=0.811,MaskFGAcc=0.537
[Epoch 0][Batch 9599], Speed: 20.346 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.229,RCNN_Mask=0.401,RPNAcc=0.926,RPNL1Loss=0.453,RCNNAcc=0.876,RCNNL1Loss=1.512,MaskAcc=0.812,MaskFGAcc=0.537
[Epoch 0][Batch 9699], Speed: 20.476 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.505,RCNN_SmoothL1=0.229,RCNN_Mask=0.400,RPNAcc=0.926,RPNL1Loss=0.453,RCNNAcc=0.876,RCNNL1Loss=1.510,MaskAcc=0.812,MaskFGAcc=0.536
[Epoch 0][Batch 9799], Speed: 20.520 samples/sec, RPN_Conf=0.178,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.504,RCNN_SmoothL1=0.229,RCNN_Mask=0.400,RPNAcc=0.926,RPNL1Loss=0.453,RCNNAcc=0.876,RCNNL1Loss=1.507,MaskAcc=0.812,MaskFGAcc=0.536
[Epoch 0][Batch 9899], Speed: 20.231 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.503,RCNN_SmoothL1=0.228,RCNN_Mask=0.399,RPNAcc=0.926,RPNL1Loss=0.452,RCNNAcc=0.876,RCNNL1Loss=1.504,MaskAcc=0.812,MaskFGAcc=0.536
[Epoch 0][Batch 9999], Speed: 20.272 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.228,RCNN_Mask=0.399,RPNAcc=0.926,RPNL1Loss=0.452,RCNNAcc=0.876,RCNNL1Loss=1.502,MaskAcc=0.813,MaskFGAcc=0.535
[Epoch 0][Batch 10099], Speed: 20.472 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.116,RCNN_CrossEntropy=0.502,RCNN_SmoothL1=0.228,RCNN_Mask=0.398,RPNAcc=0.927,RPNL1Loss=0.452,RCNNAcc=0.876,RCNNL1Loss=1.499,MaskAcc=0.813,MaskFGAcc=0.535
[Epoch 0][Batch 10199], Speed: 20.204 samples/sec, RPN_Conf=0.177,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.501,RCNN_SmoothL1=0.228,RCNN_Mask=0.398,RPNAcc=0.927,RPNL1Loss=0.452,RCNNAcc=0.876,RCNNL1Loss=1.496,MaskAcc=0.813,MaskFGAcc=0.535
[Epoch 0][Batch 10299], Speed: 19.836 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.500,RCNN_SmoothL1=0.228,RCNN_Mask=0.397,RPNAcc=0.927,RPNL1Loss=0.452,RCNNAcc=0.876,RCNNL1Loss=1.493,MaskAcc=0.814,MaskFGAcc=0.535
[Epoch 0][Batch 10399], Speed: 20.229 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.500,RCNN_SmoothL1=0.227,RCNN_Mask=0.397,RPNAcc=0.927,RPNL1Loss=0.451,RCNNAcc=0.876,RCNNL1Loss=1.491,MaskAcc=0.814,MaskFGAcc=0.534
[Epoch 0][Batch 10499], Speed: 20.328 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.499,RCNN_SmoothL1=0.227,RCNN_Mask=0.397,RPNAcc=0.927,RPNL1Loss=0.451,RCNNAcc=0.876,RCNNL1Loss=1.488,MaskAcc=0.814,MaskFGAcc=0.534
[Epoch 0][Batch 10599], Speed: 20.305 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.498,RCNN_SmoothL1=0.227,RCNN_Mask=0.396,RPNAcc=0.927,RPNL1Loss=0.451,RCNNAcc=0.876,RCNNL1Loss=1.486,MaskAcc=0.814,MaskFGAcc=0.534
[Epoch 0][Batch 10699], Speed: 20.378 samples/sec, RPN_Conf=0.176,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.498,RCNN_SmoothL1=0.227,RCNN_Mask=0.396,RPNAcc=0.927,RPNL1Loss=0.450,RCNNAcc=0.876,RCNNL1Loss=1.483,MaskAcc=0.815,MaskFGAcc=0.534
[Epoch 0][Batch 10799], Speed: 20.390 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.497,RCNN_SmoothL1=0.226,RCNN_Mask=0.395,RPNAcc=0.927,RPNL1Loss=0.450,RCNNAcc=0.876,RCNNL1Loss=1.481,MaskAcc=0.815,MaskFGAcc=0.533
[Epoch 0][Batch 10899], Speed: 20.289 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.496,RCNN_SmoothL1=0.226,RCNN_Mask=0.395,RPNAcc=0.927,RPNL1Loss=0.450,RCNNAcc=0.876,RCNNL1Loss=1.478,MaskAcc=0.815,MaskFGAcc=0.533
[Epoch 0][Batch 10999], Speed: 20.232 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.496,RCNN_SmoothL1=0.226,RCNN_Mask=0.394,RPNAcc=0.927,RPNL1Loss=0.450,RCNNAcc=0.876,RCNNL1Loss=1.476,MaskAcc=0.815,MaskFGAcc=0.533
[Epoch 0][Batch 11099], Speed: 20.216 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.495,RCNN_SmoothL1=0.226,RCNN_Mask=0.394,RPNAcc=0.927,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.474,MaskAcc=0.816,MaskFGAcc=0.532
[Epoch 0][Batch 11199], Speed: 20.072 samples/sec, RPN_Conf=0.175,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.494,RCNN_SmoothL1=0.226,RCNN_Mask=0.394,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.472,MaskAcc=0.816,MaskFGAcc=0.532
[Epoch 0][Batch 11299], Speed: 20.298 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.494,RCNN_SmoothL1=0.226,RCNN_Mask=0.393,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.469,MaskAcc=0.816,MaskFGAcc=0.532
[Epoch 0][Batch 11399], Speed: 20.218 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.493,RCNN_SmoothL1=0.225,RCNN_Mask=0.393,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.467,MaskAcc=0.816,MaskFGAcc=0.532
[Epoch 0][Batch 11499], Speed: 20.519 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.492,RCNN_SmoothL1=0.225,RCNN_Mask=0.392,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.465,MaskAcc=0.817,MaskFGAcc=0.532
[Epoch 0][Batch 11599], Speed: 20.389 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.492,RCNN_SmoothL1=0.225,RCNN_Mask=0.392,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.462,MaskAcc=0.817,MaskFGAcc=0.531
[Epoch 0][Batch 11699], Speed: 20.481 samples/sec, RPN_Conf=0.174,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.225,RCNN_Mask=0.391,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.460,MaskAcc=0.817,MaskFGAcc=0.531
[Epoch 0][Batch 11799], Speed: 20.514 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.491,RCNN_SmoothL1=0.224,RCNN_Mask=0.391,RPNAcc=0.928,RPNL1Loss=0.449,RCNNAcc=0.876,RCNNL1Loss=1.458,MaskAcc=0.817,MaskFGAcc=0.531
[Epoch 0][Batch 11899], Speed: 20.347 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.490,RCNN_SmoothL1=0.224,RCNN_Mask=0.390,RPNAcc=0.928,RPNL1Loss=0.448,RCNNAcc=0.877,RCNNL1Loss=1.456,MaskAcc=0.818,MaskFGAcc=0.531
[Epoch 0][Batch 11999], Speed: 20.498 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.224,RCNN_Mask=0.390,RPNAcc=0.928,RPNL1Loss=0.448,RCNNAcc=0.877,RCNNL1Loss=1.454,MaskAcc=0.818,MaskFGAcc=0.531
[Epoch 0][Batch 12099], Speed: 20.077 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.489,RCNN_SmoothL1=0.224,RCNN_Mask=0.390,RPNAcc=0.928,RPNL1Loss=0.448,RCNNAcc=0.877,RCNNL1Loss=1.451,MaskAcc=0.818,MaskFGAcc=0.530
[Epoch 0][Batch 12199], Speed: 20.154 samples/sec, RPN_Conf=0.173,RPN_SmoothL1=0.115,RCNN_CrossEntropy=0.488,RCNN_SmoothL1=0.224,RCNN_Mask=0.389,RPNAcc=0.928,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.449,MaskAcc=0.818,MaskFGAcc=0.530
[Epoch 0][Batch 12299], Speed: 20.340 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.488,RCNN_SmoothL1=0.223,RCNN_Mask=0.389,RPNAcc=0.928,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.447,MaskAcc=0.818,MaskFGAcc=0.530
[Epoch 0][Batch 12399], Speed: 20.242 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.487,RCNN_SmoothL1=0.223,RCNN_Mask=0.388,RPNAcc=0.929,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.445,MaskAcc=0.819,MaskFGAcc=0.530
[Epoch 0][Batch 12499], Speed: 19.792 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.487,RCNN_SmoothL1=0.223,RCNN_Mask=0.388,RPNAcc=0.929,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.443,MaskAcc=0.819,MaskFGAcc=0.530
[Epoch 0][Batch 12599], Speed: 20.335 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.486,RCNN_SmoothL1=0.223,RCNN_Mask=0.388,RPNAcc=0.929,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.441,MaskAcc=0.819,MaskFGAcc=0.530
[Epoch 0][Batch 12699], Speed: 20.368 samples/sec, RPN_Conf=0.172,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.223,RCNN_Mask=0.387,RPNAcc=0.929,RPNL1Loss=0.447,RCNNAcc=0.877,RCNNL1Loss=1.439,MaskAcc=0.819,MaskFGAcc=0.530
[Epoch 0][Batch 12799], Speed: 20.034 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.485,RCNN_SmoothL1=0.222,RCNN_Mask=0.387,RPNAcc=0.929,RPNL1Loss=0.446,RCNNAcc=0.877,RCNNL1Loss=1.437,MaskAcc=0.819,MaskFGAcc=0.529
[Epoch 0][Batch 12899], Speed: 20.373 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.484,RCNN_SmoothL1=0.222,RCNN_Mask=0.387,RPNAcc=0.929,RPNL1Loss=0.446,RCNNAcc=0.877,RCNNL1Loss=1.435,MaskAcc=0.820,MaskFGAcc=0.529
[Epoch 0][Batch 12999], Speed: 20.567 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.484,RCNN_SmoothL1=0.222,RCNN_Mask=0.386,RPNAcc=0.929,RPNL1Loss=0.446,RCNNAcc=0.877,RCNNL1Loss=1.433,MaskAcc=0.820,MaskFGAcc=0.529
[Epoch 0][Batch 13099], Speed: 20.237 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.222,RCNN_Mask=0.386,RPNAcc=0.929,RPNL1Loss=0.446,RCNNAcc=0.877,RCNNL1Loss=1.431,MaskAcc=0.820,MaskFGAcc=0.529
[Epoch 0][Batch 13199], Speed: 20.391 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.483,RCNN_SmoothL1=0.222,RCNN_Mask=0.386,RPNAcc=0.929,RPNL1Loss=0.446,RCNNAcc=0.877,RCNNL1Loss=1.429,MaskAcc=0.820,MaskFGAcc=0.529
[Epoch 0][Batch 13299], Speed: 20.290 samples/sec, RPN_Conf=0.171,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.221,RCNN_Mask=0.385,RPNAcc=0.929,RPNL1Loss=0.445,RCNNAcc=0.877,RCNNL1Loss=1.427,MaskAcc=0.820,MaskFGAcc=0.529
[Epoch 0][Batch 13399], Speed: 20.156 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.482,RCNN_SmoothL1=0.221,RCNN_Mask=0.385,RPNAcc=0.929,RPNL1Loss=0.445,RCNNAcc=0.877,RCNNL1Loss=1.425,MaskAcc=0.821,MaskFGAcc=0.528
[Epoch 0][Batch 13499], Speed: 20.466 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.481,RCNN_SmoothL1=0.221,RCNN_Mask=0.384,RPNAcc=0.929,RPNL1Loss=0.445,RCNNAcc=0.877,RCNNL1Loss=1.423,MaskAcc=0.821,MaskFGAcc=0.528
[Epoch 0][Batch 13599], Speed: 20.497 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.481,RCNN_SmoothL1=0.221,RCNN_Mask=0.384,RPNAcc=0.930,RPNL1Loss=0.445,RCNNAcc=0.877,RCNNL1Loss=1.422,MaskAcc=0.821,MaskFGAcc=0.528
[Epoch 0][Batch 13699], Speed: 20.237 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.221,RCNN_Mask=0.384,RPNAcc=0.930,RPNL1Loss=0.445,RCNNAcc=0.877,RCNNL1Loss=1.420,MaskAcc=0.821,MaskFGAcc=0.528
[Epoch 0][Batch 13799], Speed: 20.177 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.480,RCNN_SmoothL1=0.221,RCNN_Mask=0.383,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.418,MaskAcc=0.821,MaskFGAcc=0.528
[Epoch 0][Batch 13899], Speed: 20.333 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.221,RCNN_Mask=0.383,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.416,MaskAcc=0.822,MaskFGAcc=0.528
[Epoch 0][Batch 13999], Speed: 20.349 samples/sec, RPN_Conf=0.170,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.479,RCNN_SmoothL1=0.220,RCNN_Mask=0.383,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.415,MaskAcc=0.822,MaskFGAcc=0.527
[Epoch 0][Batch 14099], Speed: 20.488 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.220,RCNN_Mask=0.382,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.413,MaskAcc=0.822,MaskFGAcc=0.527
[Epoch 0][Batch 14199], Speed: 20.536 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.220,RCNN_Mask=0.382,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.411,MaskAcc=0.822,MaskFGAcc=0.527
[Epoch 0][Batch 14299], Speed: 20.179 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.478,RCNN_SmoothL1=0.220,RCNN_Mask=0.382,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.410,MaskAcc=0.822,MaskFGAcc=0.527
[Epoch 0][Batch 14399], Speed: 20.524 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.220,RCNN_Mask=0.382,RPNAcc=0.930,RPNL1Loss=0.444,RCNNAcc=0.877,RCNNL1Loss=1.408,MaskAcc=0.823,MaskFGAcc=0.527
[Epoch 0][Batch 14499], Speed: 20.412 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.477,RCNN_SmoothL1=0.220,RCNN_Mask=0.381,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.877,RCNNL1Loss=1.406,MaskAcc=0.823,MaskFGAcc=0.527
[Epoch 0][Batch 14599], Speed: 20.412 samples/sec, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.219,RCNN_Mask=0.381,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.877,RCNNL1Loss=1.405,MaskAcc=0.823,MaskFGAcc=0.526
[Epoch 0] Training cost: 5738.994, RPN_Conf=0.169,RPN_SmoothL1=0.114,RCNN_CrossEntropy=0.476,RCNN_SmoothL1=0.219,RCNN_Mask=0.381
[Epoch 0] Saving parameters to mask_rcnn_resnet18_v1b_coco_0000_0.0000.params
[Epoch 1][Batch 99], Speed: 19.139 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.195,RCNN_Mask=0.334,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.877,RCNNL1Loss=1.402,MaskAcc=0.823,MaskFGAcc=0.526
[Epoch 1][Batch 199], Speed: 20.077 samples/sec, RPN_Conf=0.149,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.198,RCNN_Mask=0.333,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.878,RCNNL1Loss=1.400,MaskAcc=0.823,MaskFGAcc=0.526
[Epoch 1][Batch 299], Speed: 19.905 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.108,RCNN_CrossEntropy=0.402,RCNN_SmoothL1=0.198,RCNN_Mask=0.335,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.878,RCNNL1Loss=1.399,MaskAcc=0.824,MaskFGAcc=0.526
[Epoch 1][Batch 399], Speed: 20.249 samples/sec, RPN_Conf=0.148,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.196,RCNN_Mask=0.334,RPNAcc=0.930,RPNL1Loss=0.443,RCNNAcc=0.878,RCNNL1Loss=1.397,MaskAcc=0.824,MaskFGAcc=0.525
[Epoch 1][Batch 499], Speed: 20.297 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.193,RCNN_Mask=0.334,RPNAcc=0.930,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.395,MaskAcc=0.824,MaskFGAcc=0.525
[Epoch 1][Batch 599], Speed: 19.752 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.192,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.393,MaskAcc=0.824,MaskFGAcc=0.525
[Epoch 1][Batch 699], Speed: 19.906 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.193,RCNN_Mask=0.334,RPNAcc=0.931,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.392,MaskAcc=0.824,MaskFGAcc=0.525
[Epoch 1][Batch 799], Speed: 19.609 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.193,RCNN_Mask=0.334,RPNAcc=0.931,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.390,MaskAcc=0.824,MaskFGAcc=0.525
[Epoch 1][Batch 899], Speed: 20.331 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.193,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.388,MaskAcc=0.825,MaskFGAcc=0.525
[Epoch 1][Batch 999], Speed: 20.137 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.193,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.442,RCNNAcc=0.878,RCNNL1Loss=1.387,MaskAcc=0.825,MaskFGAcc=0.524
[Epoch 1][Batch 1099], Speed: 20.015 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.192,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.385,MaskAcc=0.825,MaskFGAcc=0.524
[Epoch 1][Batch 1199], Speed: 20.056 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.384,MaskAcc=0.825,MaskFGAcc=0.524
[Epoch 1][Batch 1299], Speed: 20.364 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.382,MaskAcc=0.825,MaskFGAcc=0.524
[Epoch 1][Batch 1399], Speed: 20.329 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.193,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.381,MaskAcc=0.825,MaskFGAcc=0.524
[Epoch 1][Batch 1499], Speed: 20.054 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.193,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.379,MaskAcc=0.825,MaskFGAcc=0.523
[Epoch 1][Batch 1599], Speed: 20.025 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.193,RCNN_Mask=0.333,RPNAcc=0.931,RPNL1Loss=0.441,RCNNAcc=0.878,RCNNL1Loss=1.378,MaskAcc=0.826,MaskFGAcc=0.523
[Epoch 1][Batch 1699], Speed: 20.242 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.193,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.376,MaskAcc=0.826,MaskFGAcc=0.523
[Epoch 1][Batch 1799], Speed: 20.117 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.401,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.375,MaskAcc=0.826,MaskFGAcc=0.523
[Epoch 1][Batch 1899], Speed: 20.070 samples/sec, RPN_Conf=0.147,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.400,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.373,MaskAcc=0.826,MaskFGAcc=0.523
[Epoch 1][Batch 1999], Speed: 20.053 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.372,MaskAcc=0.826,MaskFGAcc=0.523
[Epoch 1][Batch 2099], Speed: 19.739 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.370,MaskAcc=0.826,MaskFGAcc=0.522
[Epoch 1][Batch 2199], Speed: 19.802 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.192,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.369,MaskAcc=0.827,MaskFGAcc=0.522
[Epoch 1][Batch 2299], Speed: 20.349 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.399,RCNN_SmoothL1=0.191,RCNN_Mask=0.332,RPNAcc=0.931,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.367,MaskAcc=0.827,MaskFGAcc=0.522
[Epoch 1][Batch 2399], Speed: 20.198 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.191,RCNN_Mask=0.332,RPNAcc=0.932,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.365,MaskAcc=0.827,MaskFGAcc=0.522
[Epoch 1][Batch 2499], Speed: 19.984 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.191,RCNN_Mask=0.332,RPNAcc=0.932,RPNL1Loss=0.440,RCNNAcc=0.878,RCNNL1Loss=1.364,MaskAcc=0.827,MaskFGAcc=0.522
[Epoch 1][Batch 2599], Speed: 20.473 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.363,MaskAcc=0.827,MaskFGAcc=0.522
[Epoch 1][Batch 2699], Speed: 20.220 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.361,MaskAcc=0.827,MaskFGAcc=0.521
[Epoch 1][Batch 2799], Speed: 20.180 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.360,MaskAcc=0.827,MaskFGAcc=0.521
[Epoch 1][Batch 2899], Speed: 20.358 samples/sec, RPN_Conf=0.146,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.358,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 2999], Speed: 19.743 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.357,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3099], Speed: 20.472 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.356,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3199], Speed: 20.218 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.439,RCNNAcc=0.879,RCNNL1Loss=1.354,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3299], Speed: 20.066 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.398,RCNN_SmoothL1=0.191,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.353,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3399], Speed: 20.286 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.352,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3499], Speed: 20.371 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.351,MaskAcc=0.828,MaskFGAcc=0.521
[Epoch 1][Batch 3599], Speed: 20.017 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.349,MaskAcc=0.828,MaskFGAcc=0.520
[Epoch 1][Batch 3699], Speed: 19.773 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.348,MaskAcc=0.829,MaskFGAcc=0.520
[Epoch 1][Batch 3799], Speed: 20.324 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.347,MaskAcc=0.829,MaskFGAcc=0.520
[Epoch 1][Batch 3899], Speed: 20.058 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.331,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.346,MaskAcc=0.829,MaskFGAcc=0.520
[Epoch 1][Batch 3999], Speed: 18.710 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.932,RPNL1Loss=0.438,RCNNAcc=0.879,RCNNL1Loss=1.344,MaskAcc=0.829,MaskFGAcc=0.520
[Epoch 1][Batch 4099], Speed: 20.112 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.397,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.932,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.343,MaskAcc=0.829,MaskFGAcc=0.520
[Epoch 1][Batch 4199], Speed: 20.157 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.932,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.342,MaskAcc=0.829,MaskFGAcc=0.519
[Epoch 1][Batch 4299], Speed: 20.057 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.932,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.340,MaskAcc=0.829,MaskFGAcc=0.519
[Epoch 1][Batch 4399], Speed: 20.037 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.339,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4499], Speed: 20.370 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.338,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4599], Speed: 19.982 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.337,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4699], Speed: 20.037 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.336,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4799], Speed: 19.772 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.335,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4899], Speed: 20.073 samples/sec, RPN_Conf=0.145,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.330,RPNAcc=0.933,RPNL1Loss=0.437,RCNNAcc=0.879,RCNNL1Loss=1.334,MaskAcc=0.830,MaskFGAcc=0.519
[Epoch 1][Batch 4999], Speed: 20.359 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.332,MaskAcc=0.830,MaskFGAcc=0.518
[Epoch 1][Batch 5099], Speed: 20.070 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.331,MaskAcc=0.830,MaskFGAcc=0.518
[Epoch 1][Batch 5199], Speed: 20.179 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.330,MaskAcc=0.830,MaskFGAcc=0.518
[Epoch 1][Batch 5299], Speed: 20.177 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.396,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.329,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5399], Speed: 20.045 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.328,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5499], Speed: 20.289 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.327,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5599], Speed: 20.221 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.190,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.879,RCNNL1Loss=1.326,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5699], Speed: 20.200 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.880,RCNNL1Loss=1.325,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5799], Speed: 20.265 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.880,RCNNL1Loss=1.324,MaskAcc=0.831,MaskFGAcc=0.518
[Epoch 1][Batch 5899], Speed: 20.049 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.436,RCNNAcc=0.880,RCNNL1Loss=1.323,MaskAcc=0.831,MaskFGAcc=0.517
[Epoch 1][Batch 5999], Speed: 20.119 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.322,MaskAcc=0.831,MaskFGAcc=0.517
[Epoch 1][Batch 6099], Speed: 20.159 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.329,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.320,MaskAcc=0.831,MaskFGAcc=0.517
[Epoch 1][Batch 6199], Speed: 20.047 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.319,MaskAcc=0.832,MaskFGAcc=0.517
[Epoch 1][Batch 6299], Speed: 20.419 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.318,MaskAcc=0.832,MaskFGAcc=0.517
[Epoch 1][Batch 6399], Speed: 20.210 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.317,MaskAcc=0.832,MaskFGAcc=0.517
[Epoch 1][Batch 6499], Speed: 19.903 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.316,MaskAcc=0.832,MaskFGAcc=0.517
[Epoch 1][Batch 6599], Speed: 20.023 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.933,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.315,MaskAcc=0.832,MaskFGAcc=0.517
[Epoch 1][Batch 6699], Speed: 19.632 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.314,MaskAcc=0.832,MaskFGAcc=0.516
[Epoch 1][Batch 6799], Speed: 19.708 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.313,MaskAcc=0.832,MaskFGAcc=0.516
[Epoch 1][Batch 6899], Speed: 19.815 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.395,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.435,RCNNAcc=0.880,RCNNL1Loss=1.312,MaskAcc=0.832,MaskFGAcc=0.516
[Epoch 1][Batch 6999], Speed: 20.063 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.311,MaskAcc=0.832,MaskFGAcc=0.516
[Epoch 1][Batch 7099], Speed: 20.039 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.310,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7199], Speed: 20.287 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.309,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7299], Speed: 19.552 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.308,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7399], Speed: 19.466 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.307,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7499], Speed: 19.639 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.306,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7599], Speed: 19.954 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.305,MaskAcc=0.833,MaskFGAcc=0.516
[Epoch 1][Batch 7699], Speed: 19.598 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.305,MaskAcc=0.833,MaskFGAcc=0.515
[Epoch 1][Batch 7799], Speed: 19.752 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.304,MaskAcc=0.833,MaskFGAcc=0.515
[Epoch 1][Batch 7899], Speed: 20.342 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.303,MaskAcc=0.833,MaskFGAcc=0.515
[Epoch 1][Batch 7999], Speed: 19.869 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.434,RCNNAcc=0.880,RCNNL1Loss=1.302,MaskAcc=0.833,MaskFGAcc=0.515
[Epoch 1][Batch 8099], Speed: 19.994 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.301,MaskAcc=0.833,MaskFGAcc=0.515
[Epoch 1][Batch 8199], Speed: 20.002 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.328,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.300,MaskAcc=0.834,MaskFGAcc=0.515
[Epoch 1][Batch 8299], Speed: 20.181 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.189,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.299,MaskAcc=0.834,MaskFGAcc=0.515
[Epoch 1][Batch 8399], Speed: 20.029 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.298,MaskAcc=0.834,MaskFGAcc=0.515
[Epoch 1][Batch 8499], Speed: 20.509 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.297,MaskAcc=0.834,MaskFGAcc=0.515
[Epoch 1][Batch 8599], Speed: 19.890 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.296,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 8699], Speed: 20.244 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.394,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.295,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 8799], Speed: 20.213 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.294,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 8899], Speed: 20.292 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.293,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 8999], Speed: 20.344 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.292,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 9099], Speed: 20.017 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.292,MaskAcc=0.834,MaskFGAcc=0.514
[Epoch 1][Batch 9199], Speed: 19.861 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.291,MaskAcc=0.835,MaskFGAcc=0.514
[Epoch 1][Batch 9299], Speed: 19.913 samples/sec, RPN_Conf=0.144,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.290,MaskAcc=0.835,MaskFGAcc=0.514
[Epoch 1][Batch 9399], Speed: 20.224 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.289,MaskAcc=0.835,MaskFGAcc=0.514
[Epoch 1][Batch 9499], Speed: 20.065 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.393,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.288,MaskAcc=0.835,MaskFGAcc=0.514
[Epoch 1][Batch 9599], Speed: 20.108 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.934,RPNL1Loss=0.433,RCNNAcc=0.880,RCNNL1Loss=1.287,MaskAcc=0.835,MaskFGAcc=0.514
[Epoch 1][Batch 9699], Speed: 20.026 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.327,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.287,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 9799], Speed: 20.038 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.286,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 9899], Speed: 20.142 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.285,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 9999], Speed: 19.894 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.284,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 10099], Speed: 19.850 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.283,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 10199], Speed: 19.702 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.282,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 10299], Speed: 20.510 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.281,MaskAcc=0.835,MaskFGAcc=0.513
[Epoch 1][Batch 10399], Speed: 20.029 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.188,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.281,MaskAcc=0.836,MaskFGAcc=0.513
[Epoch 1][Batch 10499], Speed: 20.176 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.280,MaskAcc=0.836,MaskFGAcc=0.513
[Epoch 1][Batch 10599], Speed: 20.374 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.279,MaskAcc=0.836,MaskFGAcc=0.513
[Epoch 1][Batch 10699], Speed: 20.164 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.432,RCNNAcc=0.881,RCNNL1Loss=1.278,MaskAcc=0.836,MaskFGAcc=0.513
[Epoch 1][Batch 10799], Speed: 20.220 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.392,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.277,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 10899], Speed: 20.316 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.276,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 10999], Speed: 20.350 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.276,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11099], Speed: 20.281 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.275,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11199], Speed: 19.753 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.274,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11299], Speed: 20.317 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.273,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11399], Speed: 20.093 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.272,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11499], Speed: 19.697 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.326,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.271,MaskAcc=0.836,MaskFGAcc=0.512
[Epoch 1][Batch 11599], Speed: 20.054 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.271,MaskAcc=0.837,MaskFGAcc=0.512
[Epoch 1][Batch 11699], Speed: 20.009 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.270,MaskAcc=0.837,MaskFGAcc=0.512
[Epoch 1][Batch 11799], Speed: 20.512 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.391,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.431,RCNNAcc=0.881,RCNNL1Loss=1.269,MaskAcc=0.837,MaskFGAcc=0.512
[Epoch 1][Batch 11899], Speed: 20.159 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.268,MaskAcc=0.837,MaskFGAcc=0.512
[Epoch 1][Batch 11999], Speed: 19.891 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.267,MaskAcc=0.837,MaskFGAcc=0.512
[Epoch 1][Batch 12099], Speed: 20.080 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.267,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12199], Speed: 19.992 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.266,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12299], Speed: 20.201 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.187,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.265,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12399], Speed: 19.899 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.264,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12499], Speed: 20.470 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.264,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12599], Speed: 19.886 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.263,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12699], Speed: 20.136 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.390,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.262,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12799], Speed: 19.905 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.261,MaskAcc=0.837,MaskFGAcc=0.511
[Epoch 1][Batch 12899], Speed: 20.220 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.261,MaskAcc=0.838,MaskFGAcc=0.511
[Epoch 1][Batch 12999], Speed: 20.466 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.260,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13099], Speed: 19.734 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.259,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13199], Speed: 20.340 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.935,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.259,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13299], Speed: 20.364 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.936,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.258,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13399], Speed: 20.110 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.325,RPNAcc=0.936,RPNL1Loss=0.430,RCNNAcc=0.881,RCNNL1Loss=1.257,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13499], Speed: 20.427 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.881,RCNNL1Loss=1.256,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13599], Speed: 19.913 samples/sec, RPN_Conf=0.143,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.881,RCNNL1Loss=1.256,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13699], Speed: 20.072 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.881,RCNNL1Loss=1.255,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13799], Speed: 20.155 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.254,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13899], Speed: 20.283 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.254,MaskAcc=0.838,MaskFGAcc=0.510
[Epoch 1][Batch 13999], Speed: 20.065 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.253,MaskAcc=0.838,MaskFGAcc=0.509
[Epoch 1][Batch 14099], Speed: 20.008 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.389,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.252,MaskAcc=0.838,MaskFGAcc=0.509
[Epoch 1][Batch 14199], Speed: 20.045 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.251,MaskAcc=0.838,MaskFGAcc=0.509
[Epoch 1][Batch 14299], Speed: 20.208 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.251,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 1][Batch 14399], Speed: 20.172 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.250,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 1][Batch 14499], Speed: 20.340 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.249,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 1][Batch 14599], Speed: 19.568 samples/sec, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.186,RCNN_Mask=0.324,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.249,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 1] Training cost: 5843.060, RPN_Conf=0.142,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.388,RCNN_SmoothL1=0.185,RCNN_Mask=0.324
[Epoch 1] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.176
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.334
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.165
 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 ] = 0.205
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.250
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.196
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.319
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.334
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.144
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.372
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.490
~~~~ Mean AP for bbox ~~~~
=17.6
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.169
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.311
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.165
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.064
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.197
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.255
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.193
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.306
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.318
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.115
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.358
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.491
~~~~ Mean AP for segm ~~~~
=16.9
[Epoch 1] mAP 16.9 higher than current best [0] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 1] Saving parameters to mask_rcnn_resnet18_v1b_coco_0001_16.9000.params
[Epoch 2][Batch 99], Speed: 18.146 samples/sec, RPN_Conf=0.141,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.384,RCNN_SmoothL1=0.183,RCNN_Mask=0.322,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.248,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 199], Speed: 19.138 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.429,RCNNAcc=0.882,RCNNL1Loss=1.247,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 299], Speed: 18.923 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.246,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 399], Speed: 18.001 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.245,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 499], Speed: 18.706 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.245,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 599], Speed: 18.202 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.372,RCNN_SmoothL1=0.178,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.244,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 699], Speed: 18.841 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.178,RCNN_Mask=0.315,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.243,MaskAcc=0.839,MaskFGAcc=0.509
[Epoch 2][Batch 799], Speed: 18.601 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.371,RCNN_SmoothL1=0.178,RCNN_Mask=0.315,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.243,MaskAcc=0.839,MaskFGAcc=0.508
[Epoch 2][Batch 899], Speed: 18.316 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.177,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.242,MaskAcc=0.839,MaskFGAcc=0.508
[Epoch 2][Batch 999], Speed: 18.895 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.178,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.241,MaskAcc=0.839,MaskFGAcc=0.508
[Epoch 2][Batch 1099], Speed: 18.451 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.178,RCNN_Mask=0.315,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.241,MaskAcc=0.839,MaskFGAcc=0.508
[Epoch 2][Batch 1199], Speed: 18.542 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.177,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.240,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1299], Speed: 18.926 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.178,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.239,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1399], Speed: 17.872 samples/sec, RPN_Conf=0.139,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.178,RCNN_Mask=0.314,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.239,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1499], Speed: 18.600 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.369,RCNN_SmoothL1=0.178,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.238,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1599], Speed: 18.828 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.237,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1699], Speed: 18.028 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.370,RCNN_SmoothL1=0.177,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.237,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1799], Speed: 18.547 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.177,RCNN_Mask=0.313,RPNAcc=0.936,RPNL1Loss=0.428,RCNNAcc=0.882,RCNNL1Loss=1.236,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1899], Speed: 18.857 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.177,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.235,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 1999], Speed: 18.381 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.177,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.235,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 2099], Speed: 18.431 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.234,MaskAcc=0.840,MaskFGAcc=0.508
[Epoch 2][Batch 2199], Speed: 18.077 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.233,MaskAcc=0.840,MaskFGAcc=0.507
[Epoch 2][Batch 2299], Speed: 18.963 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.233,MaskAcc=0.840,MaskFGAcc=0.507
[Epoch 2][Batch 2399], Speed: 18.605 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.232,MaskAcc=0.840,MaskFGAcc=0.507
[Epoch 2][Batch 2499], Speed: 18.687 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.232,MaskAcc=0.840,MaskFGAcc=0.507
[Epoch 2][Batch 2599], Speed: 18.571 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.936,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.231,MaskAcc=0.840,MaskFGAcc=0.507
[Epoch 2][Batch 2699], Speed: 18.414 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.313,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.230,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 2799], Speed: 18.467 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.313,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.230,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 2899], Speed: 19.350 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.368,RCNN_SmoothL1=0.177,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.229,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 2999], Speed: 18.728 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.228,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3099], Speed: 18.887 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.228,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3199], Speed: 18.415 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.227,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3299], Speed: 18.099 samples/sec, RPN_Conf=0.138,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.226,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3399], Speed: 18.809 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.226,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3499], Speed: 18.467 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.427,RCNNAcc=0.882,RCNNL1Loss=1.225,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3599], Speed: 18.612 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.225,MaskAcc=0.841,MaskFGAcc=0.507
[Epoch 2][Batch 3699], Speed: 18.949 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.224,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 3799], Speed: 18.742 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.223,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 3899], Speed: 19.204 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.223,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 3999], Speed: 18.801 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.222,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 4099], Speed: 18.965 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.222,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 4199], Speed: 18.142 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.221,MaskAcc=0.841,MaskFGAcc=0.506
[Epoch 2][Batch 4299], Speed: 18.762 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.221,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4399], Speed: 18.422 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.220,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4499], Speed: 18.480 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.219,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4599], Speed: 18.583 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.219,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4699], Speed: 18.083 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.218,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4799], Speed: 19.305 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.218,MaskAcc=0.842,MaskFGAcc=0.506
[Epoch 2][Batch 4899], Speed: 18.544 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.217,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 4999], Speed: 19.075 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.176,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.216,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5099], Speed: 18.477 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.216,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5199], Speed: 18.688 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.215,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5299], Speed: 18.498 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.426,RCNNAcc=0.883,RCNNL1Loss=1.215,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5399], Speed: 18.477 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.214,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5499], Speed: 18.127 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.214,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5599], Speed: 18.681 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.213,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5699], Speed: 18.769 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.212,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5799], Speed: 18.136 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.212,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5899], Speed: 18.950 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.211,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 5999], Speed: 18.614 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.312,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.211,MaskAcc=0.842,MaskFGAcc=0.505
[Epoch 2][Batch 6099], Speed: 18.502 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.210,MaskAcc=0.843,MaskFGAcc=0.505
[Epoch 2][Batch 6199], Speed: 19.494 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.210,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6299], Speed: 18.272 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.209,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6399], Speed: 18.364 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.209,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6499], Speed: 18.549 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.208,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6599], Speed: 18.337 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.208,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6699], Speed: 18.942 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.207,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6799], Speed: 17.849 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.206,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6899], Speed: 18.234 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.206,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 6999], Speed: 18.712 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.425,RCNNAcc=0.883,RCNNL1Loss=1.205,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 7099], Speed: 18.127 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.205,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 7199], Speed: 18.847 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.367,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.204,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 7299], Speed: 18.492 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.937,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.204,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 7399], Speed: 18.961 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.203,MaskAcc=0.843,MaskFGAcc=0.504
[Epoch 2][Batch 7499], Speed: 18.253 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.203,MaskAcc=0.843,MaskFGAcc=0.503
[Epoch 2][Batch 7599], Speed: 18.865 samples/sec, RPN_Conf=0.137,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.202,MaskAcc=0.843,MaskFGAcc=0.503
[Epoch 2][Batch 7699], Speed: 19.033 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.202,MaskAcc=0.843,MaskFGAcc=0.503
[Epoch 2][Batch 7799], Speed: 19.346 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.201,MaskAcc=0.843,MaskFGAcc=0.503
[Epoch 2][Batch 7899], Speed: 18.384 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.201,MaskAcc=0.843,MaskFGAcc=0.503
[Epoch 2][Batch 7999], Speed: 18.214 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.200,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8099], Speed: 18.810 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.200,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8199], Speed: 18.296 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.199,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8299], Speed: 18.769 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.199,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8399], Speed: 18.676 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.883,RCNNL1Loss=1.198,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8499], Speed: 18.876 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.198,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8599], Speed: 18.500 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.197,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8699], Speed: 18.106 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.197,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8799], Speed: 18.574 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.175,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.196,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8899], Speed: 18.807 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.196,MaskAcc=0.844,MaskFGAcc=0.503
[Epoch 2][Batch 8999], Speed: 18.373 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.195,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9099], Speed: 18.455 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.424,RCNNAcc=0.884,RCNNL1Loss=1.195,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9199], Speed: 18.612 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.194,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9299], Speed: 18.486 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.194,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9399], Speed: 18.645 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.193,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9499], Speed: 18.337 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.193,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9599], Speed: 18.565 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.192,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9699], Speed: 18.789 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.192,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9799], Speed: 18.821 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.192,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9899], Speed: 18.297 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.191,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 9999], Speed: 18.214 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.191,MaskAcc=0.844,MaskFGAcc=0.502
[Epoch 2][Batch 10099], Speed: 18.531 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.190,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10199], Speed: 18.583 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.190,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10299], Speed: 19.229 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.189,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10399], Speed: 18.693 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.189,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10499], Speed: 17.875 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.188,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10599], Speed: 18.460 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.188,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10699], Speed: 19.079 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.187,MaskAcc=0.845,MaskFGAcc=0.502
[Epoch 2][Batch 10799], Speed: 18.460 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.187,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 10899], Speed: 18.024 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.187,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 10999], Speed: 19.288 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.311,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.186,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11099], Speed: 18.598 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.186,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11199], Speed: 18.796 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.423,RCNNAcc=0.884,RCNNL1Loss=1.185,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11299], Speed: 18.578 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.185,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11399], Speed: 18.705 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.184,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11499], Speed: 18.903 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.184,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11599], Speed: 17.827 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.183,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11699], Speed: 18.779 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.183,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11799], Speed: 18.474 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.182,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11899], Speed: 18.960 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.182,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 11999], Speed: 18.896 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.366,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.182,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 12099], Speed: 18.603 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.181,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 12199], Speed: 18.909 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.181,MaskAcc=0.845,MaskFGAcc=0.501
[Epoch 2][Batch 12299], Speed: 18.517 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.180,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12399], Speed: 18.137 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.180,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12499], Speed: 18.590 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.179,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12599], Speed: 18.526 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.179,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12699], Speed: 18.687 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.178,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12799], Speed: 18.021 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.178,MaskAcc=0.846,MaskFGAcc=0.501
[Epoch 2][Batch 12899], Speed: 18.635 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.177,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 12999], Speed: 18.958 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.938,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.177,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13099], Speed: 18.908 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.177,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13199], Speed: 18.422 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.176,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13299], Speed: 19.136 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.422,RCNNAcc=0.884,RCNNL1Loss=1.176,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13399], Speed: 18.297 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.175,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13499], Speed: 18.387 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.175,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13599], Speed: 18.492 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.174,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13699], Speed: 18.611 samples/sec, RPN_Conf=0.136,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.174,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13799], Speed: 18.411 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.310,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.174,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13899], Speed: 18.708 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.173,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 13999], Speed: 18.946 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.174,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.173,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 14099], Speed: 18.769 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.365,RCNN_SmoothL1=0.174,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.172,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 14199], Speed: 19.087 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.174,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.172,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 14299], Speed: 18.482 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.173,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.171,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 14399], Speed: 18.838 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.173,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.171,MaskAcc=0.846,MaskFGAcc=0.500
[Epoch 2][Batch 14499], Speed: 18.346 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.173,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.171,MaskAcc=0.847,MaskFGAcc=0.500
[Epoch 2][Batch 14599], Speed: 17.949 samples/sec, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.173,RCNN_Mask=0.309,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.884,RCNNL1Loss=1.170,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 2] Training cost: 6308.350, RPN_Conf=0.135,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.364,RCNN_SmoothL1=0.173,RCNN_Mask=0.309
[Epoch 2] Saving parameters to mask_rcnn_resnet18_v1b_coco_0002_0.0000.params
[Epoch 3][Batch 99], Speed: 17.395 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.106,RCNN_CrossEntropy=0.345,RCNN_SmoothL1=0.169,RCNN_Mask=0.307,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.170,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 199], Speed: 18.436 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.170,RCNN_Mask=0.305,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.169,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 299], Speed: 18.680 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.305,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.169,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 399], Speed: 17.966 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.168,RCNN_Mask=0.304,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.168,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 499], Speed: 17.762 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.305,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.168,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 599], Speed: 18.360 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.168,RCNN_Mask=0.304,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.167,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 699], Speed: 18.238 samples/sec, RPN_Conf=0.130,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.168,RCNN_Mask=0.304,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.167,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 799], Speed: 18.268 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.167,RCNN_Mask=0.303,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.167,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 899], Speed: 18.180 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.168,RCNN_Mask=0.303,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.166,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 999], Speed: 17.909 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.347,RCNN_SmoothL1=0.168,RCNN_Mask=0.303,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.166,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1099], Speed: 18.252 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.303,RPNAcc=0.939,RPNL1Loss=0.421,RCNNAcc=0.885,RCNNL1Loss=1.165,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1199], Speed: 18.138 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.167,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.165,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1299], Speed: 17.809 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.348,RCNN_SmoothL1=0.167,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.165,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1399], Speed: 18.298 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.164,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1499], Speed: 18.449 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.164,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1599], Speed: 18.452 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.163,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1699], Speed: 18.055 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.163,MaskAcc=0.847,MaskFGAcc=0.499
[Epoch 3][Batch 1799], Speed: 18.281 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.162,MaskAcc=0.847,MaskFGAcc=0.498
[Epoch 3][Batch 1899], Speed: 17.938 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.162,MaskAcc=0.847,MaskFGAcc=0.498
[Epoch 3][Batch 1999], Speed: 17.965 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.162,MaskAcc=0.847,MaskFGAcc=0.498
[Epoch 3][Batch 2099], Speed: 18.570 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.161,MaskAcc=0.847,MaskFGAcc=0.498
[Epoch 3][Batch 2199], Speed: 18.918 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.161,MaskAcc=0.847,MaskFGAcc=0.498
[Epoch 3][Batch 2299], Speed: 18.754 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.160,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2399], Speed: 18.552 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.160,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2499], Speed: 18.138 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.160,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2599], Speed: 18.399 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.159,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2699], Speed: 18.283 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.159,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2799], Speed: 18.142 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.159,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2899], Speed: 18.275 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.158,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 2999], Speed: 17.992 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.158,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3099], Speed: 18.405 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.157,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3199], Speed: 18.282 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.157,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3299], Speed: 18.140 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.157,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3399], Speed: 18.210 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.156,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3499], Speed: 18.540 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.156,MaskAcc=0.848,MaskFGAcc=0.498
[Epoch 3][Batch 3599], Speed: 18.443 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.169,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.156,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 3699], Speed: 18.403 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.420,RCNNAcc=0.885,RCNNL1Loss=1.155,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 3799], Speed: 18.013 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.155,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 3899], Speed: 18.408 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.154,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 3999], Speed: 18.091 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.154,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4099], Speed: 18.193 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.154,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4199], Speed: 18.092 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.153,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4299], Speed: 18.465 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.153,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4399], Speed: 18.512 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.152,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4499], Speed: 18.801 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.152,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4599], Speed: 18.291 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.152,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4699], Speed: 18.419 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.151,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4799], Speed: 18.481 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.151,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4899], Speed: 18.128 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.151,MaskAcc=0.848,MaskFGAcc=0.497
[Epoch 3][Batch 4999], Speed: 17.916 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.939,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.150,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5099], Speed: 18.474 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.150,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5199], Speed: 18.122 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.150,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5299], Speed: 18.283 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.149,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5399], Speed: 18.739 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.149,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5499], Speed: 17.449 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.885,RCNNL1Loss=1.149,MaskAcc=0.849,MaskFGAcc=0.497
[Epoch 3][Batch 5599], Speed: 18.318 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.148,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 5699], Speed: 18.458 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.148,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 5799], Speed: 18.438 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.148,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 5899], Speed: 18.067 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.147,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 5999], Speed: 18.339 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.147,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6099], Speed: 18.186 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.147,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6199], Speed: 18.274 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.146,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6299], Speed: 18.429 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.146,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6399], Speed: 18.450 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.146,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6499], Speed: 18.249 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.349,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.145,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6599], Speed: 17.965 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.419,RCNNAcc=0.886,RCNNL1Loss=1.145,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6699], Speed: 17.695 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.145,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6799], Speed: 18.034 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.144,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6899], Speed: 18.021 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.144,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 6999], Speed: 17.942 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.144,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7099], Speed: 17.878 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.143,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7199], Speed: 18.450 samples/sec, RPN_Conf=0.131,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.143,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7299], Speed: 18.411 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.143,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7399], Speed: 18.285 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.142,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7499], Speed: 18.582 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.142,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7599], Speed: 18.069 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.142,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7699], Speed: 18.172 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.141,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7799], Speed: 18.091 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.141,MaskAcc=0.849,MaskFGAcc=0.496
[Epoch 3][Batch 7899], Speed: 18.113 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.141,MaskAcc=0.850,MaskFGAcc=0.496
[Epoch 3][Batch 7999], Speed: 18.509 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.140,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8099], Speed: 18.134 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.140,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8199], Speed: 18.564 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.140,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8299], Speed: 18.600 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.139,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8399], Speed: 17.844 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.139,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8499], Speed: 18.444 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.139,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8599], Speed: 18.436 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.138,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8699], Speed: 17.944 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.138,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8799], Speed: 17.631 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.138,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8899], Speed: 18.257 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.137,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 8999], Speed: 17.972 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.137,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9099], Speed: 18.058 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.137,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9199], Speed: 17.845 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.136,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9299], Speed: 17.964 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.136,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9399], Speed: 18.423 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.136,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9499], Speed: 17.989 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.135,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9599], Speed: 18.097 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.418,RCNNAcc=0.886,RCNNL1Loss=1.135,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9699], Speed: 18.220 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.135,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9799], Speed: 17.950 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.134,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9899], Speed: 18.382 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.134,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 9999], Speed: 18.446 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.134,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 10099], Speed: 18.707 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.133,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 10199], Speed: 18.708 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.133,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 10299], Speed: 18.666 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.133,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 10399], Speed: 18.223 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.133,MaskAcc=0.850,MaskFGAcc=0.495
[Epoch 3][Batch 10499], Speed: 18.075 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.132,MaskAcc=0.850,MaskFGAcc=0.494
[Epoch 3][Batch 10599], Speed: 17.642 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.132,MaskAcc=0.850,MaskFGAcc=0.494
[Epoch 3][Batch 10699], Speed: 18.509 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.132,MaskAcc=0.850,MaskFGAcc=0.494
[Epoch 3][Batch 10799], Speed: 18.337 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.131,MaskAcc=0.850,MaskFGAcc=0.494
[Epoch 3][Batch 10899], Speed: 17.882 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.131,MaskAcc=0.850,MaskFGAcc=0.494
[Epoch 3][Batch 10999], Speed: 18.189 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.131,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11099], Speed: 17.942 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.130,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11199], Speed: 18.457 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.302,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.130,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11299], Speed: 18.674 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.130,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11399], Speed: 18.393 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.130,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11499], Speed: 18.211 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.129,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11599], Speed: 18.211 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.129,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11699], Speed: 18.230 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.129,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11799], Speed: 18.313 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.128,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11899], Speed: 18.769 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.128,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 11999], Speed: 18.407 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.128,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12099], Speed: 17.991 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.127,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12199], Speed: 18.169 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.127,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12299], Speed: 18.004 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.127,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12399], Speed: 17.919 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.127,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12499], Speed: 18.452 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.126,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12599], Speed: 18.587 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.126,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12699], Speed: 18.311 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.417,RCNNAcc=0.886,RCNNL1Loss=1.126,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12799], Speed: 18.582 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.126,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12899], Speed: 18.281 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.168,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.125,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 12999], Speed: 18.621 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.125,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 13099], Speed: 18.417 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.125,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 13199], Speed: 18.215 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.124,MaskAcc=0.851,MaskFGAcc=0.494
[Epoch 3][Batch 13299], Speed: 18.583 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.124,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13399], Speed: 18.125 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.124,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13499], Speed: 18.185 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.124,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13599], Speed: 18.528 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.940,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.123,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13699], Speed: 18.051 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.123,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13799], Speed: 18.706 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.123,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13899], Speed: 17.992 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.886,RCNNL1Loss=1.122,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 13999], Speed: 18.093 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.122,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 14099], Speed: 18.188 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.122,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 14199], Speed: 18.112 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.121,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 14299], Speed: 18.440 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.351,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.121,MaskAcc=0.851,MaskFGAcc=0.493
[Epoch 3][Batch 14399], Speed: 18.305 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.121,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 3][Batch 14499], Speed: 17.989 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.121,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 3][Batch 14599], Speed: 18.193 samples/sec, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.167,RCNN_Mask=0.301,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.120,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 3] Training cost: 6428.481, RPN_Conf=0.132,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.350,RCNN_SmoothL1=0.167,RCNN_Mask=0.301
[Epoch 3] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.207
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.384
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.201
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.099
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.240
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.289
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.222
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.382
 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 ] = 0.421
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.532
~~~~ Mean AP for bbox ~~~~
=20.7
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.198
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.359
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.198
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.078
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.231
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.292
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.217
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.344
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.361
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.179
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.404
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.528
~~~~ Mean AP for segm ~~~~
=19.8
[Epoch 3] mAP 19.8 higher than current best [16.9] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 3] Saving parameters to mask_rcnn_resnet18_v1b_coco_0003_19.8000.params
[Epoch 4][Batch 99], Speed: 17.576 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.120,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 199], Speed: 18.865 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.162,RCNN_Mask=0.295,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.119,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 299], Speed: 18.429 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.119,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 399], Speed: 18.146 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.160,RCNN_Mask=0.293,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.119,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 499], Speed: 18.391 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.161,RCNN_Mask=0.294,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.118,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 599], Speed: 18.182 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.160,RCNN_Mask=0.293,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.118,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 699], Speed: 18.085 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.160,RCNN_Mask=0.293,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.118,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 799], Speed: 18.564 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.160,RCNN_Mask=0.294,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.118,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 899], Speed: 18.000 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.339,RCNN_SmoothL1=0.160,RCNN_Mask=0.295,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.117,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 999], Speed: 18.338 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.340,RCNN_SmoothL1=0.160,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.117,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 1099], Speed: 18.609 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.161,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.416,RCNNAcc=0.887,RCNNL1Loss=1.117,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 1199], Speed: 18.205 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.116,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 1299], Speed: 18.467 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.116,MaskAcc=0.852,MaskFGAcc=0.493
[Epoch 4][Batch 1399], Speed: 18.220 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.116,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1499], Speed: 18.320 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.163,RCNN_Mask=0.297,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.116,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1599], Speed: 18.361 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.163,RCNN_Mask=0.297,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.115,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1699], Speed: 18.727 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.344,RCNN_SmoothL1=0.163,RCNN_Mask=0.297,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.115,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1799], Speed: 18.700 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.115,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1899], Speed: 18.254 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.114,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 1999], Speed: 18.277 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.114,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2099], Speed: 19.024 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.114,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2199], Speed: 18.564 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.114,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2299], Speed: 18.479 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.113,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2399], Speed: 18.301 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.113,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2499], Speed: 18.804 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.113,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2599], Speed: 18.351 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.113,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2699], Speed: 18.528 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.343,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.112,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2799], Speed: 18.095 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.112,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2899], Speed: 18.293 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.112,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 2999], Speed: 18.279 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.111,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 3099], Speed: 18.456 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.111,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 3199], Speed: 18.010 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.111,MaskAcc=0.852,MaskFGAcc=0.492
[Epoch 4][Batch 3299], Speed: 17.977 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.111,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3399], Speed: 17.832 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.110,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3499], Speed: 18.064 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.110,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3599], Speed: 18.118 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.110,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3699], Speed: 18.329 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.109,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3799], Speed: 18.582 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.109,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3899], Speed: 17.967 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.109,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 3999], Speed: 18.297 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.109,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 4099], Speed: 18.101 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.108,MaskAcc=0.853,MaskFGAcc=0.492
[Epoch 4][Batch 4199], Speed: 18.311 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.108,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4299], Speed: 18.104 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.108,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4399], Speed: 18.126 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.108,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4499], Speed: 18.086 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.108,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4599], Speed: 18.084 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.107,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4699], Speed: 17.987 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.107,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4799], Speed: 18.643 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.297,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.107,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4899], Speed: 18.222 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.106,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 4999], Speed: 18.280 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.415,RCNNAcc=0.887,RCNNL1Loss=1.106,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5099], Speed: 18.605 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.106,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5199], Speed: 18.441 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.341,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.106,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5299], Speed: 18.879 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.105,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5399], Speed: 17.879 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.105,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5499], Speed: 18.285 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.105,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5599], Speed: 18.569 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.105,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5699], Speed: 18.315 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.104,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5799], Speed: 18.511 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.104,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5899], Speed: 18.229 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.104,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 5999], Speed: 17.998 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.104,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6099], Speed: 18.416 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.103,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6199], Speed: 18.367 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.103,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6299], Speed: 18.430 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.103,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6399], Speed: 18.501 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.103,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6499], Speed: 17.953 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.102,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6599], Speed: 18.100 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.102,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6699], Speed: 18.458 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.102,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6799], Speed: 18.661 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.102,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6899], Speed: 18.444 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.101,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 6999], Speed: 18.219 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.101,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 7099], Speed: 18.449 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.101,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 7199], Speed: 18.178 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.101,MaskAcc=0.853,MaskFGAcc=0.491
[Epoch 4][Batch 7299], Speed: 18.449 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.100,MaskAcc=0.854,MaskFGAcc=0.491
[Epoch 4][Batch 7399], Speed: 18.573 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.887,RCNNL1Loss=1.100,MaskAcc=0.854,MaskFGAcc=0.491
[Epoch 4][Batch 7499], Speed: 18.823 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.100,MaskAcc=0.854,MaskFGAcc=0.491
[Epoch 4][Batch 7599], Speed: 18.620 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.100,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 7699], Speed: 18.408 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.100,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 7799], Speed: 18.402 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.099,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 7899], Speed: 18.117 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.099,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 7999], Speed: 18.264 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.099,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8099], Speed: 18.469 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.099,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8199], Speed: 18.905 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.098,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8299], Speed: 17.876 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.098,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8399], Speed: 18.525 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.098,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8499], Speed: 18.487 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.098,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8599], Speed: 18.283 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.097,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8699], Speed: 18.093 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.097,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8799], Speed: 18.081 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.941,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.097,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8899], Speed: 18.442 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.097,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 8999], Speed: 18.426 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.097,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9099], Speed: 18.162 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.096,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9199], Speed: 18.561 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.096,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9299], Speed: 18.592 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.096,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9399], Speed: 18.356 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.096,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9499], Speed: 18.499 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.414,RCNNAcc=0.888,RCNNL1Loss=1.095,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9599], Speed: 17.950 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.095,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9699], Speed: 18.466 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.095,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9799], Speed: 18.757 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.095,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9899], Speed: 18.702 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.095,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 9999], Speed: 18.441 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.094,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10099], Speed: 18.340 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.094,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10199], Speed: 18.325 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.094,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10299], Speed: 18.705 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.094,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10399], Speed: 18.429 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.093,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10499], Speed: 18.681 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.093,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10599], Speed: 17.648 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.093,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10699], Speed: 18.832 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.093,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10799], Speed: 18.195 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.092,MaskAcc=0.854,MaskFGAcc=0.490
[Epoch 4][Batch 10899], Speed: 18.316 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.092,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 10999], Speed: 18.561 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.092,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11099], Speed: 18.341 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.092,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11199], Speed: 18.023 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.092,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11299], Speed: 18.293 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.091,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11399], Speed: 18.570 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.091,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11499], Speed: 18.338 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.091,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11599], Speed: 18.482 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.091,MaskAcc=0.854,MaskFGAcc=0.489
[Epoch 4][Batch 11699], Speed: 18.103 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.090,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 11799], Speed: 18.473 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.090,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 11899], Speed: 18.397 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.090,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 11999], Speed: 18.126 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.090,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12099], Speed: 18.327 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.090,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12199], Speed: 18.577 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.089,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12299], Speed: 18.275 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.089,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12399], Speed: 18.556 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.089,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12499], Speed: 18.754 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.089,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12599], Speed: 18.281 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.089,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12699], Speed: 18.709 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.088,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12799], Speed: 18.307 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.088,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12899], Speed: 18.106 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.088,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 12999], Speed: 18.455 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.088,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13099], Speed: 18.402 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.088,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13199], Speed: 18.064 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.413,RCNNAcc=0.888,RCNNL1Loss=1.087,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13299], Speed: 18.409 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.087,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13399], Speed: 18.653 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.087,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13499], Speed: 19.045 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.087,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13599], Speed: 18.483 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.163,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.086,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13699], Speed: 18.738 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.086,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13799], Speed: 18.231 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.086,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13899], Speed: 18.296 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.086,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 13999], Speed: 18.441 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.086,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14099], Speed: 18.338 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.085,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14199], Speed: 18.203 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.296,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.085,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14299], Speed: 19.331 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.295,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.085,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14399], Speed: 18.294 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.295,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.085,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14499], Speed: 18.491 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.295,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.084,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4][Batch 14599], Speed: 19.051 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.295,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.084,MaskAcc=0.855,MaskFGAcc=0.489
[Epoch 4] Training cost: 6382.060, RPN_Conf=0.129,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.342,RCNN_SmoothL1=0.162,RCNN_Mask=0.295
[Epoch 4] Saving parameters to mask_rcnn_resnet18_v1b_coco_0004_0.0000.params
[Epoch 5][Batch 99], Speed: 17.695 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.160,RCNN_Mask=0.290,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.084,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 199], Speed: 17.682 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.160,RCNN_Mask=0.293,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.084,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 299], Speed: 17.862 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.332,RCNN_SmoothL1=0.161,RCNN_Mask=0.294,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.083,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 399], Speed: 17.965 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.105,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.161,RCNN_Mask=0.293,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.083,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 499], Speed: 18.337 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.163,RCNN_Mask=0.294,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.083,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 599], Speed: 18.252 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.163,RCNN_Mask=0.293,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.083,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 699], Speed: 17.876 samples/sec, RPN_Conf=0.129,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.162,RCNN_Mask=0.293,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.083,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 799], Speed: 18.259 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.162,RCNN_Mask=0.293,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.082,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 899], Speed: 17.980 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.104,RCNN_CrossEntropy=0.338,RCNN_SmoothL1=0.162,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.082,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 999], Speed: 18.041 samples/sec, RPN_Conf=0.128,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.162,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.082,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1099], Speed: 17.835 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.337,RCNN_SmoothL1=0.162,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.082,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1199], Speed: 18.086 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.161,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.081,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1299], Speed: 17.685 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.161,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.081,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1399], Speed: 18.305 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.161,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.081,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1499], Speed: 18.176 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.161,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.081,MaskAcc=0.855,MaskFGAcc=0.488
[Epoch 5][Batch 1599], Speed: 18.224 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.081,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 1699], Speed: 17.939 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.333,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.080,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 1799], Speed: 17.644 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.080,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 1899], Speed: 17.830 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.080,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 1999], Speed: 18.137 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.080,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2099], Speed: 17.850 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.079,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2199], Speed: 18.504 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.079,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2299], Speed: 18.421 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.079,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2399], Speed: 17.984 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.079,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2499], Speed: 17.668 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.160,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.079,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2599], Speed: 17.992 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.078,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2699], Speed: 18.281 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.078,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2799], Speed: 18.115 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.078,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2899], Speed: 18.156 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.078,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 2999], Speed: 18.053 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.412,RCNNAcc=0.888,RCNNL1Loss=1.077,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 3099], Speed: 18.467 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.077,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 3199], Speed: 17.923 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.077,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 3299], Speed: 18.438 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.334,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.077,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 3399], Speed: 18.947 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.077,MaskAcc=0.856,MaskFGAcc=0.488
[Epoch 5][Batch 3499], Speed: 18.964 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.076,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 3599], Speed: 17.833 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.076,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 3699], Speed: 17.729 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.076,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 3799], Speed: 18.469 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.076,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 3899], Speed: 17.858 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.076,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 3999], Speed: 18.316 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.075,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4099], Speed: 18.240 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.075,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4199], Speed: 17.926 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.075,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4299], Speed: 17.543 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.075,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4399], Speed: 17.860 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.075,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4499], Speed: 17.939 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.074,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4599], Speed: 18.081 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.074,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4699], Speed: 18.419 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.074,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4799], Speed: 18.190 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.074,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4899], Speed: 18.146 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.074,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 4999], Speed: 18.378 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5099], Speed: 18.121 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5199], Speed: 18.170 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5299], Speed: 18.048 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5399], Speed: 18.569 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5499], Speed: 18.004 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.073,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5599], Speed: 18.018 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.072,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5699], Speed: 18.171 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.072,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5799], Speed: 18.052 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.072,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5899], Speed: 18.481 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.072,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 5999], Speed: 17.509 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.072,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6099], Speed: 17.900 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.071,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6199], Speed: 17.751 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.160,RCNN_Mask=0.292,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.071,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6299], Speed: 18.297 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.071,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6399], Speed: 18.335 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.942,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.071,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6499], Speed: 18.182 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.292,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.071,MaskAcc=0.856,MaskFGAcc=0.487
[Epoch 5][Batch 6599], Speed: 18.720 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 6699], Speed: 18.518 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 6799], Speed: 17.946 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 6899], Speed: 18.304 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 6999], Speed: 17.982 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7099], Speed: 18.106 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.070,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7199], Speed: 18.603 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.069,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7299], Speed: 18.446 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.069,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7399], Speed: 18.198 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.069,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7499], Speed: 18.757 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.069,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7599], Speed: 18.363 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.069,MaskAcc=0.857,MaskFGAcc=0.487
[Epoch 5][Batch 7699], Speed: 17.956 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.068,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 7799], Speed: 18.183 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.068,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 7899], Speed: 17.976 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.068,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 7999], Speed: 18.110 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.068,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8099], Speed: 17.973 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.068,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8199], Speed: 18.430 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8299], Speed: 17.979 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8399], Speed: 17.971 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.411,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8499], Speed: 18.515 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8599], Speed: 18.808 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8699], Speed: 18.141 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.067,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8799], Speed: 17.885 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8899], Speed: 18.530 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 8999], Speed: 18.783 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9099], Speed: 18.752 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9199], Speed: 18.126 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9299], Speed: 17.967 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.066,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9399], Speed: 18.134 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.065,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9499], Speed: 18.209 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.065,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9599], Speed: 18.029 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.065,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9699], Speed: 18.471 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.065,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9799], Speed: 17.812 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.065,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9899], Speed: 18.217 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 9999], Speed: 18.315 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10099], Speed: 17.952 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10199], Speed: 18.416 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10299], Speed: 18.135 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10399], Speed: 17.942 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.064,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10499], Speed: 17.958 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10599], Speed: 17.973 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10699], Speed: 17.990 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10799], Speed: 18.410 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10899], Speed: 17.868 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 10999], Speed: 18.274 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.063,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11099], Speed: 18.459 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11199], Speed: 17.684 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11299], Speed: 18.430 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11399], Speed: 17.842 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11499], Speed: 18.240 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11599], Speed: 18.658 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.062,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11699], Speed: 18.229 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11799], Speed: 18.307 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11899], Speed: 18.420 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.336,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 11999], Speed: 18.331 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 12099], Speed: 18.247 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.857,MaskFGAcc=0.486
[Epoch 5][Batch 12199], Speed: 17.987 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.061,MaskAcc=0.858,MaskFGAcc=0.486
[Epoch 5][Batch 12299], Speed: 17.866 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.486
[Epoch 5][Batch 12399], Speed: 18.100 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.486
[Epoch 5][Batch 12499], Speed: 17.889 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.486
[Epoch 5][Batch 12599], Speed: 18.593 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.486
[Epoch 5][Batch 12699], Speed: 17.853 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 12799], Speed: 18.265 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.060,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 12899], Speed: 17.666 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 12999], Speed: 17.920 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13099], Speed: 18.311 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13199], Speed: 18.599 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13299], Speed: 18.637 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13399], Speed: 17.942 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.059,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13499], Speed: 18.281 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13599], Speed: 18.151 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13699], Speed: 18.787 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.410,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13799], Speed: 18.152 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13899], Speed: 18.297 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 13999], Speed: 18.060 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.058,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14099], Speed: 18.251 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14199], Speed: 17.791 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14299], Speed: 18.673 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14399], Speed: 18.225 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14499], Speed: 17.945 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5][Batch 14599], Speed: 18.133 samples/sec, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.057,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 5] Training cost: 6458.422, RPN_Conf=0.127,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.335,RCNN_SmoothL1=0.159,RCNN_Mask=0.291
[Epoch 5] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.222
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.397
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.224
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.101
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.252
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.314
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.230
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.371
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.389
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.195
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.439
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.546
~~~~ Mean AP for bbox ~~~~
=22.2
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.210
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.372
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.214
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.080
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.238
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.315
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.223
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.351
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.366
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.161
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.538
~~~~ Mean AP for segm ~~~~
=21.0
[Epoch 5] mAP 21.0 higher than current best [19.8] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 5] Saving parameters to mask_rcnn_resnet18_v1b_coco_0005_21.0000.params
[Epoch 6][Batch 99], Speed: 18.369 samples/sec, RPN_Conf=0.115,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.146,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.889,RCNNL1Loss=1.056,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 199], Speed: 18.730 samples/sec, RPN_Conf=0.116,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.282,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.056,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 299], Speed: 18.273 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.150,RCNN_Mask=0.284,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.056,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 399], Speed: 18.162 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.153,RCNN_Mask=0.286,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.056,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 499], Speed: 18.641 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.154,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.056,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 599], Speed: 18.585 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.055,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 699], Speed: 17.490 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.154,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.055,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 799], Speed: 18.175 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.055,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 899], Speed: 18.160 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.055,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 999], Speed: 18.736 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.055,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1099], Speed: 18.266 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1199], Speed: 18.028 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1299], Speed: 18.414 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1399], Speed: 18.747 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1499], Speed: 18.080 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1599], Speed: 18.459 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.054,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1699], Speed: 18.079 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1799], Speed: 18.490 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1899], Speed: 18.476 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 1999], Speed: 18.947 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 2099], Speed: 17.790 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 2199], Speed: 18.131 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.053,MaskAcc=0.858,MaskFGAcc=0.485
[Epoch 6][Batch 2299], Speed: 18.477 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2399], Speed: 18.326 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2499], Speed: 18.596 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2599], Speed: 18.715 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2699], Speed: 18.107 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2799], Speed: 18.327 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.328,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.052,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2899], Speed: 18.437 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 2999], Speed: 18.024 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 3099], Speed: 18.477 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 3199], Speed: 18.359 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 3299], Speed: 18.361 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 3399], Speed: 18.609 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.051,MaskAcc=0.858,MaskFGAcc=0.484
[Epoch 6][Batch 3499], Speed: 18.411 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 3599], Speed: 18.414 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 3699], Speed: 18.151 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 3799], Speed: 18.494 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 3899], Speed: 18.411 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 3999], Speed: 18.222 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4099], Speed: 18.542 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.050,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4199], Speed: 18.389 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4299], Speed: 18.304 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4399], Speed: 18.056 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4499], Speed: 18.314 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4599], Speed: 18.452 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4699], Speed: 18.420 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.049,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4799], Speed: 18.033 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4899], Speed: 18.413 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 4999], Speed: 18.545 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.409,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5099], Speed: 18.295 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5199], Speed: 18.129 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5299], Speed: 18.395 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.048,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5399], Speed: 18.080 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5499], Speed: 18.009 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5599], Speed: 18.245 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5699], Speed: 18.140 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5799], Speed: 18.433 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5899], Speed: 18.689 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.047,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 5999], Speed: 18.422 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6099], Speed: 18.453 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6199], Speed: 18.658 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6299], Speed: 18.342 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6399], Speed: 18.061 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.943,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6499], Speed: 17.905 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6599], Speed: 19.322 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.046,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6699], Speed: 18.457 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6799], Speed: 18.581 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6899], Speed: 18.232 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 6999], Speed: 18.206 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7099], Speed: 18.692 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7199], Speed: 17.758 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.045,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7299], Speed: 18.158 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7399], Speed: 18.214 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7499], Speed: 18.912 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7599], Speed: 18.713 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.329,RCNN_SmoothL1=0.156,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7699], Speed: 18.073 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.484
[Epoch 6][Batch 7799], Speed: 18.418 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 7899], Speed: 18.334 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.044,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 7999], Speed: 18.423 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8099], Speed: 18.007 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8199], Speed: 17.748 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8299], Speed: 18.652 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8399], Speed: 18.033 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8499], Speed: 18.318 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8599], Speed: 18.478 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.043,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8699], Speed: 18.312 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8799], Speed: 18.081 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8899], Speed: 17.884 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 8999], Speed: 17.765 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9099], Speed: 18.643 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9199], Speed: 18.082 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9299], Speed: 18.562 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.042,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9399], Speed: 18.223 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.330,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9499], Speed: 17.743 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9599], Speed: 17.929 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9699], Speed: 17.856 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9799], Speed: 18.100 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9899], Speed: 18.402 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 9999], Speed: 18.672 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.041,MaskAcc=0.859,MaskFGAcc=0.483
[Epoch 6][Batch 10099], Speed: 18.521 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10199], Speed: 18.406 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10299], Speed: 18.240 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10399], Speed: 18.459 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10499], Speed: 18.435 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10599], Speed: 18.270 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10699], Speed: 18.314 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.040,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10799], Speed: 18.894 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10899], Speed: 18.456 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 10999], Speed: 18.074 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11099], Speed: 18.407 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11199], Speed: 18.144 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11299], Speed: 18.427 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11399], Speed: 18.327 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11499], Speed: 18.114 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.408,RCNNAcc=0.890,RCNNL1Loss=1.039,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11599], Speed: 18.264 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11699], Speed: 17.841 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11799], Speed: 18.450 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11899], Speed: 18.185 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 11999], Speed: 18.730 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12099], Speed: 18.145 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12199], Speed: 18.548 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12299], Speed: 17.860 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.038,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12399], Speed: 17.946 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12499], Speed: 17.875 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12599], Speed: 17.978 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12699], Speed: 18.356 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12799], Speed: 18.207 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12899], Speed: 18.302 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 12999], Speed: 18.128 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.037,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13099], Speed: 18.063 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13199], Speed: 18.589 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13299], Speed: 18.678 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13399], Speed: 17.892 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13499], Speed: 18.418 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13599], Speed: 17.955 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.483
[Epoch 6][Batch 13699], Speed: 18.128 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.036,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 13799], Speed: 18.465 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 13899], Speed: 18.221 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 13999], Speed: 18.089 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.890,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14099], Speed: 18.546 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14199], Speed: 17.830 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14299], Speed: 18.519 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14399], Speed: 18.091 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14499], Speed: 18.403 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.035,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6][Batch 14599], Speed: 18.793 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 6] Training cost: 6407.068, RPN_Conf=0.125,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.331,RCNN_SmoothL1=0.156,RCNN_Mask=0.288
[Epoch 6] Saving parameters to mask_rcnn_resnet18_v1b_coco_0006_0.0000.params
[Epoch 7][Batch 99], Speed: 17.772 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.154,RCNN_Mask=0.289,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 199], Speed: 18.439 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.153,RCNN_Mask=0.288,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 299], Speed: 18.107 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.153,RCNN_Mask=0.287,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 399], Speed: 18.146 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 499], Speed: 18.726 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.153,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 599], Speed: 18.418 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.034,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 699], Speed: 18.107 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 799], Speed: 18.326 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 899], Speed: 18.545 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 999], Speed: 17.968 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.153,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1099], Speed: 18.485 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1199], Speed: 18.762 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1299], Speed: 18.323 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.033,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1399], Speed: 18.952 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1499], Speed: 18.569 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.153,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1599], Speed: 18.102 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.153,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1699], Speed: 18.297 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1799], Speed: 18.782 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1899], Speed: 18.759 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 1999], Speed: 18.262 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.032,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2099], Speed: 17.992 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2199], Speed: 18.156 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2299], Speed: 18.760 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2399], Speed: 18.111 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2499], Speed: 18.493 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2599], Speed: 18.335 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2699], Speed: 19.025 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2799], Speed: 18.438 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.031,MaskAcc=0.860,MaskFGAcc=0.482
[Epoch 7][Batch 2899], Speed: 18.218 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 2999], Speed: 18.229 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3099], Speed: 18.420 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3199], Speed: 18.951 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3299], Speed: 17.712 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.324,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3399], Speed: 17.798 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.407,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3499], Speed: 18.661 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.030,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3599], Speed: 18.330 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3699], Speed: 18.115 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3799], Speed: 18.500 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3899], Speed: 18.569 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 3999], Speed: 18.345 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 4099], Speed: 17.977 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 4199], Speed: 17.933 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 4299], Speed: 18.192 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.029,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 4399], Speed: 18.301 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.482
[Epoch 7][Batch 4499], Speed: 18.458 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 4599], Speed: 17.871 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 4699], Speed: 18.666 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 4799], Speed: 17.825 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 4899], Speed: 18.344 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 4999], Speed: 18.294 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5099], Speed: 18.466 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.028,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5199], Speed: 18.561 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5299], Speed: 18.817 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5399], Speed: 18.580 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5499], Speed: 18.101 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5599], Speed: 17.946 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5699], Speed: 18.937 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5799], Speed: 18.837 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.027,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5899], Speed: 18.552 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 5999], Speed: 18.318 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6099], Speed: 18.315 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.155,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6199], Speed: 18.387 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6299], Speed: 18.727 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6399], Speed: 18.431 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6499], Speed: 18.247 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.026,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6599], Speed: 18.426 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6699], Speed: 18.319 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.325,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6799], Speed: 18.738 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6899], Speed: 18.185 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 6999], Speed: 18.489 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7099], Speed: 18.946 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7199], Speed: 18.042 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7299], Speed: 18.644 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.025,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7399], Speed: 18.278 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7499], Speed: 18.299 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7599], Speed: 18.218 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7699], Speed: 18.344 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7799], Speed: 18.078 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7899], Speed: 18.982 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 7999], Speed: 18.420 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8099], Speed: 18.425 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8199], Speed: 18.731 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.024,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8299], Speed: 17.807 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8399], Speed: 18.122 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8499], Speed: 18.134 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8599], Speed: 18.286 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8699], Speed: 18.276 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8799], Speed: 18.416 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8899], Speed: 18.035 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 8999], Speed: 18.722 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.023,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9099], Speed: 18.066 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9199], Speed: 18.445 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9299], Speed: 17.521 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9399], Speed: 18.620 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9499], Speed: 18.147 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9599], Speed: 18.665 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9699], Speed: 18.314 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9799], Speed: 18.524 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.022,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9899], Speed: 17.925 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 9999], Speed: 18.524 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10099], Speed: 18.424 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10199], Speed: 18.457 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10299], Speed: 18.190 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.406,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10399], Speed: 18.237 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10499], Speed: 18.264 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10599], Speed: 18.310 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10699], Speed: 18.213 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.021,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10799], Speed: 17.820 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.285,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10899], Speed: 18.583 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.861,MaskFGAcc=0.481
[Epoch 7][Batch 10999], Speed: 18.342 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11099], Speed: 18.465 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11199], Speed: 18.454 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11299], Speed: 18.613 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.944,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11399], Speed: 18.429 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11499], Speed: 18.318 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11599], Speed: 18.425 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.020,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11699], Speed: 18.526 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11799], Speed: 18.389 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11899], Speed: 18.174 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.481
[Epoch 7][Batch 11999], Speed: 18.711 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12099], Speed: 18.441 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12199], Speed: 17.984 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12299], Speed: 18.263 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12399], Speed: 18.017 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12499], Speed: 18.506 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.019,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12599], Speed: 17.972 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12699], Speed: 18.342 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12799], Speed: 18.105 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12899], Speed: 18.477 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 12999], Speed: 18.552 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13099], Speed: 18.181 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13199], Speed: 18.725 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13299], Speed: 17.988 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13399], Speed: 18.472 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.018,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13499], Speed: 18.343 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13599], Speed: 18.294 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13699], Speed: 18.142 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13799], Speed: 17.990 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13899], Speed: 17.841 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 13999], Speed: 18.606 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14099], Speed: 18.632 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.326,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14199], Speed: 17.867 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14299], Speed: 18.095 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.017,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14399], Speed: 18.444 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14499], Speed: 17.861 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7][Batch 14599], Speed: 18.261 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 7] Training cost: 6394.736, RPN_Conf=0.124,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.327,RCNN_SmoothL1=0.154,RCNN_Mask=0.286
[Epoch 7] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.234
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.412
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.239
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.114
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.268
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.322
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.239
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.378
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.395
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.223
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.438
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.559
~~~~ Mean AP for bbox ~~~~
=23.4
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.219
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.387
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.225
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.087
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.325
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.230
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.357
 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 ] = 0.181
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.416
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.554
~~~~ Mean AP for segm ~~~~
=21.9
[Epoch 7] mAP 21.9 higher than current best [21.0] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 7] Saving parameters to mask_rcnn_resnet18_v1b_coco_0007_21.9000.params
[Epoch 8][Batch 99], Speed: 18.741 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.107,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 199], Speed: 18.478 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.103,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 299], Speed: 18.422 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.277,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 399], Speed: 18.527 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 499], Speed: 18.791 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.148,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.016,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 599], Speed: 18.402 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.102,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 699], Speed: 18.699 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 799], Speed: 18.263 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 899], Speed: 18.013 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.891,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 999], Speed: 18.449 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1099], Speed: 18.091 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1199], Speed: 18.935 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1299], Speed: 18.465 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.015,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1399], Speed: 18.201 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1499], Speed: 18.087 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1599], Speed: 18.107 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1699], Speed: 18.174 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1799], Speed: 18.718 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1899], Speed: 18.221 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 1999], Speed: 18.153 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2099], Speed: 18.049 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2199], Speed: 18.264 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.014,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2299], Speed: 17.978 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2399], Speed: 18.515 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2499], Speed: 18.462 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2599], Speed: 18.798 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2699], Speed: 18.443 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2799], Speed: 18.569 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2899], Speed: 17.878 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 2999], Speed: 17.755 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3099], Speed: 18.644 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.013,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3199], Speed: 18.725 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3299], Speed: 18.313 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3399], Speed: 18.441 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3499], Speed: 18.112 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3599], Speed: 18.787 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3699], Speed: 18.828 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3799], Speed: 18.522 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3899], Speed: 18.390 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 3999], Speed: 18.371 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.012,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4099], Speed: 18.096 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4199], Speed: 17.997 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4299], Speed: 17.866 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4399], Speed: 18.052 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.405,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4499], Speed: 18.359 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4599], Speed: 18.208 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4699], Speed: 18.720 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4799], Speed: 18.663 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4899], Speed: 18.229 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.011,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 4999], Speed: 18.255 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.321,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 5099], Speed: 18.358 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.862,MaskFGAcc=0.480
[Epoch 8][Batch 5199], Speed: 18.750 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.480
[Epoch 8][Batch 5299], Speed: 18.227 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.480
[Epoch 8][Batch 5399], Speed: 18.457 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.480
[Epoch 8][Batch 5499], Speed: 18.455 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.480
[Epoch 8][Batch 5599], Speed: 18.174 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.480
[Epoch 8][Batch 5699], Speed: 18.495 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 5799], Speed: 18.427 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 5899], Speed: 18.518 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.010,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 5999], Speed: 18.422 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6099], Speed: 18.332 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6199], Speed: 19.058 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6299], Speed: 18.116 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6399], Speed: 18.036 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6499], Speed: 18.649 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6599], Speed: 18.215 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6699], Speed: 18.197 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6799], Speed: 18.060 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.009,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6899], Speed: 18.057 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 6999], Speed: 18.385 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7099], Speed: 18.449 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7199], Speed: 18.775 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7299], Speed: 18.428 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7399], Speed: 18.463 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7499], Speed: 17.593 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7599], Speed: 18.586 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7699], Speed: 18.317 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7799], Speed: 18.823 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.008,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7899], Speed: 18.420 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 7999], Speed: 17.813 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8099], Speed: 18.317 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8199], Speed: 18.066 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8299], Speed: 18.347 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8399], Speed: 18.270 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8499], Speed: 18.568 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8599], Speed: 17.876 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8699], Speed: 18.073 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.007,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8799], Speed: 18.819 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8899], Speed: 18.651 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 8999], Speed: 18.521 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9099], Speed: 18.667 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9199], Speed: 18.000 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9299], Speed: 18.493 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9399], Speed: 18.191 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9499], Speed: 18.710 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9599], Speed: 18.318 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9699], Speed: 18.453 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9799], Speed: 18.651 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.006,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9899], Speed: 18.424 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 9999], Speed: 18.203 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10099], Speed: 18.921 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10199], Speed: 18.584 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10299], Speed: 18.933 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10399], Speed: 18.131 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10499], Speed: 17.831 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10599], Speed: 17.989 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10699], Speed: 18.078 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10799], Speed: 17.804 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.005,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10899], Speed: 18.619 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 10999], Speed: 18.787 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11099], Speed: 18.986 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11199], Speed: 18.614 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11299], Speed: 18.471 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11399], Speed: 18.398 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11499], Speed: 18.476 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11599], Speed: 18.790 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11699], Speed: 18.161 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11799], Speed: 18.464 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.004,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11899], Speed: 18.322 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 11999], Speed: 18.403 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12099], Speed: 18.580 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12199], Speed: 18.235 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12299], Speed: 18.244 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12399], Speed: 17.866 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.283,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12499], Speed: 18.115 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12599], Speed: 18.239 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12699], Speed: 18.912 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12799], Speed: 18.594 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.003,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12899], Speed: 18.714 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 12999], Speed: 18.452 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13099], Speed: 18.421 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13199], Speed: 18.810 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13299], Speed: 18.234 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13399], Speed: 18.677 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13499], Speed: 18.257 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.404,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13599], Speed: 18.384 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13699], Speed: 18.287 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13799], Speed: 18.579 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13899], Speed: 18.946 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.002,MaskAcc=0.863,MaskFGAcc=0.479
[Epoch 8][Batch 13999], Speed: 18.679 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.152,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14099], Speed: 18.610 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14199], Speed: 18.019 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14299], Speed: 18.553 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14399], Speed: 18.733 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14499], Speed: 18.790 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8][Batch 14599], Speed: 18.535 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 8] Training cost: 6375.079, RPN_Conf=0.123,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.323,RCNN_SmoothL1=0.153,RCNN_Mask=0.284
[Epoch 8] Saving parameters to mask_rcnn_resnet18_v1b_coco_0008_0.0000.params
[Epoch 9][Batch 99], Speed: 17.676 samples/sec, RPN_Conf=0.126,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.322,RCNN_SmoothL1=0.156,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 9][Batch 199], Speed: 18.536 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.152,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 9][Batch 299], Speed: 18.939 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.001,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 9][Batch 399], Speed: 18.327 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 9][Batch 499], Speed: 18.090 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.863,MaskFGAcc=0.478
[Epoch 9][Batch 599], Speed: 18.384 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 699], Speed: 17.883 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 799], Speed: 17.698 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 899], Speed: 18.409 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 999], Speed: 18.150 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1099], Speed: 18.335 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1199], Speed: 18.108 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1299], Speed: 18.176 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=1.000,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1399], Speed: 18.424 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1499], Speed: 18.559 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1599], Speed: 18.321 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1699], Speed: 18.074 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.280,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1799], Speed: 18.595 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1899], Speed: 18.108 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 1999], Speed: 18.124 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2099], Speed: 17.975 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2199], Speed: 18.208 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2299], Speed: 17.753 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.999,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2399], Speed: 18.360 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2499], Speed: 18.823 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2599], Speed: 18.060 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2699], Speed: 18.611 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2799], Speed: 17.872 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2899], Speed: 18.140 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 2999], Speed: 17.973 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3099], Speed: 17.877 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3199], Speed: 17.944 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3299], Speed: 18.646 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.998,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3399], Speed: 18.732 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3499], Speed: 18.631 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3599], Speed: 18.279 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3699], Speed: 18.372 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3799], Speed: 17.737 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3899], Speed: 18.828 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 3999], Speed: 17.976 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4099], Speed: 18.014 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4199], Speed: 18.310 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4299], Speed: 17.528 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4399], Speed: 18.084 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.997,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4499], Speed: 18.892 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4599], Speed: 17.710 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4699], Speed: 18.284 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4799], Speed: 18.601 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4899], Speed: 18.009 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 4999], Speed: 18.267 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5099], Speed: 17.984 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5199], Speed: 18.452 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5299], Speed: 18.083 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.892,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5399], Speed: 18.400 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.996,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5499], Speed: 18.316 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5599], Speed: 17.970 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5699], Speed: 18.131 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5799], Speed: 18.427 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5899], Speed: 18.519 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 5999], Speed: 17.939 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6099], Speed: 18.173 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6199], Speed: 18.515 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6299], Speed: 17.632 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6399], Speed: 18.679 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.945,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6499], Speed: 18.413 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.995,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6599], Speed: 18.193 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6699], Speed: 18.837 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6799], Speed: 18.407 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6899], Speed: 18.444 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 6999], Speed: 18.760 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7099], Speed: 18.109 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7199], Speed: 18.126 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7299], Speed: 18.318 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7399], Speed: 18.073 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7499], Speed: 18.037 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7599], Speed: 18.216 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.994,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7699], Speed: 17.791 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7799], Speed: 17.923 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7899], Speed: 18.295 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 7999], Speed: 18.410 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8099], Speed: 17.569 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8199], Speed: 18.418 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8299], Speed: 18.148 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.403,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8399], Speed: 17.834 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8499], Speed: 18.022 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8599], Speed: 18.327 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.478
[Epoch 9][Batch 8699], Speed: 18.569 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.993,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 8799], Speed: 17.976 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 8899], Speed: 18.447 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 8999], Speed: 18.649 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9099], Speed: 18.071 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9199], Speed: 18.564 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9299], Speed: 18.300 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9399], Speed: 17.970 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9499], Speed: 18.424 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9599], Speed: 18.044 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9699], Speed: 18.162 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9799], Speed: 17.843 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.992,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9899], Speed: 18.377 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 9999], Speed: 18.361 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10099], Speed: 18.064 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10199], Speed: 18.057 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10299], Speed: 18.318 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10399], Speed: 18.367 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10499], Speed: 18.736 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10599], Speed: 17.980 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10699], Speed: 17.879 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10799], Speed: 18.401 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10899], Speed: 18.105 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 10999], Speed: 18.758 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11099], Speed: 18.464 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.991,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11199], Speed: 18.799 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11299], Speed: 17.986 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11399], Speed: 18.224 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11499], Speed: 18.384 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11599], Speed: 18.345 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.864,MaskFGAcc=0.477
[Epoch 9][Batch 11699], Speed: 18.143 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 11799], Speed: 18.082 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 11899], Speed: 18.037 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 11999], Speed: 18.220 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12099], Speed: 18.923 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12199], Speed: 18.458 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12299], Speed: 18.271 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.990,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12399], Speed: 18.396 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12499], Speed: 18.254 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12599], Speed: 18.606 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12699], Speed: 18.252 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12799], Speed: 18.139 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12899], Speed: 18.217 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 12999], Speed: 18.134 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13099], Speed: 17.993 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13199], Speed: 18.503 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13299], Speed: 18.491 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13399], Speed: 18.138 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13499], Speed: 18.196 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.989,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13599], Speed: 18.241 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13699], Speed: 18.190 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13799], Speed: 18.606 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13899], Speed: 18.171 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 13999], Speed: 17.986 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14099], Speed: 18.296 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14199], Speed: 18.169 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14299], Speed: 18.945 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14399], Speed: 18.442 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14499], Speed: 19.474 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9][Batch 14599], Speed: 18.454 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.988,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 9] Training cost: 6422.254, RPN_Conf=0.122,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.320,RCNN_SmoothL1=0.151,RCNN_Mask=0.282
[Epoch 9] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.238
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.416
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.247
 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 ] = 0.277
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.336
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.244
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.388
 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 ] = 0.218
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.464
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.575
~~~~ Mean AP for bbox ~~~~
=23.8
~~~~ 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 ] = 0.390
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.230
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.093
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.258
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.336
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.236
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.364
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.381
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.182
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.435
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.569
~~~~ Mean AP for segm ~~~~
=22.3
[Epoch 9] mAP 22.3 higher than current best [21.9] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 9] Saving parameters to mask_rcnn_resnet18_v1b_coco_0009_22.3000.params
[Epoch 10][Batch 99], Speed: 17.846 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 199], Speed: 18.029 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.152,RCNN_Mask=0.282,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 299], Speed: 18.794 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 399], Speed: 18.093 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 499], Speed: 18.481 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 599], Speed: 18.466 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 699], Speed: 18.427 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 799], Speed: 18.000 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 899], Speed: 18.457 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 999], Speed: 17.997 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1099], Speed: 18.798 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1199], Speed: 18.121 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.987,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1299], Speed: 17.633 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1399], Speed: 18.189 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1499], Speed: 18.609 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1599], Speed: 18.455 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1699], Speed: 18.603 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1799], Speed: 18.787 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1899], Speed: 18.526 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 1999], Speed: 18.517 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2099], Speed: 18.259 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2199], Speed: 18.138 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2299], Speed: 18.775 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.986,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2399], Speed: 18.669 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2499], Speed: 17.792 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2599], Speed: 18.578 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2699], Speed: 18.169 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2799], Speed: 18.641 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2899], Speed: 17.964 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 2999], Speed: 18.094 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3099], Speed: 18.308 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3199], Speed: 18.079 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3299], Speed: 18.226 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3399], Speed: 18.539 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.985,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3499], Speed: 18.561 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3599], Speed: 18.672 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3699], Speed: 18.030 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3799], Speed: 18.173 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.477
[Epoch 10][Batch 3899], Speed: 18.467 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.402,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 3999], Speed: 18.674 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4099], Speed: 18.487 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4199], Speed: 18.973 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4299], Speed: 18.704 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4399], Speed: 18.232 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4499], Speed: 18.454 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4599], Speed: 18.327 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.984,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4699], Speed: 18.179 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4799], Speed: 17.844 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4899], Speed: 18.788 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 4999], Speed: 18.433 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5099], Speed: 18.547 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5199], Speed: 17.843 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5299], Speed: 18.605 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5399], Speed: 18.547 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5499], Speed: 18.579 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5599], Speed: 18.323 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5699], Speed: 18.774 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5799], Speed: 18.571 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5899], Speed: 17.849 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.983,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 5999], Speed: 18.708 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6099], Speed: 18.236 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6199], Speed: 17.975 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6299], Speed: 18.568 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6399], Speed: 18.412 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6499], Speed: 18.313 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6599], Speed: 18.926 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6699], Speed: 18.601 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6799], Speed: 18.752 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6899], Speed: 18.682 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 6999], Speed: 18.843 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7099], Speed: 18.457 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.982,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7199], Speed: 18.553 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7299], Speed: 18.325 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7399], Speed: 18.070 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7499], Speed: 18.360 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7599], Speed: 18.074 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7699], Speed: 17.373 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7799], Speed: 18.802 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7899], Speed: 18.757 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 7999], Speed: 18.767 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8099], Speed: 18.832 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8199], Speed: 18.220 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8299], Speed: 18.024 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8399], Speed: 18.312 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.981,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8499], Speed: 18.272 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8599], Speed: 18.772 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8699], Speed: 18.338 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8799], Speed: 18.476 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8899], Speed: 18.514 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 8999], Speed: 18.335 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.865,MaskFGAcc=0.476
[Epoch 10][Batch 9099], Speed: 18.104 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9199], Speed: 18.162 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9299], Speed: 18.895 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.316,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9399], Speed: 18.165 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9499], Speed: 17.968 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9599], Speed: 17.991 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9699], Speed: 18.548 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9799], Speed: 18.688 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.980,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9899], Speed: 18.405 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 9999], Speed: 17.751 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10099], Speed: 18.309 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10199], Speed: 18.286 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10299], Speed: 18.560 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10399], Speed: 18.899 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10499], Speed: 18.485 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10599], Speed: 18.497 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10699], Speed: 18.324 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10799], Speed: 18.525 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10899], Speed: 18.831 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 10999], Speed: 18.083 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11099], Speed: 18.576 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11199], Speed: 18.332 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.979,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11299], Speed: 18.094 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11399], Speed: 18.636 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11499], Speed: 18.531 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11599], Speed: 18.582 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11699], Speed: 18.467 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11799], Speed: 18.320 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11899], Speed: 18.440 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 11999], Speed: 17.855 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12099], Speed: 18.896 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12199], Speed: 18.077 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12299], Speed: 18.569 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12399], Speed: 18.697 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12499], Speed: 18.275 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.978,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12599], Speed: 18.226 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.317,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12699], Speed: 18.521 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12799], Speed: 17.640 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12899], Speed: 17.981 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 12999], Speed: 18.751 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13099], Speed: 18.117 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13199], Speed: 18.681 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13299], Speed: 18.665 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13399], Speed: 18.039 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13499], Speed: 18.413 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13599], Speed: 18.479 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13699], Speed: 18.280 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13799], Speed: 18.601 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13899], Speed: 18.458 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.977,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 13999], Speed: 18.269 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14099], Speed: 18.307 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.893,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14199], Speed: 17.994 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14299], Speed: 18.664 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14399], Speed: 17.715 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14499], Speed: 17.764 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10][Batch 14599], Speed: 18.253 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 10] Training cost: 6382.593, RPN_Conf=0.122,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.318,RCNN_SmoothL1=0.150,RCNN_Mask=0.280
[Epoch 10] Saving parameters to mask_rcnn_resnet18_v1b_coco_0010_0.0000.params
[Epoch 11][Batch 99], Speed: 17.939 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.319,RCNN_SmoothL1=0.154,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 199], Speed: 18.116 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.151,RCNN_Mask=0.281,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 299], Speed: 18.559 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 399], Speed: 18.260 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.150,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 499], Speed: 18.606 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.149,RCNN_Mask=0.280,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 599], Speed: 18.697 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 699], Speed: 18.082 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.976,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 799], Speed: 18.552 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 899], Speed: 18.787 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.401,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 999], Speed: 18.466 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1099], Speed: 18.542 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1199], Speed: 18.089 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1299], Speed: 18.639 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1399], Speed: 17.979 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1499], Speed: 18.102 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.476
[Epoch 11][Batch 1599], Speed: 17.803 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 1699], Speed: 18.375 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 1799], Speed: 18.457 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 1899], Speed: 18.925 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 1999], Speed: 18.263 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.975,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2099], Speed: 18.310 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2199], Speed: 18.106 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2299], Speed: 17.957 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2399], Speed: 18.871 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2499], Speed: 18.804 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2599], Speed: 18.567 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2699], Speed: 18.486 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2799], Speed: 18.350 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2899], Speed: 18.131 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 2999], Speed: 18.795 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3099], Speed: 17.784 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3199], Speed: 19.195 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3299], Speed: 19.058 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.974,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3399], Speed: 18.114 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3499], Speed: 18.639 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3599], Speed: 18.101 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3699], Speed: 17.698 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3799], Speed: 17.481 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3899], Speed: 18.041 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 3999], Speed: 18.328 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4099], Speed: 17.970 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4199], Speed: 18.530 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4299], Speed: 18.317 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4399], Speed: 17.972 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4499], Speed: 18.548 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4599], Speed: 18.001 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4699], Speed: 18.365 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.973,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4799], Speed: 18.137 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4899], Speed: 18.232 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 4999], Speed: 18.012 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5099], Speed: 17.946 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5199], Speed: 18.106 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5299], Speed: 17.922 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5399], Speed: 17.964 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5499], Speed: 18.442 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5599], Speed: 17.874 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5699], Speed: 18.003 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5799], Speed: 18.421 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5899], Speed: 18.390 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 5999], Speed: 18.485 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.278,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6099], Speed: 18.075 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.972,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6199], Speed: 17.755 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6299], Speed: 18.232 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6399], Speed: 18.642 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6499], Speed: 18.144 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6599], Speed: 18.436 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6699], Speed: 18.097 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6799], Speed: 18.455 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6899], Speed: 18.475 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 6999], Speed: 18.461 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7099], Speed: 18.550 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7199], Speed: 18.039 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7299], Speed: 18.022 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7399], Speed: 18.254 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7499], Speed: 17.845 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7599], Speed: 17.945 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.971,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7699], Speed: 18.776 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7799], Speed: 18.760 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7899], Speed: 18.779 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 7999], Speed: 18.362 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 8099], Speed: 18.240 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 8199], Speed: 18.441 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.866,MaskFGAcc=0.475
[Epoch 11][Batch 8299], Speed: 18.361 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8399], Speed: 18.461 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8499], Speed: 19.282 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8599], Speed: 18.787 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8699], Speed: 18.508 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8799], Speed: 18.222 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8899], Speed: 17.979 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 8999], Speed: 17.981 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.970,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9099], Speed: 18.664 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9199], Speed: 18.639 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.946,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9299], Speed: 18.367 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9399], Speed: 18.128 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9499], Speed: 17.851 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9599], Speed: 18.307 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9699], Speed: 18.489 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9799], Speed: 19.042 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9899], Speed: 17.990 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 9999], Speed: 18.369 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10099], Speed: 18.990 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10199], Speed: 18.487 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10299], Speed: 18.781 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10399], Speed: 18.488 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10499], Speed: 18.124 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10599], Speed: 17.541 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.969,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10699], Speed: 18.314 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10799], Speed: 18.494 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10899], Speed: 18.520 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 10999], Speed: 18.335 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11099], Speed: 18.576 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11199], Speed: 18.260 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11299], Speed: 18.591 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11399], Speed: 18.492 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11499], Speed: 18.940 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11599], Speed: 18.425 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11699], Speed: 18.773 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11799], Speed: 18.343 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11899], Speed: 18.415 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 11999], Speed: 18.562 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12099], Speed: 18.326 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.968,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12199], Speed: 18.073 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12299], Speed: 18.323 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.314,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12399], Speed: 18.227 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12499], Speed: 18.332 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12599], Speed: 17.993 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12699], Speed: 18.542 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12799], Speed: 18.780 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12899], Speed: 18.963 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 12999], Speed: 18.830 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13099], Speed: 18.549 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13199], Speed: 18.137 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13299], Speed: 18.296 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13399], Speed: 18.294 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13499], Speed: 18.131 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13599], Speed: 18.945 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.400,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13699], Speed: 18.545 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.967,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13799], Speed: 18.626 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13899], Speed: 18.564 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 13999], Speed: 18.520 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14099], Speed: 18.131 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14199], Speed: 17.784 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14299], Speed: 18.437 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14399], Speed: 18.658 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14499], Speed: 19.467 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11][Batch 14599], Speed: 18.317 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 11] Training cost: 6388.127, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.315,RCNN_SmoothL1=0.149,RCNN_Mask=0.279
[Epoch 11] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.241
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.422
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.250
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.109
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.277
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.344
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.244
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.380
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.393
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.198
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.441
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.556
~~~~ Mean AP for bbox ~~~~
=24.1
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.231
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.397
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.238
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.085
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.262
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.348
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.238
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.363
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.375
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.165
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.422
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.562
~~~~ Mean AP for segm ~~~~
=23.1
[Epoch 11] mAP 23.1 higher than current best [22.3] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 11] Saving parameters to mask_rcnn_resnet18_v1b_coco_0011_23.1000.params
[Epoch 12][Batch 99], Speed: 17.945 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.300,RCNN_SmoothL1=0.143,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 199], Speed: 18.334 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.280,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 299], Speed: 18.602 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.281,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 399], Speed: 18.795 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 499], Speed: 18.557 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.966,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 599], Speed: 18.135 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 699], Speed: 18.302 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 799], Speed: 18.262 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 899], Speed: 18.740 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 999], Speed: 18.864 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.145,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1099], Speed: 18.449 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.145,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1199], Speed: 17.870 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1299], Speed: 18.874 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1399], Speed: 18.257 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1499], Speed: 18.607 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1599], Speed: 18.488 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1699], Speed: 18.141 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1799], Speed: 18.316 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1899], Speed: 18.520 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.965,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 1999], Speed: 18.937 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 2099], Speed: 18.440 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 2199], Speed: 18.161 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.475
[Epoch 12][Batch 2299], Speed: 18.552 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2399], Speed: 18.016 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2499], Speed: 18.424 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2599], Speed: 18.454 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2699], Speed: 18.424 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2799], Speed: 18.489 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2899], Speed: 18.539 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 2999], Speed: 18.775 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3099], Speed: 18.115 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3199], Speed: 18.396 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3299], Speed: 18.469 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3399], Speed: 18.671 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3499], Speed: 18.113 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.964,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3599], Speed: 18.048 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3699], Speed: 17.988 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3799], Speed: 18.260 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3899], Speed: 18.295 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 3999], Speed: 18.684 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4099], Speed: 18.384 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4199], Speed: 18.099 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4299], Speed: 18.149 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4399], Speed: 18.594 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4499], Speed: 18.447 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4599], Speed: 18.098 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4699], Speed: 18.662 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4799], Speed: 18.215 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4899], Speed: 18.224 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 4999], Speed: 18.398 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5099], Speed: 18.236 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.963,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5199], Speed: 18.748 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5299], Speed: 18.900 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5399], Speed: 18.350 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5499], Speed: 17.779 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5599], Speed: 18.201 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5699], Speed: 18.112 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5799], Speed: 18.350 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5899], Speed: 18.428 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 5999], Speed: 18.547 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6099], Speed: 18.905 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6199], Speed: 18.440 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6299], Speed: 17.674 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6399], Speed: 18.299 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6499], Speed: 18.356 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6599], Speed: 18.362 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6699], Speed: 18.555 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.962,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6799], Speed: 18.123 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6899], Speed: 18.228 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 6999], Speed: 18.447 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7099], Speed: 18.789 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7199], Speed: 18.251 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7299], Speed: 18.796 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7399], Speed: 18.573 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7499], Speed: 18.335 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7599], Speed: 18.363 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7699], Speed: 18.444 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7799], Speed: 18.239 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7899], Speed: 18.384 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 7999], Speed: 18.404 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8099], Speed: 18.311 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8199], Speed: 17.840 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8299], Speed: 18.610 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.961,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8399], Speed: 18.332 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8499], Speed: 18.620 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8599], Speed: 18.835 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8699], Speed: 18.341 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8799], Speed: 18.128 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8899], Speed: 18.274 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 8999], Speed: 18.011 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 9099], Speed: 17.670 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 9199], Speed: 18.310 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 9299], Speed: 18.329 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 9399], Speed: 18.580 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.867,MaskFGAcc=0.474
[Epoch 12][Batch 9499], Speed: 18.084 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 9599], Speed: 18.856 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 9699], Speed: 18.335 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 9799], Speed: 17.939 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 9899], Speed: 18.443 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.960,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 9999], Speed: 18.936 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10099], Speed: 18.624 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10199], Speed: 17.964 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10299], Speed: 18.272 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10399], Speed: 18.319 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10499], Speed: 18.548 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10599], Speed: 17.823 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10699], Speed: 18.710 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10799], Speed: 17.969 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10899], Speed: 18.953 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 10999], Speed: 18.310 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11099], Speed: 19.063 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11199], Speed: 18.811 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11299], Speed: 18.342 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11399], Speed: 18.087 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11499], Speed: 18.334 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11599], Speed: 18.668 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11699], Speed: 18.681 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.959,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11799], Speed: 18.441 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.894,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11899], Speed: 18.565 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 11999], Speed: 18.284 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12099], Speed: 17.748 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12199], Speed: 18.371 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12299], Speed: 18.319 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12399], Speed: 18.104 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12499], Speed: 18.403 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12599], Speed: 18.818 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12699], Speed: 18.428 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12799], Speed: 18.208 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12899], Speed: 18.869 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 12999], Speed: 18.432 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13099], Speed: 18.314 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13199], Speed: 19.217 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13299], Speed: 18.306 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13399], Speed: 18.371 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13499], Speed: 18.507 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.958,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13599], Speed: 18.481 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.399,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13699], Speed: 19.153 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13799], Speed: 18.980 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13899], Speed: 18.674 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 13999], Speed: 18.607 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14099], Speed: 18.449 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14199], Speed: 18.065 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14299], Speed: 18.168 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14399], Speed: 18.119 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14499], Speed: 18.421 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12][Batch 14599], Speed: 18.051 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 12] Training cost: 6374.793, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.313,RCNN_SmoothL1=0.148,RCNN_Mask=0.278
[Epoch 12] Saving parameters to mask_rcnn_resnet18_v1b_coco_0012_0.0000.params
[Epoch 13][Batch 99], Speed: 17.956 samples/sec, RPN_Conf=0.122,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.278,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 199], Speed: 18.008 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 299], Speed: 18.106 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 399], Speed: 18.470 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.299,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 499], Speed: 18.134 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.957,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 599], Speed: 18.162 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 699], Speed: 18.203 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.301,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 799], Speed: 17.909 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.144,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 899], Speed: 18.217 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.144,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 999], Speed: 18.237 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1099], Speed: 18.242 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1199], Speed: 17.997 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1299], Speed: 18.445 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1399], Speed: 17.972 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1499], Speed: 18.550 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1599], Speed: 19.201 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1699], Speed: 18.218 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1799], Speed: 17.989 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1899], Speed: 18.466 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 1999], Speed: 18.129 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2099], Speed: 18.093 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2199], Speed: 18.020 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.956,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2299], Speed: 18.159 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2399], Speed: 18.163 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2499], Speed: 17.695 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2599], Speed: 18.258 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2699], Speed: 18.747 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2799], Speed: 17.825 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2899], Speed: 18.607 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.147,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 2999], Speed: 17.835 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3099], Speed: 18.312 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3199], Speed: 18.008 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3299], Speed: 18.128 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3399], Speed: 18.608 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3499], Speed: 17.926 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3599], Speed: 18.311 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3699], Speed: 18.964 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3799], Speed: 18.311 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.955,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3899], Speed: 18.087 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 3999], Speed: 18.460 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4099], Speed: 18.091 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4199], Speed: 17.983 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4299], Speed: 17.831 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4399], Speed: 18.114 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4499], Speed: 18.219 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4599], Speed: 17.735 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4699], Speed: 18.438 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4799], Speed: 18.644 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4899], Speed: 18.186 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 4999], Speed: 17.985 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5099], Speed: 17.444 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5199], Speed: 17.361 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5299], Speed: 17.964 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5399], Speed: 18.453 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5499], Speed: 18.391 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.954,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5599], Speed: 18.441 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5699], Speed: 17.891 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5799], Speed: 18.092 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5899], Speed: 18.470 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 5999], Speed: 18.490 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6099], Speed: 18.252 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6199], Speed: 18.917 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6299], Speed: 18.465 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6399], Speed: 18.974 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6499], Speed: 23.168 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6599], Speed: 23.613 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6699], Speed: 23.079 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.474
[Epoch 13][Batch 6799], Speed: 23.744 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 6899], Speed: 23.885 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 6999], Speed: 23.752 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7099], Speed: 23.961 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7199], Speed: 24.043 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7299], Speed: 23.917 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.953,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7399], Speed: 23.917 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7499], Speed: 23.985 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7599], Speed: 23.701 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7699], Speed: 23.498 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7799], Speed: 23.979 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7899], Speed: 23.914 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 7999], Speed: 23.763 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8099], Speed: 23.836 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8199], Speed: 23.752 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8299], Speed: 23.483 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8399], Speed: 23.977 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8499], Speed: 23.846 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8599], Speed: 23.613 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8699], Speed: 23.742 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8799], Speed: 23.938 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8899], Speed: 23.910 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 8999], Speed: 23.744 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9099], Speed: 23.530 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.952,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9199], Speed: 23.651 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9299], Speed: 23.794 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9399], Speed: 23.752 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9499], Speed: 23.932 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9599], Speed: 23.832 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9699], Speed: 23.778 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9799], Speed: 23.581 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9899], Speed: 23.841 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 9999], Speed: 23.901 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10099], Speed: 24.299 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10199], Speed: 23.727 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10299], Speed: 23.943 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10399], Speed: 23.569 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10499], Speed: 23.435 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10599], Speed: 23.637 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10699], Speed: 23.415 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10799], Speed: 23.232 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10899], Speed: 23.727 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.951,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 10999], Speed: 23.857 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11099], Speed: 23.854 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11199], Speed: 23.299 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11299], Speed: 23.044 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11399], Speed: 23.196 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11499], Speed: 22.799 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11599], Speed: 22.831 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11699], Speed: 22.817 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11799], Speed: 23.122 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11899], Speed: 23.266 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 11999], Speed: 23.260 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 12099], Speed: 23.588 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 12199], Speed: 23.474 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 12299], Speed: 23.247 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 12399], Speed: 23.470 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.868,MaskFGAcc=0.473
[Epoch 13][Batch 12499], Speed: 24.177 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 12599], Speed: 23.647 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 12699], Speed: 23.426 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 12799], Speed: 23.336 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.950,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 12899], Speed: 23.708 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 12999], Speed: 23.713 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13099], Speed: 23.596 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13199], Speed: 23.280 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13299], Speed: 22.250 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13399], Speed: 23.384 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13499], Speed: 23.595 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13599], Speed: 23.533 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13699], Speed: 23.308 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13799], Speed: 23.370 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.398,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13899], Speed: 23.468 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 13999], Speed: 23.322 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14099], Speed: 23.293 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14199], Speed: 23.325 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14299], Speed: 23.174 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14399], Speed: 23.363 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14499], Speed: 23.110 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13][Batch 14599], Speed: 23.318 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 13] Training cost: 5615.559, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.311,RCNN_SmoothL1=0.147,RCNN_Mask=0.277
[Epoch 13] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.253
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.435
 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 ] = 0.281
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.360
 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 ] = 0.391
 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 ] = 0.221
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.448
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.566
~~~~ Mean AP for bbox ~~~~
=25.3
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.238
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.408
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.248
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.096
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.265
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.359
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.242
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.368
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.382
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.185
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.421
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.557
~~~~ Mean AP for segm ~~~~
=23.8
[Epoch 13] mAP 23.8 higher than current best [23.1] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 13] Saving parameters to mask_rcnn_resnet18_v1b_coco_0013_23.8000.params
[Epoch 14][Batch 99], Speed: 22.954 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.144,RCNN_Mask=0.272,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 199], Speed: 23.887 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.949,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 299], Speed: 24.689 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.148,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 399], Speed: 24.456 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 499], Speed: 24.321 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 599], Speed: 24.458 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 699], Speed: 24.592 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 799], Speed: 24.264 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 899], Speed: 24.402 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 999], Speed: 24.646 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.101,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1099], Speed: 24.342 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1199], Speed: 24.264 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1299], Speed: 24.699 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1399], Speed: 24.369 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1499], Speed: 24.489 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1599], Speed: 24.082 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1699], Speed: 23.886 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1799], Speed: 23.715 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1899], Speed: 24.349 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.948,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 1999], Speed: 24.603 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2099], Speed: 24.359 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2199], Speed: 24.041 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2299], Speed: 24.177 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2399], Speed: 23.785 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2499], Speed: 23.842 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2599], Speed: 23.873 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2699], Speed: 23.734 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2799], Speed: 23.507 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2899], Speed: 23.642 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 2999], Speed: 23.702 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3099], Speed: 23.532 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3199], Speed: 23.685 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3299], Speed: 23.574 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3399], Speed: 23.668 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3499], Speed: 23.521 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3599], Speed: 23.570 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3699], Speed: 23.735 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.947,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3799], Speed: 23.567 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3899], Speed: 23.715 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 3999], Speed: 23.734 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4099], Speed: 23.573 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4199], Speed: 23.515 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4299], Speed: 23.808 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4399], Speed: 23.739 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4499], Speed: 23.768 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4599], Speed: 23.612 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4699], Speed: 23.647 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4799], Speed: 23.718 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4899], Speed: 23.791 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 4999], Speed: 23.826 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5099], Speed: 23.535 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5199], Speed: 23.598 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5299], Speed: 23.889 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5399], Speed: 23.776 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5499], Speed: 23.860 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5599], Speed: 23.809 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.946,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5699], Speed: 24.204 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5799], Speed: 23.770 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5899], Speed: 23.587 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 5999], Speed: 23.499 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6099], Speed: 23.730 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6199], Speed: 23.706 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6299], Speed: 23.568 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6399], Speed: 23.737 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6499], Speed: 23.738 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6599], Speed: 23.538 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6699], Speed: 23.616 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6799], Speed: 23.516 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6899], Speed: 23.673 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 6999], Speed: 23.797 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7099], Speed: 23.907 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7199], Speed: 23.552 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7299], Speed: 23.857 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7399], Speed: 23.538 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7499], Speed: 23.743 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7599], Speed: 23.793 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7699], Speed: 23.595 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.945,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7799], Speed: 23.499 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7899], Speed: 23.494 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 7999], Speed: 23.563 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8099], Speed: 23.716 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8199], Speed: 23.470 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8299], Speed: 23.444 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8399], Speed: 23.434 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8499], Speed: 23.482 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8599], Speed: 23.699 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8699], Speed: 23.637 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.947,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8799], Speed: 23.693 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8899], Speed: 23.769 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 8999], Speed: 23.855 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9099], Speed: 22.396 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9199], Speed: 23.842 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9299], Speed: 24.122 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9399], Speed: 23.708 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9499], Speed: 23.420 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9599], Speed: 23.559 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9699], Speed: 23.831 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.944,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9799], Speed: 23.799 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9899], Speed: 23.679 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 9999], Speed: 23.733 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10099], Speed: 23.618 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10199], Speed: 23.749 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10299], Speed: 23.668 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10399], Speed: 23.481 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10499], Speed: 23.667 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10599], Speed: 23.352 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10699], Speed: 23.748 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10799], Speed: 23.547 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10899], Speed: 23.554 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 10999], Speed: 23.522 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11099], Speed: 23.678 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11199], Speed: 23.438 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11299], Speed: 23.430 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11399], Speed: 23.509 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11499], Speed: 23.632 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11599], Speed: 24.109 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11699], Speed: 23.728 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11799], Speed: 23.695 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.943,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11899], Speed: 23.548 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 11999], Speed: 23.535 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12099], Speed: 23.643 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12199], Speed: 23.876 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12299], Speed: 23.802 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12399], Speed: 23.984 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12499], Speed: 24.112 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12599], Speed: 24.170 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12699], Speed: 24.195 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12799], Speed: 24.071 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12899], Speed: 24.033 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.309,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 12999], Speed: 24.064 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13099], Speed: 24.267 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13199], Speed: 24.206 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13299], Speed: 24.031 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13399], Speed: 24.425 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13499], Speed: 24.432 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13599], Speed: 24.075 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13699], Speed: 24.082 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13799], Speed: 24.089 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13899], Speed: 24.211 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.942,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 13999], Speed: 24.114 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14099], Speed: 23.904 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14199], Speed: 24.552 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14299], Speed: 24.117 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14399], Speed: 24.414 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14499], Speed: 24.432 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.147,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14][Batch 14599], Speed: 24.662 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 14] Training cost: 4919.524, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.310,RCNN_SmoothL1=0.146,RCNN_Mask=0.276
[Epoch 14] Saving parameters to mask_rcnn_resnet18_v1b_coco_0014_0.0000.params
[Epoch 15][Batch 99], Speed: 23.048 samples/sec, RPN_Conf=0.123,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 199], Speed: 24.261 samples/sec, RPN_Conf=0.124,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.148,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 299], Speed: 24.433 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.272,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 399], Speed: 24.463 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 499], Speed: 24.056 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 599], Speed: 24.265 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.147,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 699], Speed: 24.562 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 799], Speed: 24.325 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 899], Speed: 24.164 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 999], Speed: 24.441 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 1099], Speed: 24.288 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 1199], Speed: 24.333 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.895,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 1299], Speed: 24.159 samples/sec, RPN_Conf=0.121,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.896,RCNNL1Loss=0.941,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 1399], Speed: 24.201 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.473
[Epoch 15][Batch 1499], Speed: 24.102 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 1599], Speed: 24.358 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 1699], Speed: 24.231 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.397,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 1799], Speed: 24.540 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 1899], Speed: 24.189 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 1999], Speed: 24.163 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2099], Speed: 24.604 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2199], Speed: 24.157 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2299], Speed: 24.424 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2399], Speed: 24.191 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2499], Speed: 24.220 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2599], Speed: 24.597 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2699], Speed: 24.331 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2799], Speed: 24.398 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.100,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2899], Speed: 24.671 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 2999], Speed: 24.491 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 3099], Speed: 24.259 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 3199], Speed: 24.441 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 3299], Speed: 24.270 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.940,MaskAcc=0.869,MaskFGAcc=0.472
[Epoch 15][Batch 3399], Speed: 24.313 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3499], Speed: 24.718 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3599], Speed: 24.231 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3699], Speed: 24.280 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3799], Speed: 24.403 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3899], Speed: 24.382 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 3999], Speed: 24.233 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4099], Speed: 24.354 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4199], Speed: 24.268 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4299], Speed: 23.994 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4399], Speed: 24.350 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4499], Speed: 24.487 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4599], Speed: 24.691 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4699], Speed: 24.221 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4799], Speed: 24.545 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4899], Speed: 24.455 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 4999], Speed: 24.497 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5099], Speed: 23.953 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5199], Speed: 24.330 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5299], Speed: 24.388 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5399], Speed: 24.165 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5499], Speed: 24.337 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.939,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5599], Speed: 24.260 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5699], Speed: 24.545 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5799], Speed: 24.298 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5899], Speed: 24.365 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 5999], Speed: 24.771 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6099], Speed: 24.569 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6199], Speed: 24.044 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6299], Speed: 24.293 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6399], Speed: 24.213 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6499], Speed: 24.258 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6599], Speed: 24.497 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6699], Speed: 24.579 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6799], Speed: 24.573 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6899], Speed: 24.544 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 6999], Speed: 24.494 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7099], Speed: 24.184 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7199], Speed: 24.269 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7299], Speed: 24.487 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7399], Speed: 24.612 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7499], Speed: 24.423 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7599], Speed: 24.398 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7699], Speed: 24.489 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.938,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7799], Speed: 24.215 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7899], Speed: 24.400 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 7999], Speed: 24.166 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8099], Speed: 24.257 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8199], Speed: 24.238 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8299], Speed: 24.519 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8399], Speed: 24.408 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8499], Speed: 24.267 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8599], Speed: 24.349 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8699], Speed: 24.042 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8799], Speed: 24.176 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8899], Speed: 24.247 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 8999], Speed: 24.337 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9099], Speed: 24.196 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9199], Speed: 24.403 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9299], Speed: 24.498 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9399], Speed: 24.293 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9499], Speed: 24.177 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9599], Speed: 24.184 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9699], Speed: 24.257 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9799], Speed: 24.267 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9899], Speed: 24.311 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 9999], Speed: 24.215 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.937,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10099], Speed: 24.267 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10199], Speed: 24.457 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10299], Speed: 24.286 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10399], Speed: 24.060 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10499], Speed: 24.040 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10599], Speed: 24.401 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10699], Speed: 24.411 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10799], Speed: 24.105 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10899], Speed: 24.543 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 10999], Speed: 24.135 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11099], Speed: 24.255 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11199], Speed: 24.457 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11299], Speed: 24.664 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11399], Speed: 24.682 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11499], Speed: 24.008 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11599], Speed: 24.273 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11699], Speed: 24.353 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11799], Speed: 24.444 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11899], Speed: 24.376 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 11999], Speed: 24.056 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12099], Speed: 24.236 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12199], Speed: 24.227 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.936,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12299], Speed: 24.165 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12399], Speed: 24.261 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12499], Speed: 24.232 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12599], Speed: 24.602 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12699], Speed: 24.119 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12799], Speed: 24.393 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12899], Speed: 24.522 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 12999], Speed: 24.105 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13099], Speed: 24.358 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13199], Speed: 24.366 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13299], Speed: 24.016 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13399], Speed: 24.189 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13499], Speed: 24.282 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13599], Speed: 24.285 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13699], Speed: 24.148 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13799], Speed: 24.144 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13899], Speed: 24.214 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 13999], Speed: 24.595 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14099], Speed: 24.208 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14199], Speed: 24.321 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14299], Speed: 24.147 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14399], Speed: 24.310 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14499], Speed: 24.394 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.935,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15][Batch 14599], Speed: 24.414 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 15] Training cost: 4822.794, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.308,RCNN_SmoothL1=0.146,RCNN_Mask=0.275
[Epoch 15] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.252
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.437
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.261
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.123
 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 ] = 0.345
 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 ] = 0.414
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.440
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.263
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.496
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.582
~~~~ Mean AP for bbox ~~~~
=25.2
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.236
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.410
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.241
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.096
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.263
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.346
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.243
 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 ] = 0.410
 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 ] = 0.464
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.572
~~~~ Mean AP for segm ~~~~
=23.6
[Epoch 15] Saving parameters to mask_rcnn_resnet18_v1b_coco_0015_23.6000.params
[Epoch 16][Batch 99], Speed: 23.738 samples/sec, RPN_Conf=0.125,RPN_SmoothL1=0.099,RCNN_CrossEntropy=0.312,RCNN_SmoothL1=0.153,RCNN_Mask=0.276,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 199], Speed: 24.382 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.146,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 299], Speed: 24.343 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.147,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 399], Speed: 24.705 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.303,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 499], Speed: 24.433 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.096,RCNN_CrossEntropy=0.302,RCNN_SmoothL1=0.145,RCNN_Mask=0.272,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 599], Speed: 24.293 samples/sec, RPN_Conf=0.120,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 699], Speed: 24.237 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 799], Speed: 24.309 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 899], Speed: 24.597 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.144,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 999], Speed: 24.306 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1099], Speed: 24.386 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1199], Speed: 24.358 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1299], Speed: 24.418 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1399], Speed: 24.340 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1499], Speed: 24.460 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1599], Speed: 24.231 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1699], Speed: 24.361 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.147,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1799], Speed: 24.621 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1899], Speed: 24.344 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 1999], Speed: 24.565 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2099], Speed: 24.523 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2199], Speed: 24.428 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.934,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2299], Speed: 24.639 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2399], Speed: 24.323 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2499], Speed: 24.285 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2599], Speed: 24.408 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.146,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2699], Speed: 24.481 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2799], Speed: 24.359 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2899], Speed: 24.695 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 2999], Speed: 24.326 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3099], Speed: 24.511 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3199], Speed: 24.529 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3299], Speed: 24.479 samples/sec, RPN_Conf=0.117,RPN_SmoothL1=0.097,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.273,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3399], Speed: 24.193 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.304,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3499], Speed: 24.327 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3599], Speed: 24.422 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3699], Speed: 24.646 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3799], Speed: 24.425 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3899], Speed: 24.363 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 3999], Speed: 24.779 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4099], Speed: 24.238 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4199], Speed: 24.278 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4299], Speed: 24.342 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4399], Speed: 24.313 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.933,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4499], Speed: 24.686 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4599], Speed: 23.995 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4699], Speed: 24.477 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4799], Speed: 24.538 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4899], Speed: 24.387 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 4999], Speed: 24.774 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5099], Speed: 24.579 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5199], Speed: 24.109 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5299], Speed: 24.445 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5399], Speed: 24.586 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5499], Speed: 24.774 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5599], Speed: 24.553 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5699], Speed: 24.598 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5799], Speed: 24.420 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5899], Speed: 24.466 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 5999], Speed: 24.344 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6099], Speed: 24.480 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.396,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6199], Speed: 24.229 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6299], Speed: 24.172 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6399], Speed: 24.428 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6499], Speed: 24.462 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6599], Speed: 24.367 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.932,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6699], Speed: 24.604 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6799], Speed: 24.382 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6899], Speed: 24.235 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 6999], Speed: 24.370 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7099], Speed: 24.640 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7199], Speed: 24.539 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7299], Speed: 24.469 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7399], Speed: 24.306 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7499], Speed: 24.387 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7599], Speed: 24.552 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7699], Speed: 24.565 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7799], Speed: 24.513 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7899], Speed: 24.505 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 7999], Speed: 24.823 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8099], Speed: 24.150 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8199], Speed: 24.453 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8299], Speed: 24.592 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8399], Speed: 24.546 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8499], Speed: 24.520 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8599], Speed: 24.304 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8699], Speed: 24.391 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8799], Speed: 24.580 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8899], Speed: 24.428 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 8999], Speed: 24.142 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.931,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9099], Speed: 24.322 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9199], Speed: 24.370 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9299], Speed: 24.386 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9399], Speed: 24.212 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9499], Speed: 24.353 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9599], Speed: 24.471 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9699], Speed: 24.418 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.305,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9799], Speed: 24.326 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9899], Speed: 24.286 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 9999], Speed: 24.273 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10099], Speed: 24.155 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10199], Speed: 24.509 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10299], Speed: 24.624 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10399], Speed: 24.357 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10499], Speed: 24.107 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10599], Speed: 24.517 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10699], Speed: 24.405 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10799], Speed: 24.121 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10899], Speed: 24.282 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 10999], Speed: 24.173 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11099], Speed: 24.174 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11199], Speed: 24.515 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11299], Speed: 24.499 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11399], Speed: 24.412 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11499], Speed: 24.356 samples/sec, RPN_Conf=0.118,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.930,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11599], Speed: 24.734 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11699], Speed: 24.294 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.870,MaskFGAcc=0.472
[Epoch 16][Batch 11799], Speed: 24.207 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 11899], Speed: 24.570 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 11999], Speed: 24.380 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12099], Speed: 24.750 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12199], Speed: 24.504 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12299], Speed: 24.345 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12399], Speed: 24.247 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.306,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12499], Speed: 24.600 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12599], Speed: 24.585 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12699], Speed: 24.473 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12799], Speed: 24.746 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12899], Speed: 24.681 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 12999], Speed: 24.374 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13099], Speed: 24.279 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13199], Speed: 24.516 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13299], Speed: 24.501 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13399], Speed: 24.496 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13499], Speed: 24.476 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.274,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13599], Speed: 24.341 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13699], Speed: 24.539 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13799], Speed: 24.341 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13899], Speed: 24.296 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 13999], Speed: 24.523 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14099], Speed: 24.545 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14199], Speed: 24.428 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.929,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14299], Speed: 24.553 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14399], Speed: 24.227 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14499], Speed: 24.447 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16][Batch 14599], Speed: 24.411 samples/sec, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 16] Training cost: 4801.571, RPN_Conf=0.119,RPN_SmoothL1=0.098,RCNN_CrossEntropy=0.307,RCNN_SmoothL1=0.145,RCNN_Mask=0.275
[Epoch 16] Saving parameters to mask_rcnn_resnet18_v1b_coco_0016_0.0000.params
[Epoch 17] Set learning rate to 0.001
[Epoch 17][Batch 99], Speed: 23.383 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.285,RCNN_SmoothL1=0.134,RCNN_Mask=0.270,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 17][Batch 199], Speed: 24.211 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.095,RCNN_CrossEntropy=0.280,RCNN_SmoothL1=0.135,RCNN_Mask=0.268,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 17][Batch 299], Speed: 24.199 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.135,RCNN_Mask=0.267,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 17][Batch 399], Speed: 24.013 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.278,RCNN_SmoothL1=0.136,RCNN_Mask=0.266,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.472
[Epoch 17][Batch 499], Speed: 24.321 samples/sec, RPN_Conf=0.114,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.277,RCNN_SmoothL1=0.136,RCNN_Mask=0.266,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 599], Speed: 24.109 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.275,RCNN_SmoothL1=0.135,RCNN_Mask=0.265,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 699], Speed: 24.251 samples/sec, RPN_Conf=0.113,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.274,RCNN_SmoothL1=0.135,RCNN_Mask=0.265,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 799], Speed: 24.157 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 899], Speed: 24.234 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 999], Speed: 24.282 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.272,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1099], Speed: 24.300 samples/sec, RPN_Conf=0.112,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1199], Speed: 24.097 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.928,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1299], Speed: 24.209 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.271,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1399], Speed: 24.216 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.134,RCNN_Mask=0.264,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1499], Speed: 24.673 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1599], Speed: 24.362 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1699], Speed: 24.191 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.270,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1799], Speed: 24.193 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1899], Speed: 24.533 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 1999], Speed: 24.040 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.269,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2099], Speed: 24.248 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2199], Speed: 24.537 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2299], Speed: 24.430 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.268,RCNN_SmoothL1=0.135,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2399], Speed: 24.406 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2499], Speed: 24.841 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2599], Speed: 24.629 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.927,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2699], Speed: 24.663 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2799], Speed: 24.565 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2899], Speed: 24.589 samples/sec, RPN_Conf=0.111,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.267,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 2999], Speed: 24.402 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3099], Speed: 24.451 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3199], Speed: 24.426 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.263,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3299], Speed: 24.624 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3399], Speed: 24.499 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.266,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3499], Speed: 24.659 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3599], Speed: 24.310 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3699], Speed: 24.699 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3799], Speed: 24.578 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.134,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3899], Speed: 24.395 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.926,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 3999], Speed: 24.498 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4099], Speed: 24.537 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4199], Speed: 24.543 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.265,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4299], Speed: 24.475 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4399], Speed: 24.617 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4499], Speed: 24.429 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.395,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4599], Speed: 24.485 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4699], Speed: 24.427 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4799], Speed: 24.618 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.896,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4899], Speed: 24.332 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 4999], Speed: 24.429 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5099], Speed: 24.300 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5199], Speed: 24.266 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.925,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5299], Speed: 24.284 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.264,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5399], Speed: 24.728 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5499], Speed: 24.386 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5599], Speed: 24.468 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5699], Speed: 24.640 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5799], Speed: 24.568 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5899], Speed: 24.501 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 5999], Speed: 24.571 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.262,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6099], Speed: 24.424 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6199], Speed: 24.244 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.263,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6299], Speed: 24.846 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6399], Speed: 24.452 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.924,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6499], Speed: 24.719 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6599], Speed: 24.765 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6699], Speed: 24.591 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6799], Speed: 24.661 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6899], Speed: 24.574 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 6999], Speed: 24.711 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7099], Speed: 24.507 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7199], Speed: 24.413 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7299], Speed: 24.150 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7399], Speed: 24.652 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7499], Speed: 24.229 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7599], Speed: 24.619 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7699], Speed: 24.440 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7799], Speed: 24.562 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.923,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7899], Speed: 24.436 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 7999], Speed: 24.629 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8099], Speed: 24.604 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.133,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8199], Speed: 24.491 samples/sec, RPN_Conf=0.110,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8299], Speed: 24.179 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8399], Speed: 24.479 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.262,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8499], Speed: 24.538 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8599], Speed: 24.637 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8699], Speed: 24.384 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8799], Speed: 24.350 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8899], Speed: 24.476 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 8999], Speed: 24.767 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9099], Speed: 24.794 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.922,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9199], Speed: 24.765 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9299], Speed: 24.701 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9399], Speed: 24.217 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9499], Speed: 24.806 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9599], Speed: 24.448 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.471
[Epoch 17][Batch 9699], Speed: 24.812 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 9799], Speed: 24.326 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 9899], Speed: 24.678 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 9999], Speed: 24.416 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10099], Speed: 24.472 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10199], Speed: 24.303 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10299], Speed: 24.521 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10399], Speed: 24.611 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.921,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10499], Speed: 24.408 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.261,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10599], Speed: 24.683 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10699], Speed: 24.494 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10799], Speed: 24.740 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10899], Speed: 24.239 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 10999], Speed: 24.350 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11099], Speed: 24.713 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11199], Speed: 24.313 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11299], Speed: 24.367 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11399], Speed: 24.673 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11499], Speed: 24.544 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11599], Speed: 24.521 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11699], Speed: 24.370 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.948,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.920,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11799], Speed: 24.239 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11899], Speed: 24.473 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.261,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 11999], Speed: 24.597 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12099], Speed: 24.404 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12199], Speed: 24.320 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12299], Speed: 24.467 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12399], Speed: 24.492 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12499], Speed: 24.223 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.132,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12599], Speed: 24.623 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.394,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12699], Speed: 24.580 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12799], Speed: 24.724 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12899], Speed: 24.464 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 12999], Speed: 24.522 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.919,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13099], Speed: 24.362 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13199], Speed: 24.494 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13299], Speed: 24.295 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13399], Speed: 24.416 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13499], Speed: 24.185 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13599], Speed: 24.645 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13699], Speed: 24.316 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13799], Speed: 24.745 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.260,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13899], Speed: 24.544 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.871,MaskFGAcc=0.470
[Epoch 17][Batch 13999], Speed: 24.493 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14099], Speed: 24.416 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14199], Speed: 24.375 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14299], Speed: 24.566 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.918,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14399], Speed: 24.314 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14499], Speed: 24.415 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17][Batch 14599], Speed: 24.499 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 17] Training cost: 4794.599, RPN_Conf=0.109,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.259,RCNN_SmoothL1=0.131,RCNN_Mask=0.260
[Epoch 17] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.300
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.494
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.317
 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 ] = 0.335
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.415
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.275
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.435
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.457
 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 ] = 0.508
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.623
~~~~ Mean AP for bbox ~~~~
=30.0
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.273
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.463
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.287
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.115
 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 ] = 0.402
 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 ] = 0.401
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.419
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.219
 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 ] = 0.604
~~~~ Mean AP for segm ~~~~
=27.3
[Epoch 17] mAP 27.3 higher than current best [23.8] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 17] Saving parameters to mask_rcnn_resnet18_v1b_coco_0017_27.3000.params
[Epoch 18][Batch 99], Speed: 23.536 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.261,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 199], Speed: 24.572 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 299], Speed: 24.686 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 399], Speed: 24.473 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 499], Speed: 24.582 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 599], Speed: 24.717 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 699], Speed: 24.565 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 799], Speed: 24.972 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.129,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 899], Speed: 24.561 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 999], Speed: 24.711 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.917,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1099], Speed: 24.712 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1199], Speed: 24.663 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1299], Speed: 25.079 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.130,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1399], Speed: 24.712 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1499], Speed: 24.516 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.130,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1599], Speed: 24.833 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.130,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1699], Speed: 24.549 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.259,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1799], Speed: 24.469 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1899], Speed: 24.825 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 1999], Speed: 24.632 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2099], Speed: 24.642 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2199], Speed: 24.948 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2299], Speed: 25.002 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.916,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2399], Speed: 24.852 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2499], Speed: 24.746 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2599], Speed: 24.524 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2699], Speed: 24.665 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2799], Speed: 24.528 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2899], Speed: 24.688 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 2999], Speed: 24.618 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 3099], Speed: 24.367 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 3199], Speed: 24.536 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.470
[Epoch 18][Batch 3299], Speed: 24.672 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3399], Speed: 24.828 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3499], Speed: 24.824 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3599], Speed: 24.729 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.915,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3699], Speed: 24.761 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.251,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3799], Speed: 25.028 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3899], Speed: 24.513 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 3999], Speed: 24.718 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4099], Speed: 24.901 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4199], Speed: 24.788 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4299], Speed: 24.573 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4399], Speed: 24.518 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4499], Speed: 24.641 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4599], Speed: 24.782 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4699], Speed: 24.752 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4799], Speed: 24.612 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4899], Speed: 24.562 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 4999], Speed: 24.543 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.914,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5099], Speed: 24.812 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5199], Speed: 24.579 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5299], Speed: 24.522 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5399], Speed: 24.520 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5499], Speed: 24.757 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.393,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5599], Speed: 24.654 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5699], Speed: 24.932 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5799], Speed: 24.656 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.897,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5899], Speed: 24.605 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 5999], Speed: 24.546 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6099], Speed: 24.637 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6199], Speed: 24.558 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6299], Speed: 24.598 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6399], Speed: 24.932 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.913,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6499], Speed: 24.500 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6599], Speed: 24.452 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6699], Speed: 24.292 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6799], Speed: 24.451 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6899], Speed: 24.685 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 6999], Speed: 24.757 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7099], Speed: 24.701 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7199], Speed: 24.504 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7299], Speed: 24.691 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7399], Speed: 24.624 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7499], Speed: 24.737 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7599], Speed: 24.745 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7699], Speed: 24.514 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7799], Speed: 24.751 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.912,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7899], Speed: 24.835 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 7999], Speed: 24.649 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8099], Speed: 24.791 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8199], Speed: 24.674 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8299], Speed: 24.545 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8399], Speed: 24.566 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8499], Speed: 24.826 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8599], Speed: 24.750 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8699], Speed: 24.543 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8799], Speed: 24.851 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8899], Speed: 24.613 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 8999], Speed: 24.747 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9099], Speed: 24.503 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.911,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9199], Speed: 24.614 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9299], Speed: 24.397 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9399], Speed: 24.676 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9499], Speed: 24.923 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9599], Speed: 24.755 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9699], Speed: 24.759 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9799], Speed: 22.598 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9899], Speed: 24.424 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 9999], Speed: 24.683 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10099], Speed: 24.427 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10199], Speed: 22.402 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10299], Speed: 24.469 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10399], Speed: 24.272 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10499], Speed: 23.937 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10599], Speed: 24.430 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.910,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10699], Speed: 24.224 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10799], Speed: 23.987 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10899], Speed: 23.845 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 10999], Speed: 24.099 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11099], Speed: 24.317 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.252,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11199], Speed: 24.085 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11299], Speed: 24.214 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11399], Speed: 23.955 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11499], Speed: 24.111 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11599], Speed: 24.010 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11699], Speed: 24.142 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.469
[Epoch 18][Batch 11799], Speed: 23.996 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 11899], Speed: 24.302 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 11999], Speed: 24.095 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.909,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12099], Speed: 23.004 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12199], Speed: 24.411 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12299], Speed: 24.502 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12399], Speed: 24.442 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12499], Speed: 24.605 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12599], Speed: 24.295 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12699], Speed: 24.286 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12799], Speed: 24.445 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12899], Speed: 24.464 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 12999], Speed: 23.238 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13099], Speed: 24.223 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13199], Speed: 24.374 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13299], Speed: 24.328 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13399], Speed: 24.195 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.908,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13499], Speed: 24.075 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13599], Speed: 24.243 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13699], Speed: 24.194 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13799], Speed: 24.265 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13899], Speed: 24.386 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 13999], Speed: 24.296 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.392,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14099], Speed: 24.435 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14199], Speed: 24.445 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14299], Speed: 24.574 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14399], Speed: 24.438 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14499], Speed: 24.275 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18][Batch 14599], Speed: 24.227 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 18] Training cost: 4789.162, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.253,RCNN_SmoothL1=0.129,RCNN_Mask=0.258
[Epoch 18] Saving parameters to mask_rcnn_resnet18_v1b_coco_0018_0.0000.params
[Epoch 19][Batch 99], Speed: 23.196 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.129,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 199], Speed: 24.586 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.129,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.907,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 299], Speed: 24.372 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 399], Speed: 24.203 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 499], Speed: 24.305 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.129,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 599], Speed: 22.675 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 699], Speed: 23.208 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 799], Speed: 23.939 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.872,MaskFGAcc=0.468
[Epoch 19][Batch 899], Speed: 24.122 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 999], Speed: 24.201 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1099], Speed: 24.110 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1199], Speed: 22.290 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1299], Speed: 23.742 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1399], Speed: 23.842 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1499], Speed: 24.121 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1599], Speed: 23.926 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1699], Speed: 24.074 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.906,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1799], Speed: 24.319 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1899], Speed: 23.701 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 1999], Speed: 24.057 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2099], Speed: 24.058 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2199], Speed: 22.955 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2299], Speed: 23.994 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2399], Speed: 24.187 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2499], Speed: 23.850 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2599], Speed: 23.944 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2699], Speed: 23.997 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2799], Speed: 24.282 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2899], Speed: 24.111 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 2999], Speed: 24.066 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3099], Speed: 24.086 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.905,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3199], Speed: 24.085 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3299], Speed: 24.061 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3399], Speed: 23.857 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3499], Speed: 23.823 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3599], Speed: 23.795 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3699], Speed: 23.788 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3799], Speed: 24.067 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3899], Speed: 23.938 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 3999], Speed: 24.284 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4099], Speed: 24.173 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4199], Speed: 24.095 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4299], Speed: 24.007 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4399], Speed: 24.074 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4499], Speed: 24.011 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.904,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4599], Speed: 23.867 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4699], Speed: 23.715 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4799], Speed: 23.881 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4899], Speed: 24.114 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 4999], Speed: 24.082 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 5099], Speed: 24.110 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 5199], Speed: 24.166 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 5299], Speed: 24.348 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 5399], Speed: 24.074 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.468
[Epoch 19][Batch 5499], Speed: 23.901 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 5599], Speed: 24.009 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 5699], Speed: 23.929 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 5799], Speed: 24.296 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 5899], Speed: 23.814 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 5999], Speed: 24.054 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.903,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6099], Speed: 24.030 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6199], Speed: 24.123 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6299], Speed: 24.523 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6399], Speed: 24.061 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6499], Speed: 24.098 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6599], Speed: 23.991 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6699], Speed: 23.904 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6799], Speed: 23.900 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6899], Speed: 24.097 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 6999], Speed: 24.184 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7099], Speed: 23.918 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7199], Speed: 23.987 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7299], Speed: 23.994 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7399], Speed: 24.165 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7499], Speed: 23.855 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.902,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7599], Speed: 23.833 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7699], Speed: 23.749 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7799], Speed: 23.906 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.898,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7899], Speed: 23.994 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 7999], Speed: 24.121 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8099], Speed: 24.117 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.391,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8199], Speed: 23.860 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8299], Speed: 24.173 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8399], Speed: 23.961 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8499], Speed: 24.288 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8599], Speed: 24.107 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8699], Speed: 24.111 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8799], Speed: 24.014 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8899], Speed: 24.360 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 8999], Speed: 23.879 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.901,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9099], Speed: 23.925 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9199], Speed: 23.897 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9299], Speed: 23.965 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9399], Speed: 23.961 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9499], Speed: 24.120 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9599], Speed: 23.872 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9699], Speed: 24.216 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9799], Speed: 24.223 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9899], Speed: 24.509 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 9999], Speed: 24.116 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10099], Speed: 24.459 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10199], Speed: 23.750 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10299], Speed: 24.164 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10399], Speed: 24.198 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10499], Speed: 24.311 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10599], Speed: 24.471 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.900,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10699], Speed: 23.969 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10799], Speed: 24.260 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10899], Speed: 24.089 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 10999], Speed: 24.245 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11099], Speed: 24.243 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11199], Speed: 24.431 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11299], Speed: 24.023 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11399], Speed: 24.304 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11499], Speed: 24.248 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11599], Speed: 24.240 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11699], Speed: 24.338 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11799], Speed: 24.156 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11899], Speed: 24.301 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 11999], Speed: 24.327 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12099], Speed: 24.079 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12199], Speed: 24.517 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.899,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12299], Speed: 23.955 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12399], Speed: 24.410 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12499], Speed: 24.585 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12599], Speed: 24.340 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12699], Speed: 24.526 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12799], Speed: 24.046 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12899], Speed: 24.230 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 12999], Speed: 24.313 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13099], Speed: 24.145 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13199], Speed: 24.399 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13299], Speed: 24.166 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13399], Speed: 24.149 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13499], Speed: 24.539 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13599], Speed: 24.196 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13699], Speed: 24.064 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13799], Speed: 24.336 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.898,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13899], Speed: 24.456 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 13999], Speed: 24.002 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 14099], Speed: 24.516 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.467
[Epoch 19][Batch 14199], Speed: 24.289 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 19][Batch 14299], Speed: 24.332 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 19][Batch 14399], Speed: 24.114 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 19][Batch 14499], Speed: 24.269 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 19][Batch 14599], Speed: 24.285 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 19] Training cost: 4871.970, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.129,RCNN_Mask=0.257
[Epoch 19] 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 ] = 0.499
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.323
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.152
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.338
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.419
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.278
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.438
 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 ] = 0.271
 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 ] = 0.624
~~~~ Mean AP for bbox ~~~~
=30.4
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.277
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.470
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.293
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.118
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.307
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.409
 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 ] = 0.403
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.420
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.222
 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 ] = 0.607
~~~~ Mean AP for segm ~~~~
=27.7
[Epoch 19] mAP 27.7 higher than current best [27.3] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 19] Saving parameters to mask_rcnn_resnet18_v1b_coco_0019_27.7000.params
[Epoch 20][Batch 99], Speed: 23.913 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.250,RCNN_SmoothL1=0.125,RCNN_Mask=0.254,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 199], Speed: 24.647 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.126,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 299], Speed: 24.567 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 399], Speed: 24.753 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 499], Speed: 24.469 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.126,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 599], Speed: 24.343 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 699], Speed: 24.466 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.257,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.897,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 799], Speed: 24.380 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 899], Speed: 24.640 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 999], Speed: 24.434 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.249,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1099], Speed: 24.681 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1199], Speed: 24.802 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.256,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1299], Speed: 24.724 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.094,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1399], Speed: 24.562 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1499], Speed: 24.639 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1599], Speed: 24.341 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1699], Speed: 24.751 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1799], Speed: 24.885 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1899], Speed: 24.848 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.949,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 1999], Speed: 24.483 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2099], Speed: 24.457 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2199], Speed: 24.624 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.896,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2299], Speed: 24.480 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2399], Speed: 24.239 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2499], Speed: 24.508 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.390,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2599], Speed: 24.491 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2699], Speed: 24.493 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2799], Speed: 24.534 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2899], Speed: 24.717 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 2999], Speed: 24.725 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3099], Speed: 24.849 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3199], Speed: 24.754 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3299], Speed: 24.700 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3399], Speed: 24.506 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3499], Speed: 24.666 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3599], Speed: 24.663 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3699], Speed: 24.613 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3799], Speed: 24.616 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.895,MaskAcc=0.873,MaskFGAcc=0.466
[Epoch 20][Batch 3899], Speed: 24.346 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 3999], Speed: 24.664 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4099], Speed: 24.139 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4199], Speed: 24.441 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4299], Speed: 24.648 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4399], Speed: 24.685 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4499], Speed: 24.570 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4599], Speed: 24.705 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4699], Speed: 24.522 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4799], Speed: 24.456 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4899], Speed: 24.595 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 4999], Speed: 24.452 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5099], Speed: 24.717 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5199], Speed: 24.419 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5299], Speed: 24.329 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5399], Speed: 24.517 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.894,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5499], Speed: 24.587 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5599], Speed: 24.770 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5699], Speed: 24.683 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5799], Speed: 24.768 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5899], Speed: 24.343 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 5999], Speed: 24.480 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6099], Speed: 24.544 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6199], Speed: 24.639 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6299], Speed: 24.698 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6399], Speed: 24.737 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6499], Speed: 24.451 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6599], Speed: 24.577 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6699], Speed: 24.444 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6799], Speed: 24.905 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6899], Speed: 24.122 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 6999], Speed: 24.517 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.893,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7099], Speed: 24.640 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7199], Speed: 24.720 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7299], Speed: 24.478 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7399], Speed: 24.822 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7499], Speed: 24.514 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7599], Speed: 24.436 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7699], Speed: 24.668 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7799], Speed: 24.605 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7899], Speed: 24.627 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 7999], Speed: 24.616 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 8099], Speed: 24.688 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 8199], Speed: 24.651 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 8299], Speed: 24.585 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 8399], Speed: 24.497 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.466
[Epoch 20][Batch 8499], Speed: 24.553 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 8599], Speed: 24.233 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.892,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 8699], Speed: 24.620 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 8799], Speed: 24.861 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 8899], Speed: 24.614 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 8999], Speed: 24.396 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9099], Speed: 24.723 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9199], Speed: 24.350 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9299], Speed: 24.578 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9399], Speed: 24.681 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9499], Speed: 24.408 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9599], Speed: 24.330 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9699], Speed: 24.424 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9799], Speed: 24.514 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9899], Speed: 24.430 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 9999], Speed: 24.613 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10099], Speed: 24.387 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10199], Speed: 24.537 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10299], Speed: 24.540 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.891,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10399], Speed: 24.674 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10499], Speed: 24.318 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10599], Speed: 24.726 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10699], Speed: 24.733 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10799], Speed: 24.688 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10899], Speed: 24.621 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 10999], Speed: 24.463 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11099], Speed: 24.776 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11199], Speed: 24.543 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11299], Speed: 24.304 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11399], Speed: 24.475 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11499], Speed: 24.709 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.899,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11599], Speed: 24.657 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11699], Speed: 24.486 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11799], Speed: 24.641 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11899], Speed: 24.560 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.890,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 11999], Speed: 24.303 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12099], Speed: 24.548 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.389,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12199], Speed: 24.228 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12299], Speed: 24.512 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12399], Speed: 24.536 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12499], Speed: 24.293 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12599], Speed: 24.150 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12699], Speed: 24.473 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12799], Speed: 24.621 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12899], Speed: 24.315 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 12999], Speed: 24.409 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13099], Speed: 24.461 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13199], Speed: 24.492 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13299], Speed: 24.620 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13399], Speed: 24.519 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13499], Speed: 24.484 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13599], Speed: 24.156 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.889,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13699], Speed: 24.586 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13799], Speed: 24.386 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13899], Speed: 24.573 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 13999], Speed: 24.341 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14099], Speed: 24.454 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14199], Speed: 24.891 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14299], Speed: 24.792 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14399], Speed: 24.768 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14499], Speed: 24.542 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20][Batch 14599], Speed: 24.549 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 20] Training cost: 4776.632, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256
[Epoch 20] Saving parameters to mask_rcnn_resnet18_v1b_coco_0020_0.0000.params
[Epoch 21][Batch 99], Speed: 23.166 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.123,RCNN_Mask=0.253,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 199], Speed: 24.253 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.126,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 299], Speed: 24.497 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.126,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 399], Speed: 24.376 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 499], Speed: 24.604 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 599], Speed: 24.265 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 699], Speed: 24.546 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 799], Speed: 24.598 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.888,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 899], Speed: 24.443 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 999], Speed: 24.749 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.248,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1099], Speed: 25.003 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1199], Speed: 24.405 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1299], Speed: 24.465 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1399], Speed: 24.607 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1499], Speed: 24.412 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1599], Speed: 24.567 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1699], Speed: 24.632 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1799], Speed: 24.550 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1899], Speed: 24.444 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 1999], Speed: 24.635 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2099], Speed: 24.396 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2199], Speed: 24.331 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2299], Speed: 24.465 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2399], Speed: 24.491 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.887,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2499], Speed: 24.479 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2599], Speed: 24.411 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2699], Speed: 24.579 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2799], Speed: 24.562 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2899], Speed: 24.704 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 2999], Speed: 24.754 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.465
[Epoch 21][Batch 3099], Speed: 24.226 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3199], Speed: 24.409 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3299], Speed: 24.438 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3399], Speed: 24.237 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3499], Speed: 24.657 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3599], Speed: 24.818 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3699], Speed: 24.555 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3799], Speed: 24.623 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3899], Speed: 24.618 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 3999], Speed: 24.366 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4099], Speed: 24.497 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.886,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4199], Speed: 24.452 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4299], Speed: 24.494 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4399], Speed: 24.513 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4499], Speed: 24.486 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4599], Speed: 24.390 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4699], Speed: 24.781 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4799], Speed: 24.582 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4899], Speed: 24.435 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 4999], Speed: 24.614 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5099], Speed: 24.430 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5199], Speed: 24.530 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5299], Speed: 24.443 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5399], Speed: 24.544 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5499], Speed: 24.652 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5599], Speed: 24.457 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5699], Speed: 24.567 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5799], Speed: 24.277 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5899], Speed: 24.548 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.885,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 5999], Speed: 24.543 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6099], Speed: 24.285 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6199], Speed: 24.379 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6299], Speed: 24.494 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6399], Speed: 24.343 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6499], Speed: 24.585 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6599], Speed: 24.611 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6699], Speed: 24.446 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6799], Speed: 24.518 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6899], Speed: 24.509 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 6999], Speed: 24.667 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7099], Speed: 24.405 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7199], Speed: 24.495 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.388,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7299], Speed: 24.663 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7399], Speed: 24.320 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7499], Speed: 24.347 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7599], Speed: 24.601 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7699], Speed: 24.358 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.884,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7799], Speed: 24.474 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7899], Speed: 24.665 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 7999], Speed: 24.749 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8099], Speed: 24.350 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8199], Speed: 24.226 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8299], Speed: 24.405 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8399], Speed: 24.261 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8499], Speed: 24.395 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8599], Speed: 24.462 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8699], Speed: 24.126 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8799], Speed: 24.649 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8899], Speed: 24.386 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.874,MaskFGAcc=0.464
[Epoch 21][Batch 8999], Speed: 24.502 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9099], Speed: 24.548 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9199], Speed: 24.755 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9299], Speed: 24.272 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9399], Speed: 24.502 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9499], Speed: 24.371 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.883,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9599], Speed: 24.509 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9699], Speed: 24.398 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9799], Speed: 24.331 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9899], Speed: 24.708 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 9999], Speed: 24.238 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10099], Speed: 24.179 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10199], Speed: 24.162 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10299], Speed: 24.789 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10399], Speed: 24.469 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10499], Speed: 24.642 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10599], Speed: 24.696 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10699], Speed: 24.210 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10799], Speed: 24.643 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10899], Speed: 24.693 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 10999], Speed: 24.641 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11099], Speed: 24.835 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11199], Speed: 24.634 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11299], Speed: 24.508 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.882,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11399], Speed: 24.563 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11499], Speed: 24.460 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11599], Speed: 24.606 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11699], Speed: 24.349 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11799], Speed: 24.647 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11899], Speed: 24.866 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 11999], Speed: 24.755 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 12099], Speed: 24.455 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 12199], Speed: 24.352 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 12299], Speed: 24.639 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 12399], Speed: 24.607 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.464
[Epoch 21][Batch 12499], Speed: 24.244 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 12599], Speed: 24.451 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 12699], Speed: 24.703 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 12799], Speed: 24.517 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 12899], Speed: 24.577 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 12999], Speed: 24.660 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13099], Speed: 24.425 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.881,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13199], Speed: 24.494 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13299], Speed: 24.688 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13399], Speed: 24.362 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13499], Speed: 24.366 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13599], Speed: 24.575 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13699], Speed: 24.575 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13799], Speed: 24.153 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13899], Speed: 24.371 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 13999], Speed: 24.312 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14099], Speed: 24.374 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14199], Speed: 24.459 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14299], Speed: 24.528 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14399], Speed: 24.476 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14499], Speed: 24.425 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21][Batch 14599], Speed: 24.722 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 21] Training cost: 4788.028, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.128,RCNN_Mask=0.255
[Epoch 21] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.305
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.503
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.324
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.153
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.342
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.416
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.277
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.438
 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 ] = 0.510
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.622
~~~~ Mean AP for bbox ~~~~
=30.5
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.278
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.472
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.292
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.118
 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 ] = 0.403
 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 ] = 0.402
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.420
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.219
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.469
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.595
~~~~ Mean AP for segm ~~~~
=27.8
[Epoch 21] mAP 27.8 higher than current best [27.7] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 21] Saving parameters to mask_rcnn_resnet18_v1b_coco_0021_27.8000.params
[Epoch 22][Batch 99], Speed: 23.882 samples/sec, RPN_Conf=0.109,RPN_SmoothL1=0.085,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 199], Speed: 24.638 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.088,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 299], Speed: 24.463 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.880,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 399], Speed: 24.474 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.247,RCNN_SmoothL1=0.130,RCNN_Mask=0.256,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 499], Speed: 24.530 samples/sec, RPN_Conf=0.108,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.129,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 599], Speed: 24.706 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 699], Speed: 24.351 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 799], Speed: 24.429 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 899], Speed: 24.407 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 999], Speed: 24.297 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1099], Speed: 24.313 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1199], Speed: 24.195 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1299], Speed: 24.608 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1399], Speed: 24.229 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1499], Speed: 24.488 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1599], Speed: 24.468 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1699], Speed: 24.357 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1799], Speed: 24.492 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1899], Speed: 24.170 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 1999], Speed: 24.298 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2099], Speed: 24.280 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2199], Speed: 24.346 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.879,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2299], Speed: 24.110 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2399], Speed: 24.237 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2499], Speed: 24.406 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.900,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2599], Speed: 24.541 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2699], Speed: 24.539 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2799], Speed: 24.736 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2899], Speed: 24.676 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 2999], Speed: 24.363 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3099], Speed: 24.491 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3199], Speed: 24.604 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.387,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3299], Speed: 24.577 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3399], Speed: 24.638 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3499], Speed: 24.433 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.244,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3599], Speed: 24.360 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3699], Speed: 24.729 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3799], Speed: 24.447 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3899], Speed: 24.336 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 3999], Speed: 24.536 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4099], Speed: 24.687 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.878,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4199], Speed: 24.275 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4299], Speed: 24.488 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4399], Speed: 24.286 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4499], Speed: 24.198 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4599], Speed: 24.533 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4699], Speed: 24.353 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4799], Speed: 24.495 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4899], Speed: 24.316 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 4999], Speed: 24.657 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5099], Speed: 24.447 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5199], Speed: 24.851 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5299], Speed: 24.426 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5399], Speed: 24.463 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5499], Speed: 24.305 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5599], Speed: 24.406 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5699], Speed: 24.401 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5799], Speed: 24.556 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5899], Speed: 24.707 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 5999], Speed: 24.179 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.877,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6099], Speed: 24.475 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6199], Speed: 24.512 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6299], Speed: 24.181 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6399], Speed: 24.417 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6499], Speed: 24.569 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6599], Speed: 24.505 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6699], Speed: 24.251 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6799], Speed: 24.704 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6899], Speed: 24.268 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 6999], Speed: 24.420 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 7099], Speed: 24.594 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 7199], Speed: 24.372 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 7299], Speed: 24.488 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 7399], Speed: 24.436 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.463
[Epoch 22][Batch 7499], Speed: 24.225 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 7599], Speed: 24.364 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 7699], Speed: 24.415 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 7799], Speed: 24.431 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 7899], Speed: 24.147 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.876,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 7999], Speed: 24.379 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8099], Speed: 24.276 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8199], Speed: 24.533 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8299], Speed: 24.626 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8399], Speed: 24.467 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8499], Speed: 23.883 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8599], Speed: 24.369 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8699], Speed: 24.428 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8799], Speed: 24.263 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8899], Speed: 24.295 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 8999], Speed: 24.341 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9099], Speed: 24.284 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9199], Speed: 24.329 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9299], Speed: 24.267 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9399], Speed: 24.372 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9499], Speed: 24.452 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9599], Speed: 24.232 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9699], Speed: 24.719 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9799], Speed: 24.561 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9899], Speed: 24.311 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.875,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 9999], Speed: 24.158 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10099], Speed: 24.222 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10199], Speed: 24.417 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10299], Speed: 23.975 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10399], Speed: 24.187 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10499], Speed: 24.732 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10599], Speed: 24.461 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10699], Speed: 24.269 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10799], Speed: 24.413 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10899], Speed: 24.343 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 10999], Speed: 24.226 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11099], Speed: 24.536 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11199], Speed: 24.481 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11299], Speed: 23.975 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11399], Speed: 24.130 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11499], Speed: 24.454 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11599], Speed: 24.312 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11699], Speed: 24.260 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11799], Speed: 24.302 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11899], Speed: 24.453 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.874,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 11999], Speed: 24.614 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12099], Speed: 24.457 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12199], Speed: 24.667 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12299], Speed: 24.197 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12399], Speed: 24.419 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12499], Speed: 24.590 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12599], Speed: 24.314 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12699], Speed: 24.424 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12799], Speed: 24.401 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12899], Speed: 24.274 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 12999], Speed: 24.352 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13099], Speed: 24.402 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13199], Speed: 24.408 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13299], Speed: 24.537 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13399], Speed: 24.575 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13499], Speed: 24.503 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13599], Speed: 24.666 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13699], Speed: 24.436 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13799], Speed: 24.274 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.950,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.873,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13899], Speed: 24.336 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 13999], Speed: 24.137 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14099], Speed: 24.347 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14199], Speed: 24.687 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14299], Speed: 24.435 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14399], Speed: 24.430 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14499], Speed: 24.466 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.386,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22][Batch 14599], Speed: 24.345 samples/sec, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.128,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 22] Training cost: 4804.693, RPN_Conf=0.106,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.246,RCNN_SmoothL1=0.127,RCNN_Mask=0.255
[Epoch 22] Saving parameters to mask_rcnn_resnet18_v1b_coco_0022_0.0000.params
[Epoch 23] Set learning rate to 0.0001
[Epoch 23][Batch 99], Speed: 23.718 samples/sec, RPN_Conf=0.107,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.245,RCNN_SmoothL1=0.131,RCNN_Mask=0.258,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 199], Speed: 24.448 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.087,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.129,RCNN_Mask=0.256,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 299], Speed: 24.620 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 399], Speed: 24.389 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.127,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 499], Speed: 24.346 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.127,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 599], Speed: 24.318 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 699], Speed: 24.142 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 799], Speed: 24.399 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 899], Speed: 24.408 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.128,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 999], Speed: 24.218 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.242,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 1099], Speed: 24.789 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.872,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 1199], Speed: 24.467 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 1299], Speed: 24.691 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 1399], Speed: 24.387 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.241,RCNN_SmoothL1=0.127,RCNN_Mask=0.255,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.875,MaskFGAcc=0.462
[Epoch 23][Batch 1499], Speed: 24.193 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 1599], Speed: 24.684 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 1699], Speed: 24.534 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 1799], Speed: 24.376 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 1899], Speed: 24.354 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 1999], Speed: 24.246 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2099], Speed: 24.325 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2199], Speed: 24.457 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2299], Speed: 24.384 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2399], Speed: 23.970 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2499], Speed: 24.375 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2599], Speed: 24.456 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.462
[Epoch 23][Batch 2699], Speed: 24.556 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 2799], Speed: 24.595 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 2899], Speed: 24.618 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 2999], Speed: 24.429 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.871,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3099], Speed: 24.412 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3199], Speed: 24.695 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3299], Speed: 24.538 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3399], Speed: 24.758 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3499], Speed: 24.355 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3599], Speed: 24.542 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3699], Speed: 24.280 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3799], Speed: 24.637 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3899], Speed: 24.345 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 3999], Speed: 24.576 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4099], Speed: 24.238 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4199], Speed: 24.336 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4299], Speed: 24.465 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4399], Speed: 24.538 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4499], Speed: 25.011 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4599], Speed: 24.758 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4699], Speed: 24.586 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4799], Speed: 24.334 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4899], Speed: 24.488 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.870,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 4999], Speed: 24.484 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5099], Speed: 24.508 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5199], Speed: 24.506 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5299], Speed: 24.322 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5399], Speed: 24.354 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5499], Speed: 24.442 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5599], Speed: 24.392 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5699], Speed: 24.427 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5799], Speed: 24.609 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5899], Speed: 24.653 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 5999], Speed: 24.661 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6099], Speed: 24.399 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6199], Speed: 24.341 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6299], Speed: 24.698 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6399], Speed: 24.686 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6499], Speed: 24.203 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6599], Speed: 24.355 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6699], Speed: 24.580 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.869,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6799], Speed: 24.448 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6899], Speed: 24.518 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 6999], Speed: 24.318 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7099], Speed: 24.396 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7199], Speed: 24.160 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7299], Speed: 24.143 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7399], Speed: 24.247 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7499], Speed: 24.362 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7599], Speed: 24.462 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7699], Speed: 24.455 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7799], Speed: 24.628 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7899], Speed: 24.104 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 7999], Speed: 24.480 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8099], Speed: 24.493 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8199], Speed: 24.405 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8299], Speed: 24.304 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8399], Speed: 24.509 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8499], Speed: 24.476 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8599], Speed: 24.295 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8699], Speed: 24.413 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.868,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8799], Speed: 24.468 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8899], Speed: 24.852 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 8999], Speed: 24.619 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.901,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9099], Speed: 24.249 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9199], Speed: 24.521 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9299], Speed: 24.490 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9399], Speed: 24.608 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9499], Speed: 24.579 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9599], Speed: 24.571 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9699], Speed: 24.199 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9799], Speed: 24.358 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9899], Speed: 24.301 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 9999], Speed: 24.538 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10099], Speed: 24.433 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10199], Speed: 24.139 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.385,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10299], Speed: 24.637 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10399], Speed: 24.699 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10499], Speed: 24.425 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10599], Speed: 24.346 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.867,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10699], Speed: 24.429 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10799], Speed: 24.234 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10899], Speed: 24.474 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 10999], Speed: 24.633 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11099], Speed: 24.383 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11199], Speed: 24.318 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11299], Speed: 24.960 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11399], Speed: 24.346 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11499], Speed: 24.534 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11599], Speed: 24.633 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11699], Speed: 24.431 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11799], Speed: 24.098 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11899], Speed: 24.437 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 11999], Speed: 24.369 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 12099], Speed: 24.652 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 12199], Speed: 24.083 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 12299], Speed: 24.424 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.461
[Epoch 23][Batch 12399], Speed: 24.492 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12499], Speed: 24.439 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.866,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12599], Speed: 24.013 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12699], Speed: 24.163 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12799], Speed: 24.484 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12899], Speed: 24.706 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 12999], Speed: 24.607 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13099], Speed: 24.696 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13199], Speed: 24.405 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13299], Speed: 24.365 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13399], Speed: 24.640 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13499], Speed: 24.729 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13599], Speed: 24.274 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13699], Speed: 24.590 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13799], Speed: 24.669 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13899], Speed: 24.384 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 13999], Speed: 24.157 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14099], Speed: 24.258 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14199], Speed: 24.600 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14299], Speed: 24.264 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14399], Speed: 24.647 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14499], Speed: 24.328 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.865,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23][Batch 14599], Speed: 24.624 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 23] Training cost: 4797.399, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.238,RCNN_SmoothL1=0.125,RCNN_Mask=0.252
[Epoch 23] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.312
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.511
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.331
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.156
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.348
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.430
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.283
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.444
 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 ] = 0.275
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.636
~~~~ Mean AP for bbox ~~~~
=31.2
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.284
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.481
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.298
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.120
 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 ] = 0.415
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.264
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.407
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.425
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.224
 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 ] = 0.612
~~~~ Mean AP for segm ~~~~
=28.4
[Epoch 23] mAP 28.4 higher than current best [27.8] saving to mask_rcnn_resnet18_v1b_coco_best.params
[Epoch 23] Saving parameters to mask_rcnn_resnet18_v1b_coco_0023_28.4000.params
[Epoch 24][Batch 99], Speed: 23.479 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.243,RCNN_SmoothL1=0.128,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 199], Speed: 25.054 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.124,RCNN_Mask=0.248,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 299], Speed: 24.670 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.249,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 399], Speed: 24.585 samples/sec, RPN_Conf=0.101,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.249,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 499], Speed: 24.878 samples/sec, RPN_Conf=0.102,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.249,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 599], Speed: 24.470 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.092,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.249,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 699], Speed: 24.520 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.249,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 799], Speed: 24.720 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.250,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 899], Speed: 24.873 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.233,RCNN_SmoothL1=0.124,RCNN_Mask=0.250,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 999], Speed: 24.632 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.234,RCNN_SmoothL1=0.124,RCNN_Mask=0.250,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1099], Speed: 24.835 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.124,RCNN_Mask=0.250,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1199], Speed: 25.074 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1299], Speed: 24.394 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1399], Speed: 24.591 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1499], Speed: 24.808 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1599], Speed: 24.473 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1699], Speed: 24.518 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1799], Speed: 24.340 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1899], Speed: 24.562 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.864,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 1999], Speed: 24.749 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.124,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2099], Speed: 24.733 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2199], Speed: 24.482 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2299], Speed: 24.552 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2399], Speed: 24.810 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2499], Speed: 24.595 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2599], Speed: 24.724 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2699], Speed: 24.548 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2799], Speed: 24.521 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2899], Speed: 24.191 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 2999], Speed: 24.588 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3099], Speed: 24.805 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3199], Speed: 24.502 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3299], Speed: 24.667 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3399], Speed: 24.788 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3499], Speed: 22.893 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3599], Speed: 24.434 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3699], Speed: 24.517 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3799], Speed: 24.291 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3899], Speed: 24.878 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.863,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 3999], Speed: 24.625 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4099], Speed: 24.620 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4199], Speed: 24.783 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4299], Speed: 24.325 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4399], Speed: 24.621 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4499], Speed: 24.579 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4599], Speed: 24.356 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4699], Speed: 24.360 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4799], Speed: 24.330 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4899], Speed: 24.485 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 4999], Speed: 24.685 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5099], Speed: 24.559 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5199], Speed: 24.638 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5299], Speed: 24.327 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5399], Speed: 24.329 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5499], Speed: 24.390 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5599], Speed: 24.592 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5699], Speed: 24.567 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5799], Speed: 24.493 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5899], Speed: 24.393 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 5999], Speed: 24.994 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.862,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6099], Speed: 24.247 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6199], Speed: 24.492 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6299], Speed: 24.494 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6399], Speed: 24.947 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.384,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6499], Speed: 24.982 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6599], Speed: 24.580 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6699], Speed: 24.672 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6799], Speed: 24.599 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6899], Speed: 24.721 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 6999], Speed: 24.519 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7099], Speed: 24.387 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7199], Speed: 24.883 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7299], Speed: 24.840 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7399], Speed: 24.480 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7499], Speed: 24.657 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7599], Speed: 24.543 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.460
[Epoch 24][Batch 7699], Speed: 24.756 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 7799], Speed: 24.349 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 7899], Speed: 24.463 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 7999], Speed: 24.722 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.861,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8099], Speed: 24.655 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8199], Speed: 24.567 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8299], Speed: 24.735 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8399], Speed: 24.573 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8499], Speed: 24.426 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8599], Speed: 24.635 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8699], Speed: 24.648 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8799], Speed: 24.591 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8899], Speed: 24.523 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 8999], Speed: 24.481 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9099], Speed: 24.580 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9199], Speed: 24.442 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9299], Speed: 24.781 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9399], Speed: 24.570 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9499], Speed: 24.608 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9599], Speed: 24.611 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9699], Speed: 24.513 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.876,MaskFGAcc=0.459
[Epoch 24][Batch 9799], Speed: 24.617 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 9899], Speed: 24.762 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 9999], Speed: 24.573 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10099], Speed: 24.597 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.860,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10199], Speed: 24.374 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10299], Speed: 24.172 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10399], Speed: 24.664 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10499], Speed: 24.681 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10599], Speed: 24.701 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10699], Speed: 24.290 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10799], Speed: 24.469 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10899], Speed: 24.484 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 10999], Speed: 24.334 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11099], Speed: 24.265 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11199], Speed: 24.480 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11299], Speed: 24.523 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11399], Speed: 24.929 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11499], Speed: 24.626 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11599], Speed: 24.798 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11699], Speed: 24.605 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11799], Speed: 24.510 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11899], Speed: 24.233 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 11999], Speed: 24.503 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12099], Speed: 24.834 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12199], Speed: 24.352 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.859,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12299], Speed: 24.294 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12399], Speed: 24.640 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12499], Speed: 24.591 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12599], Speed: 24.500 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12699], Speed: 24.514 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12799], Speed: 24.762 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12899], Speed: 24.724 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 12999], Speed: 24.495 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13099], Speed: 24.507 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13199], Speed: 24.494 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13299], Speed: 24.625 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13399], Speed: 24.630 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13499], Speed: 24.328 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13599], Speed: 24.877 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13699], Speed: 24.547 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13799], Speed: 24.610 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13899], Speed: 24.844 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 13999], Speed: 24.394 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14099], Speed: 24.819 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14199], Speed: 24.582 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14299], Speed: 24.651 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14399], Speed: 24.500 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.858,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14499], Speed: 24.559 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24][Batch 14599], Speed: 24.665 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 24] Training cost: 4773.690, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252
[Epoch 24] Saving parameters to mask_rcnn_resnet18_v1b_coco_0024_0.0000.params
[Epoch 25][Batch 99], Speed: 23.396 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.093,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.123,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 199], Speed: 24.588 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 299], Speed: 24.553 samples/sec, RPN_Conf=0.105,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.240,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 399], Speed: 24.626 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.239,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 499], Speed: 24.631 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 599], Speed: 24.712 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.091,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 699], Speed: 24.548 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 799], Speed: 24.561 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.127,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 899], Speed: 24.778 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 999], Speed: 24.418 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.126,RCNN_Mask=0.254,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1099], Speed: 24.494 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.126,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1199], Speed: 24.593 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1299], Speed: 24.572 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1399], Speed: 24.518 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1499], Speed: 24.591 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1599], Speed: 24.383 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1699], Speed: 24.601 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1799], Speed: 24.692 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.902,RCNNL1Loss=0.857,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1899], Speed: 24.671 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 1999], Speed: 24.599 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2099], Speed: 24.460 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2199], Speed: 24.639 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.235,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2299], Speed: 24.330 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2399], Speed: 24.546 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2499], Speed: 24.618 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2599], Speed: 24.449 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2699], Speed: 24.398 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2799], Speed: 24.359 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.253,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2899], Speed: 24.561 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 2999], Speed: 24.233 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3099], Speed: 24.581 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3199], Speed: 24.792 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3299], Speed: 24.433 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3399], Speed: 24.448 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3499], Speed: 24.449 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.459
[Epoch 25][Batch 3599], Speed: 24.625 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.383,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 3699], Speed: 24.627 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 3799], Speed: 24.623 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 3899], Speed: 24.450 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 3999], Speed: 24.109 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.856,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4099], Speed: 24.399 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4199], Speed: 24.494 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4299], Speed: 24.850 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4399], Speed: 24.643 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4499], Speed: 24.115 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.237,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4599], Speed: 24.560 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4699], Speed: 24.637 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4799], Speed: 24.492 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4899], Speed: 24.744 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 4999], Speed: 24.648 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5099], Speed: 24.617 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5199], Speed: 24.367 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5299], Speed: 24.631 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5399], Speed: 24.573 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5499], Speed: 24.454 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5599], Speed: 24.644 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5699], Speed: 24.583 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5799], Speed: 24.687 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5899], Speed: 24.306 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 5999], Speed: 24.818 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6099], Speed: 24.349 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6199], Speed: 24.088 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.855,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6299], Speed: 24.641 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6399], Speed: 24.362 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6499], Speed: 24.370 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6599], Speed: 24.699 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6699], Speed: 24.701 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6799], Speed: 24.535 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6899], Speed: 24.539 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.089,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 6999], Speed: 24.472 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7099], Speed: 24.321 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7199], Speed: 24.575 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7299], Speed: 24.184 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7399], Speed: 24.247 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7499], Speed: 24.379 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7599], Speed: 24.507 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7699], Speed: 24.421 samples/sec, RPN_Conf=0.104,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7799], Speed: 24.400 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7899], Speed: 24.296 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 7999], Speed: 24.631 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8099], Speed: 24.740 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8199], Speed: 24.604 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8299], Speed: 24.714 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8399], Speed: 24.723 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.854,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8499], Speed: 24.548 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8599], Speed: 24.530 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8699], Speed: 24.609 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8799], Speed: 24.412 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8899], Speed: 24.557 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 8999], Speed: 24.445 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9099], Speed: 24.467 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9199], Speed: 24.756 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9299], Speed: 24.621 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9399], Speed: 24.867 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9499], Speed: 24.354 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9599], Speed: 24.240 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9699], Speed: 24.430 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9799], Speed: 24.460 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9899], Speed: 24.341 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 9999], Speed: 24.386 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10099], Speed: 24.375 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10199], Speed: 24.535 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10299], Speed: 24.665 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10399], Speed: 24.638 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10499], Speed: 24.847 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10599], Speed: 24.584 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10699], Speed: 24.799 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.853,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10799], Speed: 24.308 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10899], Speed: 24.615 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 10999], Speed: 24.647 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11099], Speed: 24.567 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11199], Speed: 24.581 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11299], Speed: 24.828 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11399], Speed: 24.543 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.251,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11499], Speed: 24.546 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11599], Speed: 24.762 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11699], Speed: 24.659 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11799], Speed: 24.624 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11899], Speed: 24.689 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 11999], Speed: 24.302 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12099], Speed: 24.881 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12199], Speed: 24.632 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12299], Speed: 24.485 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12399], Speed: 24.611 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12499], Speed: 24.597 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12599], Speed: 24.364 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12699], Speed: 24.995 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12799], Speed: 24.859 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12899], Speed: 24.455 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 12999], Speed: 24.563 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.852,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13099], Speed: 24.734 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13199], Speed: 24.286 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13299], Speed: 24.562 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13399], Speed: 24.841 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13499], Speed: 24.758 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13599], Speed: 24.566 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13699], Speed: 24.381 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13799], Speed: 24.418 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13899], Speed: 24.564 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 13999], Speed: 24.575 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14099], Speed: 24.470 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14199], Speed: 24.738 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14299], Speed: 24.561 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14399], Speed: 24.391 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14499], Speed: 24.639 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.458
[Epoch 25][Batch 14599], Speed: 24.812 samples/sec, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252,RPNAcc=0.951,RPNL1Loss=0.382,RCNNAcc=0.903,RCNNL1Loss=0.851,MaskAcc=0.877,MaskFGAcc=0.457
[Epoch 25] Training cost: 4778.497, RPN_Conf=0.103,RPN_SmoothL1=0.090,RCNN_CrossEntropy=0.236,RCNN_SmoothL1=0.125,RCNN_Mask=0.252
[Epoch 25] Validation: 
~~~~ Summary bbox metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.312
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.510
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.331
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.158
 Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.348
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.430
 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 ] = 0.443
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.465
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.277
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.627
~~~~ Mean AP for bbox ~~~~
=31.2
~~~~ Summary segm metrics ~~~~
=Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.284
 Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.480
 Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.299
 Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.123
 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 ] = 0.414
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.264
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.406
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.424
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.225
 Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.473
 Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.602
~~~~ Mean AP for segm ~~~~
=28.4
[Epoch 25] Saving parameters to mask_rcnn_resnet18_v1b_coco_0025_28.4000.params